{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "theano version: 1.0.4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pymc3 version: 3.6\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "exoplanet version: 0.1.4\n"
     ]
    }
   ],
   "source": [
    "%run notebook_setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fitting TESS data\n",
    "\n",
    "In this tutorial, we will reproduce the fits to the transiting planet in the Pi Mensae system discovered by [Huang et al. (2018)](https://arxiv.org/abs/1809.05967).\n",
    "The data processing and model are similar to the :ref:`together` tutorial, but with a few extra bits like aperture selection and de-trending.\n",
    "\n",
    "To start, we need to download the target pixel file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 293,
       "width": 488
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from astropy.io import fits\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "tpf_url = \"https://archive.stsci.edu/missions/tess/tid/s0001/0000/0002/6113/6679/tess2018206045859-s0001-0000000261136679-0120-s_tp.fits\"\n",
    "with fits.open(tpf_url) as hdus:\n",
    "    tpf = hdus[1].data\n",
    "    tpf_hdr = hdus[1].header\n",
    "\n",
    "texp = tpf_hdr[\"FRAMETIM\"] * tpf_hdr[\"NUM_FRM\"]\n",
    "texp /= 60.0 * 60.0 * 24.0\n",
    "time = tpf[\"TIME\"]\n",
    "flux = tpf[\"FLUX\"]\n",
    "m = np.any(np.isfinite(flux), axis=(1, 2)) & (tpf[\"QUALITY\"] == 0)\n",
    "ref_time = 0.5 * (np.min(time[m])+np.max(time[m]))\n",
    "time = np.ascontiguousarray(time[m] - ref_time, dtype=np.float64)\n",
    "flux = np.ascontiguousarray(flux[m], dtype=np.float64)\n",
    "\n",
    "mean_img = np.median(flux, axis=0)\n",
    "plt.imshow(mean_img.T, cmap=\"gray_r\")\n",
    "plt.title(\"TESS image of Pi Men\")\n",
    "plt.xticks([])\n",
    "plt.yticks([]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aperture selection\n",
    "\n",
    "Next, we'll select an aperture using a hacky method that tries to minimizes the windowed scatter in the lightcurve (something like the CDPP)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAAJJCAYAAACtcrTpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XmUrHdd5/HP7+YmZJGQAAGCIUE0JmwRhARjEMIIiYLjhopghKiMgBsq7iKEGWDcAx5GBDcGFRDQ0QMKEZUIuAQiEJJBtmBQIMQICEICITe/+eOpHvo+t5dvdVd1dd37ep1T59yqruepXz1V1bff9Wyt9x4AAABgc3sWPQAAAABYFiIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWiAHdRau7S11lddLlr0mNi+0WvaW2vnLnpMAMB8iGgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIagLlqrV3otF4cjLy3AQ5NIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgaO+iBwCwXa21Y5J8c5LzktwvyQlJjkvymSSfTPK+JFck+bMkr++93zTFvI9I8q1JvinJmUnukOSzST6c5P8m+cMkr+69f2ZWz6cwpvsluTDJg5KckuTIJB9J8i9JXpXkZb33f93G/E9J8rgkD01y9yTHJ+lJPp3k+iTvSfL6JC/pvX94jel/PsntV9106uguX99aO2m9x++9P744zrm9NpPx/VCShye5W5JbklyX4bm/Lsmf9N7fP+1856m1dock35bk7CT3yfAaHJfk5iT/nOSvkryg9/7OhQ1yCxbxGWyttSRnJHlgkpOTXNJ7/+udem/vBustg02muV2S70py/mTa45N8PMm1Sf4+yUuSvKn33uc4dID56727uLi4LO0lyXdn+GO6Fy/XJbkoyRcU5v21Sa4pzPM9Se5fHO+lo2kvmuK53jnJ/ymM57NJfixJm3JZHpXkFzNEV2VZ7kvysiRfOppPZZmteymOdeavzap5f1uGLww2e+5/mOT0yTTjn5+7g5+Beyb5oySfK75mv5pk75SPMV7W3z76+QOTPC3JXyR5b5KPTd6HH0jyW0lO3eJz24nP4Fes+tkRSX44wxdvq+/zw/N8b2f4Umzqz8Fk2heNpr10nstgnfntSfKjST5VWA6vSXLHnfp8uLi4uMzjYnNuYGm11n42yW8nOXGKye6Q5OlJjt1k3k/NsOb6lMI8T03yd621c6cYx1Raa/dP8o9JvrFw9yOS/FKSF04x/y/OsLb+x5McVpxsT5JHJXlna+0+1cfarnm+Nq21H8rwxcDRm9x1T4bYfmtr7YmVec9Da+3HMrxu35za1mV7kvxIkr9ord1mm4+9p7X2+NbaVUnemOQZSR6W5EsyrIE8IsMazO9JclVr7TumnP+OfgZbaw/IsCwvTvLFW53PMtvKMmitHZ3hy71fSXJMYZKvSXJ5a+2OWx0nwKLZnBtYSq21b0jyzNHNPcnlSd6fYY3bsRn+iL97ksNX3e8TfY3NkFfN+2eT/I81fvT2DGu8WpLTk9x71c8OT/Ly1tp9e+8fmu7ZbKy1ds8Ma/iOH/3o2smYPpphLfVXZP/4e3xr7c2999/cZP6nZtg8+wtHP7ohwyaYK8/n2Ml97pVhrfWKw1bdZ67m+dq01r4qw1ratsaPP5XkLRme562T3DfDe+uoJM+f/pnMzMk58EuPG5O8I8m/JflEhjE+OPtvhvyQJL+Z4YuArTgtQzh/ZfH+RyR5cWvtw7331292553+DLbWHpVhje6R00x3MNnKMmit7U3yygxbDKx2U5I3Z9gS4ZgMu9ncZdXPT8rwWj2k937LNoYNsBiLXhXu4uLispVLhqBZvYng3yQ5bZ37HpHkEUlemmFT5b/bYL7nZdj/dfW8L0ly7zXue/ckfzm67ws3Gfelo/tftMn9j84QDaunuS7JozPaJDfDH6tPy/6bY380ya03mf+7R/O/OUPAHLvB8vz6JG+Y3P8jmzyHi6Z5zot4bZLcKsMf/ONNT69P8r1Jjhrdf0+SR2bYF32tTVbP3aHPwVMnj/fJJC9I8oDx+2JyvyMzbLUxHueFxce5Zp3nuXK5KsMa/JdliKfx67Ry+VCS2y/qdV7vM5gDN4W/Lsmzk5yT4curNXeNmOF7+8Lxsppi2heNpr20MM1MlkGSZ42muSXJc7PG5toZ9pN+/+j+j9mJz4mLi4vLrC8LH4CLi4vLtJcktxv9IXZDktsWpz0tyQXr/GytkHpukj0bzO+wDPvGrtz/piR32eD+B/zxusl4f2F0/3clufMm03xDhjXxK9P85Ab3ff4afwQ/eorX4puT/O9N7rPt0Jj3a5PkB8cRk+FAbRvuy5vkTkmuXmPac3fos/A9GTbbP6Fw3z0ZtjhYPc4PbLQMV017zRrPsSd5cUb7xE/uf0qSV6wzzbRfZsz7Mzi+/HqSo4vLf9vv7cl8LhyPY4ppXzSa9tLCNNteBhm2Alj9hd2+JN+2yTS3z/5f2r0zUx67wcXFxWU3XOwTDSyju42uX9l7/1hlwt77u3vvv7/Oj5+YYfPYFX+W4WA6625u2Hvfl+EP4GsmNx2e5DGVsWymtXanDHG34j+TfF3fYFP0yZj+NMkvr7rpwnXmf/ckTxjd/DO995dWx9h7/+Pe++Oq99+Gub02k6MQP2V08w0ZQvi9Gw2q9/6RrLN8d8jv9t6/t/d+/WZ3nCyrnxzdfHKSr9rC4/Yk39V7f2zv/T1rPNYHeu/fmmFN5tgFrbXbrjPfRX4G9yX5jt779/Xeb9jC9AeDaZbBf8/+uxL8dO/95RtN0Hv/9yTfkiG+k2FLgrO2OliARRHRwDIa7wM63pd3apOQ+v5VN30myff33vtm0/beb8z++29+03bHM/H47L/v8TN77+8rTvusDEeYTpLTW2unr3GfH8/++/9+IMM+wbvKDrw25+TAg1f9fK+fwmrTgJ2XjeJynfu/OcPR7Fc7ZwsP/YLe+4sKj/ezSf50dPNRGY6qv59d8Bn8md77S7Yw3cGktAxaaydn2KVjxVUZDiy2qd77lRl2rVkxq9+XADtGRAPL6AOj61/YWnvyNud5ZvY/5+sreu/jx9nIy/P5tStnttaO2ujORavXpt2QYRPLkt77J5O8etVND17988n4Hj2a7Jf7FOfQ3kHzfm3GRzy/McUgWFLXjK6ve17jDVw3xX1/IMMyXe3r17jfIj+Dr8twRPtD2TTL4Nuz/9+QF0+2CKhaHeoPXvdeALuUo3MDS6f3fm1r7S0Z/uhe8ZzJaZae03u/YguzPW90/a6ttd+ach43Zjhy854k98hwSqotaa2dlGFTxxWfzPAcp5nNl6z6971GP3tQDjwK76uzO837tXnA6L6XHuSb835udH0WX/isq/f+wdbaH2TYsmLFWa21I3vvn1l12yI/gz9XWeN9kJtmGYxfq/Nba9UjtSf7nwrrnq21ZvkDy0REA8vq55K8dnTbhUkubK19PMnbkrw1yWVJXtt7/9Qm87vv6PpXZWv7iq44LduI6Bw4njtlOIjUVp02uv6g0fV/7r1fs435z9O8X5vxOa4v3ca8l9FU38xs0Uuzf0TfKsn9k7xp1W2L+gxe3Xu/bBuPczCYdhmMX6utniotGb70ODEH7mYAsGuJaGAp9d4vaa39XNY+l+zxSf7L5JIkn2mtvSTJ03vvH1xnll804yGOz+k8rXmPZ7wJ7zSbze60uS2L1toxSb5g9PMdOef1vLTW9iT58iRnZ9g8+tQkd01yXIZzfR+97sTz8w8ZDka2OtjvMrrPoj6Dfzfjx11G5WXQWjs2yXoHhtuq4yOigSUiooGl1Xt/Zmvt+iQXZ+NNUo/McCCjR7XWHtd7/6M17nPrGQ/v2G1OP+/x3GF0/d9m/HizNM9lcdwaP1/YgcK2anJQrv+a5IIkX53ZR8629N5vaK39R/YP2/F7cFGfwaX+0mRGplkGs36dku3/vgTYUSIaWGq99xe01i5J8lMZDpS10R9jxyR5RWvtO3vvfzD62Xhz79tMDs61KOPxPLn3/msznP94v9jd/P/BPF+btQ6GdPiM5r0jWmvfkuSpSb5s0WPZxM2j6+MtABb1GfzsDjzGbjfNMhi/Tm/rvX/5LAcDsNs5Ojew9Hrv1/Ten5jkdhk2YX1ykt9L8u417t6SvLC19iWj28dHGz45izXv8Yznf6cZz3+W5rksPpZhM+PVbjfD+c9Na+3o1tork7wiGwf0vyZ5c5K/yHAE64/swPD201o7MskJo5s/Mbq+2z6DrKH3/okMpx9b4XUCDjkiGjho9N5v7r3/Q+/913rvj+29n55hf9CXje56dJKnjG575+j6WfMaZ9G8xzM+3/Q9Wmvj82/vFnNbFpNTeo33k7/3rOY/Zy9M8sjRbTdmOC/zD2Q4eNxxvfeTe+8P6L2f33t/VNb+cmne1lqm4/Nw77bPIOv7p1X/vl1r7W4LGwnAAoho4KDWe39f7/3RSZ41+tH4aLJ/Obr+mCzWldl/P+UHttZmucZn/HyPSzLNKWp20rxfm/ERnHf9eWtba/dM8h2jm/8gycm992/svf+v3vsbJ2sNd4PxOcmTA5f7bvsMLoudOLr6mNcKOKSJaOBQ8azsv9/fbVtrqw8q9TdJ/nPV9Ye01sancdkxk3Omrj5vc0vyIzN8iLcmuXZ02+NmOP/VxptLT7vGe96vzetH189srX3pDOc/D+eOrv9Dksf23v99AWPZ0ORozuPgv6L3Pt58e1d9Bou2+96ehfFm8jvhVaPrT5gc6R7gkCCigUNC7/3GJB8f3XyrVT//dIbNY1fsybDv9CJ/Tz5ndP0HZxUVk0h/7ujmC1trd5/F/EfGB4e6zTQT78Br86c5MIaeNsX0i9jseHxQrjf23m8pTnv7GTz+RkfDH3tWDjwS93gXi936GdzMtt7bG5kccX2z+xyT7Z1Le0t6729Mcvmqm07K2qcbBDgo7eb/mADW1Vr74dZa+Xy3rbU7ZP8/5G9K8tHR3S7OsE/pivsneX7lj9lVj3OXycGetq33fmX2X+NzWIaji5c3626tHdZa++nW2iPW+PGvZziw1ur5//5kzWF1/ntbaz/RWjtng7uN146eVp3/KnN7bXrvH8gam6eus8zG8zxpMradNt6K4IzKRK21M5LcYwaP/6TW2l0Lj/eYJN83uvnGJL+9ziS76jNYMIv3drL/c15RWcP8CznwC5Wd8j9H15/cWnvsNDNorZ3TWvuVGY4JYEeIaGDpTCLvV5O8q7X2pNbahuctba3tTfJr2f933pt77/udcqf3/qEkPzGa/HuTvHizTRVbaye01p6e5Kokj2ytTbOmbiPfl+Q/Vl3/4iRvmMTQRuM5bHLqo7ckeXbWOIJu7/0/kzxhdPOXJ/mz1tqGaytba0e01i5I8vYMf8hvFPYfHl1/UGvtgEBorR3VWvvl1toBa/N24LV59niyJC/dKKQn+yX/bRZzTubLR9fPb6390EYTtNbun+RPMpt9aG+d5LWttVPWeazWWls5Sv74b43n9d7XPBf3Lv0MbmTb7+2Jj61x29et96CTz99zknx/faiz1Xv/4ySrv6zYk+R3J19wbvgea63do7X2O0nekOSBcxwmwFzs5vOCAqznjAwhcJcMa1N/cXKu6DdliLqPJvl0kjsnOTNDiI5PabXmmrDe+/Naaw9N8g2rbr4gw/6Zv5FhjeV1Gdb+nJDkPkkekuShSY5cNc0dk1yz5Wf4+fF8sLX2+AynJlqJkVOS/GNr7SUZTm/07gzL4/ZJvijDgbG+JsPyWT2eteb/ysnzeuKqmx+Y5J9aa89PckmGUDgqw6mfTp3M//zRPMeb6652WYbzUq+cf/nIJC9vrT0lwzlnT07y1Um+ezKfN2WIvfFY5/ba9N4vba29PPsfcO7WSV7dWntVkpckeVeSGzK8lx6Z5DuzoHNK997f2Vr7pySrN79/bmvtwiS/keSKDJ+DL0xyeoZ9kme92e9pSa5orT0vw/vkQ0mOz3Caue/JsPzHrk7yjI1muts+g5uYyXs7yTvWuO15rbUTk/x1hoMM3jyZx4OTPCnJbjgi9hOS3C/D751k+B11cZILWmu/mWFf/U9m+KLpjkm+IsPyODuf/zJnzd9NALta793FxcVlqS4Z1r70bVz+PMmeDeZ/RJI/3sb89yU5fZ15Xzq670XF5/zoDH+sb3VMz95g3nuSvGCby3TD55EhHqrzet6CXpvbZjj11zTzuynDvuvj28/dgc/BI7e4DG4eXX9R4bGuGU1z1WRZTvO4H09yr+Jz23WfwR14b//jFp7n5Rm+SFx926WFMc9sGWTYH/pd23itPjzvz4qLi4vLrC825waW0WuSvDhDDEzrL5N8S9/gIEx9OHfwt2ZYY3bTlPN/Z5Lzeu/v2sLY1tV7f2mS8zKsyZvGpzI8j6dvMO9beu9PyHD0709NOf9bMqzV32y/xt+bYn7r/t80z9em9/6xDGvYrynO7/0Z1n7+xpTjmIne+x8l+Z0pJvlUkh9N8rszePhXZtjceM3NstfwoSQP6b1fVbnzbvwMbmAm7+0kT80QlRU3ZNil5YFJ/qU4zVz03j+YYSuHl29h8tdkAQdGA9guEQ0snd77+3vvj8uwf/BPZViDs9mRia9IckHv/WG99xsKj7Gv935Rhk3H/zAb/yH/r0lelCHA7tV7/6tNn8QW9N5fn+ReGf7YHu+Ludqnk7wuw2bsd+m9X9R7/1xh/s/JsHnwb2f4I309N2XYjPVpSe7We398H/av3sjvZNgCYD1XJnlmki/tvY8PRDUe59xem9771RkOZvXirP+eeleGLxzu3nt/w0bz2wH/LcPms+uNdV+G/eJ/MMkpvfeLJ7dtW+/9NRk2bX92ko+sc7cbM6wpvXfv/e1Tzn/XfQbXMZP39mR5fneS9c7t3ZO8LclFGV7Lp/TeP7OlEc9Y7/363vujMuxG8saN7pphK4ZfSnJG7/3hk88cwFJpvVe/9ATYvVprX5DkvhnC+vgkR2fYfPS6JJdN1pZsd/7nZNgP9NgMB/v6cJK39d7/eTvz3uJ4Wobne58M+xR+LkPIvDfJWyvRvMn8j8yw3+I9khyXIcz/Pcl7Mpzj97MbTL7RmL82QxTdnCEWrk7yjr6N8xvP67Vprd0pw/6bJ2U4x/i1k3m+Z6vznJfW2t0ybKlwuwznWv54hmX7tj6c3m27878mw774K54xCdyVn7ckD8jwJcwdMyyv9yZ5Q+99fBqorY5hV30GR2Ob2Xt78jzPz7C8D8uwtv8jGQ6GuNYByHadyb7cX5nkrhlOJXh9kg9meA7jsyIALB0RDQBsaLOIBoBDic25AQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKCo9d4XPQYAAABYCtZEAwAAQJGIBgAAgKK985hpa+1WSe49uXp9kn3zeBwAAABY5bAkJ0z+fWXv/bOzfoC5RHSGgH7LnOYNAAAAmzkzyeWznqnNuQEAAKBoXmuir1/5x5v//m9z4oknzulhgGW3bGcIWLLhLt3yba0teggHvWVbxN4TAEzj2muvzVlnn7Ny9fqN7rtV84ro/78P9IknnpiTTjppTg8DLLtli7wlG+7SLV/BNH/Ltoi9JwDYhrkcm8vm3AAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKNq76AEALJPe+6KHMJV3/PnrFj2Eg94ZD3/ooocwld7boocwlbZcw02yfGNuyzZggAWzJhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFC0d9EDAA5tvS96BNN5x2tet+ghTGXfvn2LHsJUbt5386KHMLW3veqSRQ9hKq21RQ9hKnv2LN/3/V/2iPMWPYQpLdcv4mV7DwMHn+X7nwkAAAAWREQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAICivYseAMBS6YsewHRu3nfzoocwlavfd/WihzC11tqihzCVO9/5zosewlSOOeboRQ9har3fsughTKU161QApuG3JgAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAULR30QMADm2tLXoE07nssssWPYSpXHzxxYsewlT27du36CFMrfe+6CFMpS3Zh+78889f9BCmtnfv4YsewlS+7BHnLXoIU/KZAxbLmmgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAEDR3kUPADi09b7oEUzn7Ve8fdFDmMott9yy6CFMZd++mxc9hKndsmxv4iXz2kteu+ghTO3MM89c9BCmcsbDH7boIUyltbboIQCHOGuiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAor2LHgAwO733RQ9hass25sd+52MXPYSpnHrqqYsewlTe9973LXoIU7vrF9110UOYyllnnbXoIUzl6KOOXvQQprb3cH9e8XnL9v9ckrTWFj0E2NWsiQYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIr2LnoAwKHtHa953aKHMJ226AFM5wFnnbXoIUzl7LPPXvQQpnb44YcveghT2dOW6/vz1pbsQ5ek7Vm+MQNQt1z/kwIAAMACiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAABGM31eAAAEzElEQVQUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBo76IHABzazvjahy16CFPqix7AlNqiBwBwSGvN72E42FgTDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFO1d9ACA2WmtLXoIU9uzZF/ltbZcA+69L3oIwC7n1wTAdJbrr0EAAABYIBENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAU7V30AIBDW2tt0UM4qFm+wGb8mgCYjjXRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFAkogEAAKBIRAMAAECRiAYAAIAiEQ0AAABFIhoAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgaO+c5nvYyj+uvfbaOT0EAAAAfN6oPw9b737b0Xrvs59pa/dP8paZzxgAAABqzuy9Xz7rmdqcGwAAAIrmtSb6VknuPbl6fZJ9M38QAAAA2N9hSU6Y/PvK3vtnZ/0Ac4loAAAAOBjZnBsAAACKRDQAAAAUiWgAAAAoEtEAAABQJKIBAACgSEQDAABAkYgGAACAIhENAAAARSIaAAAAikQ0AAAAFIloAAAAKBLRAAAAUCSiAQAAoEhEAwAAQJGIBgAAgCIRDQAAAEUiGgAAAIpENAAAABSJaAAAACgS0QAAAFD0/wDfoN+jKhzHpAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 292,
       "width": 488
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.signal import savgol_filter\n",
    "\n",
    "# Sort the pixels by median brightness\n",
    "order = np.argsort(mean_img.flatten())[::-1]\n",
    "\n",
    "# A function to estimate the windowed scatter in a lightcurve\n",
    "def estimate_scatter_with_mask(mask):\n",
    "    f = np.sum(flux[:, mask], axis=-1)\n",
    "    smooth = savgol_filter(f, 1001, polyorder=5)\n",
    "    return 1e6 * np.sqrt(np.median((f / smooth - 1)**2))\n",
    "\n",
    "# Loop over pixels ordered by brightness and add them one-by-one\n",
    "# to the aperture\n",
    "masks, scatters = [], []\n",
    "for i in range(10, 100):\n",
    "    msk = np.zeros_like(mean_img, dtype=bool)\n",
    "    msk[np.unravel_index(order[:i], mean_img.shape)] = True\n",
    "    scatter = estimate_scatter_with_mask(msk)\n",
    "    masks.append(msk)\n",
    "    scatters.append(scatter)\n",
    "\n",
    "# Choose the aperture that minimizes the scatter\n",
    "pix_mask = masks[np.argmin(scatters)]\n",
    "\n",
    "# Plot the selected aperture\n",
    "plt.imshow(mean_img.T, cmap=\"gray_r\")\n",
    "plt.imshow(pix_mask.T, cmap=\"Reds\", alpha=0.3)\n",
    "plt.title(\"selected aperture\")\n",
    "plt.xticks([])\n",
    "plt.yticks([]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This aperture produces the following light curve:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABqsAAAPHCAYAAAC/g3PmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XmcFMX9//F3qUlMlJ/mazSoGJOIYhSUFTlUQMUT4hERVC6FQFARFgUxiiAYDhURFERQ5BDklENBlEvllhuBBblR5L7PPTi2fn/M7jrTO7M7MzszPTP7ej4ePJjqru7+7Bw9PfXpqjLWWgEAAAAAAAAAAABuOMvtAAAAAAAAAAAAAFB8kawCAAAAAAAAAACAa0hWAQAAAAAAAAAAwDUkqwAAAAAAAAAAAOAaklUAAAAAAAAAAABwDckqAAAAAAAAAAAAuIZkFQAAAAAAAAAAAFxDsgoAAAAAAAAAAACuIVkFAAAAAAAAAAAA15CsAgAAAAAAAAAAgGtIVgEAAAAAAAAAAMA1JKsAAAAAAAAAAADgGpJVAAAAAAAAAAAAcA3JKgAAAAAAAAAAALiGZBUAAAAAAAAAAABcQ7IKAAAAAAAAAAAAriFZBQAAAAAAAAAAANeQrAIAAAAAAAAAAIBrSFYBAAAAAAAAAADANSSrAAAAACAAY8xPxhjr9a+x2zEVhTFmluPv6ex2TAAAAABAsgoAAAAAIsQY09mRDCIhBAAAAACFIFkFAAAAAAAAAAAA15CsAgAAAAAAAAAAgGtIVgEAAAAAAAAAAMA1JKsAAAAAAAAAAADgmnPcDgAAAAAAkoW1trOkzi6HAQAAAAAJhZ5VAAAAAICoMcb8ZIyxuf/cjgcAAABA/CFZBQAAAAAAAAAAANeQrAIAAAAAAAAAAIBrSFYBAAAAAAAAAADANSSrAAAAAAAAAAAA4BqSVQAAAAAAAAAAAHDNOW4HAAAAACA8xhgj6QZJVSX9RdI0a+23BdS/UlJdSZVztvs/SRdIypK0QdI0SR9aa3+OcugohDHmUkkPSPq7pBKSdkiaJWmRtTbbUdfI8/r/Q9JVkq6QtMla+3EYxzWSKkmqnrPPbEn7JC2TNNtam17I9rdK+rdj8UWOOgXFNclaOynUuIvCGFNCUgN5nu8bJV0i6WxJmZIOSNoqaaGkUdbalbGMLRJCPU/EijGmgqTG8rzXrpR0rqTdkrZJmixptLX2F9cCBAAAQEyRrAIAAADikDFmlqTbvRbdYq1dmLPut5JaSGopT3Ii1y5J+RqhcxIIr0u6S5Lxc7jfSLop518bY8xr1toehcT3mKQxXov2SSrpTKQE2La+pBFei3ZIusJaa4PY1uTUv9RrcUVr7dLCto0FY8xf5UluePubtfanELbvIelR+R8JY50xpoOkbyQ9Jel+eZKPf3TUWyIppGSVMeYRSW9IKhOgygFjTEdrbf8CdnONpKaFHKqg9dslxSxZZYxpIukd5X/+JOm8nH9/keez+F9jzCJJHay1MwPsr7GkId7LrLX+PnP+th0qz2uaa7a19o5CtpmlMM4Txpg5kn6RVNJr+YvW2neCidURQwdJXbwWTbXW1iyg/mWS+kn6l5/VV+b8qyapqzHmVUnvBHNuAAAAQGJjGEAAAAAggRhjKktaKam3fBugA9V/T9J8SXfLf6LK6XeS3jLGjDbG/KaAelMlnfIqXyxPj5xgPOAoXy5PoiwYN8s3UbVLnl4/Cc8Yc588r21dBf6tdq2kcZJ+kvSuPMkqf4mWf4Rw3PONMWMkTVDgRJXk6SH1gTGmY7D7jlfGmN8bY76UNFj+n79AKkuaYYxpGZ3IIqOw84S19rSkTx2Ln3LWC9KTjvIQv7U8cd0sz+fVX6LK6beS3pb0UZhxAQAAIIGQrAIAAAAShDHmcXmGgrs2hM3+5mfZUUnzJH0haZg8PVmOOeo8LqlboJ1aa49Kmu1Y7ExC5WOMOVueBIvTg4Vtm+MhR/nLZOh1YYypKs/QZ/8vyE0ukGeIvkDON8ZcEcR+zpP0laTHgjyuJHUyxtwYQv24Yoz5g6Qpkv7pWHVGnh5pIyV9IukzSXPlGQrQaU80YyyKEM4TzqRSOWNMSojHulXS1V6LDslzXvFX93pJ0+Xbm0vyJJy/lid59q0k51CTzYwx/wklLgAAACQeklUAAABAYrhfnsbcc72W7ZVn2Laq8sw/9Z6f7fbm/L9fnuHObpB0obW2mrX2X9bap6y1D8sz1NkUx7YvGmNqFBDTZEfZ2fjvz636tSeL93w0wSarnPWcMSQcY8z5ksbKMxxjrh8kPSxPb6bfSyonz+vrnaA6S54h3i6TJ8l1tjzvjz/Kk6g4GMThW8sz5JokjZZUXp7edSUkVZDUVdIJxzZnS3rB386stUOttcb7n586poB/nYOIuag+knSnY9l4SaWttZWstQ2stY2ttY9Za6vL02uwsqTh8iS0JGl1DOIMR9DnCWvtWnmSc95C7V3lrD/KWpvlrJSTIJwo315seyXVl/QXa20ta20ja+1d8swZ1km/PteS9GbO3GIAAABIUiSrAAAAgMTQSb5zzvaXZy6k9tba+dbaQwF6GP0i6a2cui9aa1f7q2etPSypjqT1XouNPHNdBeJMFJU3xlxeyN/hnWz6xuvxTYVtm9NTyLtHT4Ykv3MHJZgX5Du04SJJt1lrJ1lrD1prM621adba5yU959i2laTd1tpj1tpsa22WtfawtXa9tdaZZPInN0HW31pbz1q70lp70lp73Fq73FrbUZ4Eo7PnXW1jTML9nsyZa62BY/EAa22dQPOKWY/F1ton5UngzZG0MbqRhi3U84Szd1V9Y0xQc1sbY36n/D3yAg0B2Em+PbDWS0qx1o7KGZIwj7X2hLX2f/LM25abnP0/eebfAgAAQJJKuB8XAAAAQDF3RlIDa20La61zuCx/ulhrX7bWHi+sorU2U9JrjsVVjTF/DVB/q6Q1jsW1CjmM91CBc+WZe8nfOn+cvaq+sdZmFLJNImjq9dhKahrotbXWDpBnDrJcZZS/l1CoNihAT6mcY66S1NOxuISk0kU8bkzlzMHm/Du+Vv4EYEA5ybzbrbVnCq/tqmDPE6MkefeEulhSzSCP8ZCkC73Kadbapc5KxpiS8iRVcx2T9IC1dmdBO7fWfiHf16txkHEBAAAgAZGsAgAAABJLe2vtyGArW2sLmtfIny8lnXYsu7WA+kEPBWiM+Zukf3gtWihPL6JchQ0F6ExmTSqkftwzxlwn6UqvRYustc4EoNNQR/muIobRx9/QbQ6f+1n29yIeN9bqSfKexytbUtswPiOJIKjzRE6PSudrG+xQgI0c5aEB6jWTZyjLXF2ttZuCPEY3/ToM5bXGmFDm6wMAAEACIVkFAAAAJI4Zkt6O5gFyemHsdSwuVcAmzoTRXcaY3wao653IOijpR/n2ErorZ26bfHKWe/cgsso/x1Yi+pujnK9nih/LHeVrihjD2CDqbPaz7IIiHjfWmjrKE621P7oSSXSFep5wDt33oDHm/wrawBjzJ3nmx8p1Wp65svyp7/U4XdIHwQZmrT0qTwI91+3BbgsAAIDEEtRY1AAAAADiQscA81JF2ilH+fd+a3kskrRPnuHDJOl8SdXkOx9VLu+eUbOttdYYM9tr2bny9BJy9tZSzvJzvcrLChtGLEE4Ez5HgtjmqKN8od9awdlird1XWCVr7QljjHPxuf7qxiNjzPmSbnEs/tJf3SQQ6nlihqQdknLnjPutpMflme8qkMf163xnkvSVtXaPs5IxppR8e1MelfSun/dSQbyHmywbyoYAAABIHCSrAAAAgMSw2Vq7qPBqURGwZdlam22MmSLf+WTulyNZldMz6g6vRTNz/l8tab+kP+WUH5T/ZJVzeEF/dRLRIUc5mMTTHx3lQucjK8DWImwbUsbBZbfIN7kiSd+6EUiUhXyeyPkMD5P0itfip1RwsirYIQBTHOWSyt/DLRRlirAtAAAA4hjDAAIAAACJYUGkdmSM+Y0xpqoxpo0x5gNjzAxjzAZjzB5jTIZ851AKhjNxVNNPnbsk/c6rPEOScnqAeCcNagU4hnN5siSrVjnKlYLY5iZHeV0Rju9MliUr51CWZyRtdyOQKAv3POEcCrCyMcbv8JLGmNKSKnst2q/AvdScw1wWlTNRCwAAgCRBsgoAAABIDDuKsrEx5hxjTCNjzCRJByTNlfSOpGcl3S3pakmXKLyh3aZLyvIqX58z/Jc37wTWFmvtRq/yTK/HlxtjbnTEXlbSFV6LtltrV4QRZ9yx1u6Qb8KqovPv96OxozyjCCGcKcK2ieQSR/mAtTbblUiiK6zzRM7n0ZnocvaeytXAUf7UWuscOjRXiXDiKcD/i/D+AAAAECdIVgEAAACJIavwKvnlJKmaSVovaZg8w+xFtAHZWntc0izH4nsdZe9k1VTHuukF1PVXTpZeVbn6OMoDjTHn+atojGkpqYrXovXK/9wjP2cyJVmHxA/rPJHD2buqgfE/uVQ9R3loAft0DlHZ2lprivCPYQABAACSFMkqAAAAIEkZY/4kz9xRAyX9PUA1K2mLpIXyJJFGK7w5kCY5yvd5xXGNpL96rfvaJwBrf5bvUHb3O/aV7MmqIXL0rpL0vTHmX8aYPxpjfmeMKWuM6SvfxJaVlJqkPYQibY+j/H/GmN+6Ekn8GiMp3av8N/kO9ydjzE3ynTdqhbV2ZQH7dD7vfylShAAAAEhayXo3GQAAAFCsGWPOkjRBUjXHqiOSvpJnnqjVktKstScc2/4k6fwQDzlZUj+vcg1jjMmZk+pur+WZ8p2jKtdUSdfmPL7VGHOetfaEMeZ8Sbd51Tsh6bsQY4t3V0oq7VhWTtLEQrZ721rr7JUG/zb5WVZO0rJYBxKvrLXHjDETJDX0WlxXnkR2riccmzl7YzmtdZSDmZMNAAAAxRA9qwAAAIDkVFP5E1W9JJWy1ta31n5srV3kTFSFy1r7iyTvHhZ/kpQ791INr+WzrLXevTdyefe2+o2kO3Ie3yHJuwfMDGttZpGCjT+vSfpDzuNg55B6U9Ir0QknKS2VdNixrJYbgRTA35B7seZMPtXJfZAzJODjXutOShpZyP5WS9rrVa5qjKF3FQAAAPIhWQUAAAAkpzsc5bHW2rY580tFi3N4vjtz/q/uteyrANvOlqfXVK57cv6/21EvqYYAzBmK7rGcopVUQdJwBU5abZH0iLX2lUQd/s8Yc3asj2mtPaP8c6U1cCOWAlzsdgDy9Fr8yav8F2NM7lCAleU7jN9ka+2BgnaW07PyS69FRtILEYgTAAAASYZkFQAAAJCcnMP4zQ5mo5zeExeFeUxnIuk2Y8y18m2E/1J+WGuzJM30WnSn43/Jk8yZEmZs8epa/dqrap+1dqW19kl55vhqLk9vuP7y9L6qIelqa+3nbgRaBEcd5QtciUJ611EuI+nf0T5ozmeqsDrnKX9PyJjLSS4Ncyyu4/g/V2FDAOZyPu+tjDEpocYGAACA5EayCgAAAEhOuxzlG4Lc7gGFPl9VriWSdnuVq+T8y7XWWru1gO29E1HljDF/lWdeoVyLrLV7wowtXnk/1380xvxekqy12621A3N6w7Ww1nax1n6XoL2p9jvKZdwIwlq7SL4JUUl6yxhTzl/9QIwxDxtjngmwOsPPsmB6TL2l8D93kTZUnsRwrkdy/n/Ya9lu5e+p5pe1drV8E9lnS/oslOEAjTFnG2NeMcb8M9htAAAAkFhIVgEAAADJaamj3NQYU7ugDYwx9yr43hL5+Bny63JJd3mV/faq8uI9RKCR1FK+8/gk1RCAOX7xevwbSR3cCiSKdjrKzh46kiRjzK3GmBZRjuVpSce8yn+UNN0YU76wDY0xdxhjpkj6XFKgnkEH/Sx7oIB9/tYY866k5wo7fqzkJJS9e2JeZYx5QFJpr2XDc4ZWDFYL+c4ZdpWkOcaYApPoOUmqOvIkwrvLdxhCAAAAJJFz3A4AAAAAQFR8I0/j8IU55XMkjTfGzJY0SNJaeRrtS8nTe+kpBW6AD8VkSc28yjUc6wKy1u4wxiyXdFPOImdSI+mSVdbaX4wxayVdl7OovTGmhjyvj3fvFispU1K6PAmRLZLWS0pLgN5W8yVV9Sq3Msasl6eX0wXyvN51Jd0naaWkD6IViLV2izHmaUkj9GsitKSkxcaYTySNl7QpZ91Fkq7Iif0eSf/w2tUlAQ6xys+y940xl0r6VtJeSadztr9d0rOS/l6UvylKhsp33rtOftYHzVq73RjTTNJY/XrT7JWSlhljRkr6TJ73s5H0J0l/k+f5uV+e1yDXn0M5LgAAABIHySoAAAAgCVlrs4wxXSX1dKy6PedfQc7IM1RXOGbKk1Q5N6d8Wc7/+yUtCGL7Sfo1WXWl1/Kfc4YTS0b/kzTaq+wcPrEgh40x38iTPPg6xN4usTJT0n+9yr+R9GGAujcYYy621u6LVjDW2lHGmN9IGqxf3+e/kSfJ2izghr7+GGDfexwJV0n6vaSuhexvmaTF8iSv4sE4SX0llcgp3+y1brG1dm2oO7TWjjfGNJRnTqzctohzJD2Z8y8Yvw31uAAAAEgMDAMIAAAAJK8+kqaHUH+fPI3Gznl9gmatTZenV5fTlCB7AE0KsDzpelV52SkpK8xtL5T0qDzPzyJjTNmIRRU5cyRtC7LuLv2a4Iwaa+0wSTUlFTSHWiCzJTUvYH0H+faKK0i6pF7y9N4K9jmKOmvtCXl6O/lTlKFCR0m6V9LmEDc9Lul15e/hBQAAgCRBsgoAAABIUtbaU5IeljSqgGonJc2S1ETS36y1wyNwaH+JpUBJKB/W2hXyncepoH0mPGNMLXmSg7+LwO4qyDMP0N8isK+IsdaelPRvSRkBqhyTpyfPY5KutNaujFFcMyRdL+k1eZJkAatKWidP8vcWa+0d1toNBez3a3n+3iMF7G+FpM7y/L1trbWZof8FUecvKZUp316AIbPWfieprDxJPed8Zt5OSJohz3xXV1hrO+ec0wAAAJCEjGcOZAAAAADJLKfHzZ3yDOt1VNIheeaIWZWTTECMGWNKyTPHkfeQcu9Kesdau91P/fMl/T95elNdL89Qc/fKd8g5SZphrb03KkEXgTHmcnmSpxfKk6DaKylN0npr7WmXYzPyPI/l5ZkX6ZQ8Q1f+LGmZtTZQ4qmgfZ4vzzxcV8oz3OA+SbvlGUbvYIRCT2g5z3uKfJ/33ZI2SlpOcgoAAKD4IFkV54wxt8gzyW97a+1Ql8MBAAAAECHGmHcltfZaNMhaG+ycSd77aSrpY69F2fL02MmX8AIAAACAeMQwgHHKGHOxMaabPEOyXOpyOAAAAAAir76jHNZ8PNbaQfKdJ+wsSbeGGxQAAAAAxNo5bgcAyRhznqT/k3SJpMqSqkt6SNLv3YwLAAAAQHQYYy6QdLHXogPW2h1F2OVySXd5lbnhDQAAAEDCIFnlMmPMXyVtdTkMAAAAALHl/C12gTHmD9ba9DD3d5mjfG6Y+wEAAACAmGMYwPiV5XYAAAAAAKLDWntAkndPqnMkdQ1nX8aYKpLqOBavCTM0AAAAAIg5klXx45ikVZKGSHpMUm13wwEAAAAQZR86yi8YY8YbY8oGs7Ex5gJjTBdJ30r6ndeqnyVNj1CMAAAAABB1xlrrdgzFnjHmLGtttmPZ3ZJmeC1qYq0dGtPAAAAAAESNMeZcSd9IutXP6hWSpklaLGmTpKOS/iDpckllJdWQdI/yD/eXLuk+a+28KIUNAAAAABHHnFVxwJmoAgAAAJD8rLWZxpiakvpJauhYnZLzLxQHJf2LRBUAAACARMMwgAAAAADgEmvtUWttI3nmnNoS5m7OSPpE0rXW2rkRCw4AAAAAYoRkFQAAAAC4zFo7XlJpSfdL+kzSvkI2yZa0VFInSX+11ja21ha2DQAAAADEJYYBBAAAAIA4YD0TCk/L+SdjTGlJ5SRdIukiSSclHZC0UVKatfawS6ECAAAAQESRrAIAAACAOGSt3SRpk9txAAAAAEC0MQwgAAAAAAAAAAAAXEPPqmLGGFOqkCq/lXStpL3yjJN/JupBAQAAAAAAAACAeHW2pItzHq+21mZF+gAkq4qfX9wOAAAAAAAAAAAAJKSKkpZGeqcMAwgAAAAAAAAAAADX0LOq+LmikPWXS1ooSYsXL9all14a/YgAAAAAAAAAAEBc2rVrlypVqpRb3BeNY5CsKmastdsLWm+MyXt86aWXqlSpwqa4AgAAAAAAAAAAxcSZaOyUYQABAAAAAAAAAADgGpJVAAAAAAAAAAAAcA3JKgAAAAAAAAAAALiGZBUAAAAAAAAAAABcQ7IKAAAAAAAAAAAAriFZBQAAAAAAAAAAANeQrAIAAAAAAAAAAIBrSFYBAAAAAAAAAADANSSrAAAAAAAAAAAA4BqSVQAAAAAAAAAAAHDNOW4HAMkYM03S5Y7F5znKXY0xLzqW7bDW3he9yAAAAAAAAAAAAKKLZFV8KCPpykLqXK78Ca3zoxMOAAAAAAAAAABAbDAMIAAAAAAAAAAAAFxDz6o4YK39q9sxAAAAAAAAAAAAuIGeVQAAAAAAAAAAAHANySoAAAAAAAAAAAC4hmQVAAAAAAAAAAAAXEOyCgAAAAAAAAAAAK4hWQUAAAAAAAAAAADXkKwCAAAAAAAAAACAa0hWAQAAAAAAAAAAwDUkqwAAAAAAAAAAAOAaklUAAAAAAAAAAABwDckqAAAAAAAAAAAAuIZkFQAAAAAAAAAAAFxDsgoAAAAAAAAAAACuIVkFAAAAAAAAAAAA15CsAgAAAAAAAAAAgGtIVgEAAAAAAAAAAMA1JKsAAAAc1q9fr2XLlsla63YoAAAAAAAASY9kFQAAgJc+ffroH//4h26++WY1btzY7XAAAAAAAACSnuGOYXgzxpSS9Isk/fLLLypVqpTLEQEAEFvGGJ/y+vXrdc0117gUDQAAAAAAgLu2b9+uK664Ird4hbV2e6SPQc8qAACSnLVWgwcPVrNmzTRp0iS3w0k48+fPdzsEAAAAAACApHaO2wEAAIDoGjlypJo2bSpJGjRokObNm6fbbrvN5agAAAAAAAAAD3pWAUAx9f3336t27dp67rnndPjwYbfDQRQ1bNjQp/zMM8+4FAkAAAAAAACQHz2rAKAYOn78uGrUqKHMzExJ0pEjR/Tpp5+6HBViJS0tze0QEopzDisAAAAAAABEFj2rAKAYGjhwYF6iSpJGjBjhYjRAfLPWuh0CAAARt3v3bvXo0UOjR4/muw4AAACuo2cVABRDu3fvdjsEAAAAuCQzM1MpKSl514QbN25Ux44dXY4KAAAAxRk9qwAAAArAMIAAgGQzZMgQn5uXXnvtNRejAQAAAEhWAQAAAABQrCxdutTtEAAAAAAfJKsAAAAKQM8qAAAAAACA6CJZBQDFEI3vQPCYdB4AAAAAACC6SFYBQDFE4zsAAAAAAACAeEGyCgAAoAD0RAQAAAAAAIguklUAUAzR+A4AAAAAAAAgXpCsAgDEpdOnT2vy5MmaM2eO26GgmCO5CwAAAAAAEF0kqwAAcenBBx/UQw89pNtvv12dO3d2OxwUY8zxBgAAAAAAEF0kqwAAceeHH37Q1KlT88qvv/66i9GgOCExBQAAAAAAEHskq4AomTp1qvr37699+/a5HQqQcJYtW+Z2CHBZRkaG2rdvr0aNGmnp0qWuxsIwgACAZMN3W3J69913deGFF+rqq6/WkiVL3A4HAAAgJCSrgCjo27evatasqRYtWqh8+fJKT093OyTEqdOnT2vmzJlavny526EAcaVt27Z644039Omnn6pq1ao6cuSI2yEBAJA06EmcfPbs2aM2bdroyJEj2rRpk1566SW3QwIAAAgJySogClJTU/Me79y5Ux9//LGL0SBeWWv1z3/+U/fcc48qVKig9957z+2QgLjRv3//vMdZWVnq27dvTI5L4x0AAEhEH330kc91zKxZs9wLBgAAIAwkq4AYmDt3rtshIA4tXLhQ06dPzys///zzLkYDxLeff/7Z7RAAAEgaDAOYfLKzs90OAQAAoEhIVgExwJ368GfOnDluhwAkjFg1qnG+BgAAAAAAiD2SVQBQDHE3LRA8Pi8AAAAAAADRRbIKAAAAMbVx40a1b99eAwcOZNgiAAAAAACgc9wOAAAAoDAMA5g8jhw5ogoVKujYsWOSpJ07d6pTp04uRwUAAAAAANxEzyoAiLLDhw+rQYMGuv7669WtWzd6EQABLF++XHfffbfuu+++fOsYii959O3bNy9RJUmdO3d2LxgAAAAAABAX6FkFAFHWq1cvjRw5UpLUoUMHVa9eXdWqVXM5KiC+WGtVu3Zt/fzzz26HgihbuXKl2yEAAAAAAIA4Q88qIAYYVqp469Kli0/52WefDVi3XLlyuuSSS9SvX79ohxXX6EVT/KxcudKVRJW1VoMGDdKzzz6rmTNn+j1f9+vXT1OnTo15bMnqrLO4/AQAAAAAAL5oLQCAGDt06JAk/0nMtLQ07du3T61atdKePXtiHVrcKK4J3gULFui9997Tjz/+GPY+pk6dqkaNGqlnz546c+ZMBKOLroyMjALXRyuBOWTIEDVr1kwDBgzQvffe67fXz6JFi1SzZk198MEHUYmhuCFZBQBA5HGzFwAASHS0FsAV1lotWrRIa9eudTuUhLBq1SpNmTKl0MZcJA9rrfr37+92GIihadOmqVq1anr++edVoUIFrVu3LuR9rF27VjVr1tSnn36qdu3a6d13341CpMmladOmeY+ttXr++ecD1n3uuediEVLSI1mFRLR7926lpaUx7ySAuFVcb/YCAADJg9YCuKJBgwaqUqWKypYtqz59+rgdTlz79NNPlZKSogceeEBVqlTRqVOn3A4JEVLY3Y+J1CsGRffkk0/mNYJmZGTopZdeCnkf7dq18ym/+OKLEYktFgprYCno85Kdna2srKyINCIvWrSoyPtAwbjzG4nm66+/VunSpVWuXDnVqlWLhBUAAAAARAHJKsTc2rVrNWrUKEmexsnWrVu7HFF8a9SoUV6jyKpVqzRmzBiXI0JR5TbKF6VxvqjivbE43uOLhr179/qUJ0+eHPI+Vq9eHalwYi79NU9cAAAgAElEQVTcu4H37dun6tWr69xzz1WNGjV08OBBSdL06dN15513ql69etq9e3ckQ0UR0bMKieY///mPTpw4IcnTC3batGkuRwQgFCdPnlTHjh31z3/+U8OGDaMHEgAAQJyitQAxN3fuXLdDSGjhNGADTvH+Iz3e40P8+PjjjzV//nxJ0uzZszVkyBAdOXJEDz74oGbNmqXRo0erVatWQe/v9OnT0Qo16VhrNWHCBPXu3TukOfaKW7Lq1KlTWrhwobZt2+Z2KAjTjh07fMrDhg1zKRIA4ejbt6+6du2qr776Sk899RS9qJG0rLUaOnSoXn/9df38889uhwMAQMiKV2sBECdWr16tV199VaNGjaJRvhgrjr2H3Gat1ZkzZ/jcxaFwexq2b9/ep/ziiy9qwIABOnnyZN6ycePGqXLlynriiSfy9WBD+Hr06KFHH31Ubdq0UUpKijIzM4Parjglq06fPq077rhDt9xyi8qUKcMNJwDgAuewyC1btnQpkujitwW6dOmiJk2aqHPnzkpJSdHx48fdDgkAgJAUn9YCIE788ssvqlixorp376769evrww8/dDukYmnSpEn6+9//rjJlymjWrFkxPXbuUEIMAxhYNOI7ePCg7rrrLp1zzjm68847deDAgYgfw22JkoQ7evSoPvvsMy1btixvWSRj9/faLl68WGPGjMmX3EL4Xn755bzHu3bt0uDBg4ParjglqyZOnKgFCxZIkjIzM9WkSROXIwIAbN682e0QoiJRrgMRPZ06dcp7fOjQIX3wwQcuRgMAQOiKT2sBECdef/11ZWVl5ZWfffZZF6Mpnk6dOqUmTZpo69at2rBhg5o3bx7TH3dHjx6N2bHwq08++UTfffedpF+Hi0PkBNtrLSMjQzfddJMee+wxVaxYUSNHjszbPtTjdenSJeQ4Bw0aFPI2kWat1ZIlS7Ru3Tq3Q4moYIdVKk7JquHDh/uUkzFJXhzF+w0fAIDEs3v3brVp00avvPKKjhw5EpF9rlixIiL7AQAgVopPawHgIu9G2Ny5VeCe+fPn6+DBg3nljRs3+pRjpbDGruLcGBaN5GGbNm18yu3atYv4MYqr3bt369Zbb9U555yjWrVqFZiQHTx4cN4dzdZaNWjQIO9xQZyfh1WrVum1114rYuTuaNSokSpVqqTrrrtOffv2VWZmptq1a6e7775bQ4YMiUnyfPDgwTr//PN18cUX66uvvorIPoONuzif25Ac6L2AZMC5OPZOnTqltLQ0blxAPtZa1ahRQ71799abb76punXrRmy/AAAkEpJVQDGQmZmp/fv3c7Ga48yZM/mWBfPcZGdnq3///kpNTdXSpUujERoKsHHjRrdDSGoZGRk+vT5D8eGHH2rhwoWSpKlTp2rMmDEB606aNMnv8lDPT9WqVQu4Lp7PdevWrdOIESMkeeJMTU1V3bp11bNnT33zzTf697//HfXzS0ZGhlJTU3XixAnt379fqampEXnOgt1HcepZRWMwgHgVz9+VySg9PV3VqlVTuXLldM011+RdN0US3zmJa/ny5frxxx/zyjNmzFB6enqR98vnHACQaIpPawEQJ4p6wRjq9itWrFDp0qV18cUX69FHH9Xp06eLdPxAli9frpYtW6pPnz5+k0GJ4uTJk3rllVdUvXp19ezZU9nZ2XnrevbsqRYtWqhv37669dZbtWPHjiIda8uWLQWuzx2yztuxY8eCmih327Ztevjhh3XLLbdoypQp+dbH+49Zf/Fdf/31mjBhggvRJL9evXqpRIkSuuiiizRu3LiQt+/cubNPuXnz5gHr7tq1K+T9S77viR07dujYsWMB665atSqsYwSjRYsWRZqseu7cufmWffnllz7l1q1bh73/YMycOTNv7jzJM3dHRkZGkff76aefBlWvOCWraCRKTvH+HQog/owYMSJvuNyDBw/qhRdecDmiyLPWatGiRT5JFwRn//79+ZadOnXKhUiA5HX06FE1b95c1atXD/p3C4DYKz6tBUAx9fLLL+clVSZOnKipU6dK8vSEuOiii1S6dGl9//33RTrGnj17VKVKFfXr10+tW7fWOeeco7POOktXXHGFmjZtGpG7wiKpoEamQYMG6c0339TcuXPVrl27vOdLkv773//mPT516lS+BvpQffTRRwWunzNnjk+5T58++uMf/6gSJUroz3/+s5o3bx6wt1GrVq00adIkLVy4ULVr1843LFsiNqCeOnUqb8g4+BfK65o7Fv6RI0fUtm1bnTlzRidOnNDTTz8d1H7WrVunadOmhZTkWLt2rVavXu13XSix/+9//ytw/fTp04PeV6j69++vt956K+TtduzYoUGDBgV1J/XPP/8syZPEuvbaa3XTTTdp8eLFIR8zFMeOHdOePXuKvJ9gblZIxmTVwoUL9fbbb9PrFkDCKM5JVzeug3v16uVTjkbPKrev75944glVqVJF119/vd5//31XYwEApy5dumjgwIGaO3euGjVqlHTzB8ebI0eOaM6cOdq9e7fboSDBJF9rARDnivrDMNTtnY223bp106FDh9SyZUsdPHhQmzdvVtu2bSVJWVlZ6tOnj955552Qeg5069Yt351f1lpt375dgwcP1ujRo4Paz65du7Rz586gjxtJuT/uWrRo4bO8UaNGAbf54YcfohqTpLxh2U6cOKHWrVvnNQTv3btXAwcOVNWqVf32lvMeau3kyZP6+OOPox5rLGRmZrodQtIoVaqUvvzyS3377bc+yw8ePOjTo/DHH39Ut27dfHr/TJw4UeXKldP999+vSpUqBTyGtVZ9+/ZVnTp19PHHH+uVV14psG6wCkv0FmbLli1q1qxZ2D2YunbtGlL93bt368Ybb1SzZs00ePDgoLbJyspSw4YNtX79eq1YsaLA3mqRULJkSZUsWVLPPvtskfYTTO/dZEtWzZ07V7fddpteeukl3XLLLVq8eHHe+Xny5MluhwcAfrmd2Chukv35TktL09ixYyV5/tZWrVq5HFFiidb7I9nfd0Aoevbs6VMu6Lcpimbnzp268cYbdfvtt+u6667TihUr3A4JCSS5WguABBDKBWNRhpoKZOHChWrfvr1Pg2Juz6onnnhCrVu31osvvqiaNWsGvc/Chtxq2rRpofvo2bOnLr/8cpUqVUpvv/120McORygJv4MHD0YlhmDfB7m9twIlxvbu3avx48cXuh9nz6p4v5s2WsNV4lfHjx8vtBfVtm3bVKFCBXXo0EEPPvighg8fLklq2LBh3muUlpYWcPsxY8YoNTVV48eP13/+85+A81VJhX8m3n//ffXu3Tsi792rrrpKgwYNUp8+fYq8r2C89dZbIU2mfuDAAc2YMSOv95skrVy5stDhYKy1+uijj1S3bl31798/rAaKAQMGaM2aNUpPT9ezzz6r8uXLq1OnTkF/Jr0TnYHE+/knVNWrV8/7u0+fPq1bb71VzZs31/z5812ODADgT7J9D+Vy8++aPXu2a8cuSHp6ulq3bq177rlHo0aNcjuckCTr+zQRpKWl6fPPP8/3GxrJhR4/0dOjR4+80UIOHTqkF1980eWIkEhIVgFBmjFjhipVqqS77ror5HG4w72jKVrj6A4YMCDfsmPHjunzzz/PK8+bN08bNmwIan9FvWMrIyND7dq1k7VW1lq99NJL+YYOHDFihK688krdcMMNURlmqVGjRmrZsmXE91tUb775ZqF13OqNFk3B9O5Yt26d3nnnHX333Xfat2+fGjRooNtuu02fffZZDCKMT/4+i7fcckvA+oW9dzp37uwzzN+TTz4pSUEP7VmvXr2g6gWrTZs2Ed1fURw7dizfDxxrrbp3764rr7xS9913X94QrKG+J7OysvzObVXYuXby5Ml6+umnNW7cOLVo0ULjx4/X1KlTdf7558sYo4oVKwY1bOPIkSP10UcfacCAAVq5cqX+97//adq0aUHFHkyyyl/PqngbLjZY/oYPSeR5GwEUH8W5ITz3+/T06dM6efJkTI+J2Orevbv69OmjmTNnqn79+lqzZk2+OtZaDR06VC+88EJUhmcMVyTeM7zvQjdp0iSlpKTokUceUfny5UlYAWF47733fMrO0VyAgpCsAoKQlZWlOnXqaMmSJfr222/1n//8JybH7dSpU75l0brg9NdQuGvXrqC2LWpMP/30U75lW7ZsyXt87NgxNW3aVNu2bdPq1auVmppapOP5+3E+bdo09evXz2/9F198Maw5agoSydcxOztbmZmZ2rx5s9LT0316YySqwhq8N2/erAoVKujFF19UjRo1VKZMGY0cOVILFizQY489lpckiLbFixfruuuu02WXXaahQ4fG5JihKuxH97FjxwKu++abbyIdTkCJ9mP6L3/5iy699FI1btw4L/aVK1fq1Vdf1bZt2zR9+nSVKlVKxpiw3o89evTIt8zfj+W9e/fqnnvuUYkSJfTwww/7rKtbt65q1qypEydOSJKWLl2qP/zhD0Ed3znxe0FDonoLN1l18803hzT/WTyYNWuWUlJS3A4DABCGWbNm6bLLLtO5556rjh07Fnl/J0+e1Nq1a3Xo0KEIRIdI6datm0/5pZdeylfnww8/VJMmTfTuu++qatWq2rRpU6zCQxxq1KhR3ogCW7du9XujL+CWmTNn5p2vgvndhfiVnp6ub775xqftEx4kq4AgTJ482aeRcP78+Zo3b17IPazgX2F3do4ZMyZv7ibJM2zhhAkTfOpYazVq1Cj169dP8+bN04QJEyKWtHnnnXf08ssvF1pv1KhRatasmcaMGROR43or6DnatWuXKlWqpNKlS+u8887ThRdeGPHjx5uOHTv6JFidDQPB9EiLhNTUVP3444/atWuXnnnmmYS8865x48b5lhWUONq+fXtU4ki0i+3Dhw9Lkj755BMtW7ZMkv8GkEjyN1n5gAEDNHPmzJCGjS1o6MZADh06pM8//1zbtm0rsF64yaoff/wxbhO+/rRv31533nlnUsyjN3nyZF100UUqUaKEPvnkE7fDAYCoM8aobdu22rdvn6y16tq1q9+b54J17Ngx3Xbbbbr++ut17bXXujY3R6Ld+OOGX375Jd8y7xEdzpw5o/bt28cypICKc+/HSDl16pT69u2rLl26aP/+/UFt4/w9F43f9ogPifYZW7t2re655568nqCxGtIekZeenq6KFSvq7rvv1nXXXaevv/7a7ZDiCskqxIVYXljv2rVLI0eOLHSeJcl3/g+natWqqWzZsvr444+jEWZAsfxCDfZ1ifbr52+elkcffdRnaK127dqpfv36atmypapVq6ZHH31UKSkpfhtwI/0c7tixQ5988onq16+vQYMG6Yknnij0yyaSz9l7772n1atXh7RN9+7dI3b8oho4cKAuvvhiXXPNNVq0aFGh9R955JFCx5yP1lxjTt7xZmVlafTo0TE5biCxOJf+7W9/i/oxEk2fPn1Ut25dzZgxI6rH8Td0jb8euIUJ9+6tRx55ROXKlSvw+zPcZJUUncaADz74QBdddJHKlCmjJUuWRGSf1lq98cYbEdmX26y1atWqlQ4ePKjjx48rNTXV5+YQ+JdojRsAfFlrtXz5cp9lgwYNCnt/Q4cOzRumfO/evWrXrp3fY8J9wbwOwfweSRTF/X3XvHlzpaam6rXXXlPVqlVj9nxkZmaqRYsW+utf/6onn3wyKnORo+jCeT/s379fTz75pO6880599dVXUYgqMOeNkc6RMJA4Bg8erLVr10rytCP9+9//djmiwPbs2aMpU6b4vdkjWkhWoVjZuXOnbrzxRjVo0EA333xzoQ2LkyZN0tNPPx1wfXZ2dsyGBIw2Nxtewm30e+yxx/TDDz/oxIkTeuedd/Kt37p1qz766COfZXPnztUjjzwS1vH8ad26tUqVKpWvd0ru3D6BhHJhNGfOnAJfn9xhCiLlzJkz6t69u6pVq6ZXX33Vb7IwUg4dOqTnnntO+/fv18aNG4Oak8h7brV4kyxz1RT0/oz0+y2YY8a7CRMmaNy4cVE/jvM5itU8G96OHj1a4AS5RUlWRdr+/fuVmpqqgwcPasOGDUzs68fBgwfzJj+WPK/v/PnzXYwoMSTy+QqAQhp9ITs7W6NHj9Ynn3wS8Hu3a9euPmV/wyjH4rxBIr1wwbwObjyPfK9Eh3ev/fXr18dsiPMJEyaof//++vnnnzV8+PCEGj0ABWvTpo2GDx+uWbNm6aGHHgq6x14krFy50u/yvXv36q233tKwYcMSbrSS4sp5TnDOhR0vtmzZonLlyumBBx5Q2bJl9cMPP8TkuCSrEBdidXH2xhtvaN++fZI8vXWaNGlSYP0GDRpEPIZ4vRAtSlxF2Xbjxo0aNmxYgfssaP8pKSm67LLLAq4fP3583uPDhw/r7rvvjthY8lu2bAnY9TqSFy233367hgwZUqR9hPIaffHFF3r11Vc1b948de/eXcOHD5ckbdq0SUuWLCn0Amjy5Mlq3759wAbPPXv2qHfv3ho3bpxGjBjhkwxbsGCB38RjvNm2bZsmTpzodhhJJV7PjcHInRMq2saPHy9jjKpVq6ann35a559/flj7mTJlSpHimDFjhh577DG/67Kzs3XmzBkdP3484Gsaq0agwYMH+ySQ58yZI8nzXvvggw9Up04dDRw4MOT3XiK/V4NBYyeA4ijQua9Zs2aqV6+eGjdurAcffDDGUSHSkv07HAXbunVrTI7jbEdq1apVTI6L6MttG5E8N6r26tUrZsf29z116tQp3XzzzXr55Zf11FNP6dVXX41ZPEh+nTp1ymtDP3r0aFA3l0fCOTE5ClCIWF00fvrppz7lwia9j1QDZLh/n78vo3i8wA7m7o1atWrpqquuUvfu3VWiRAlJnju6IzGhcbDzBPXr1y+iPRGKMtTcxo0bQ6o/cODAsI8VLGutBgwYoBYtWvgsb9q0qc466yw1a9ZMZ86c0cMPPxywd9PEiRNVu3ZtSdJbb72lJUuW6Kabbspbn5mZqZSUFO3atUuS9Oc//znfPuK990NaWpqqVq0asTnRpPznpnBF6vwQif0wGXH0zJs3T/PmzQt7+9zPXyDBnG+8h2H1tmXLFtWoUUNpaWm6//77NW7cOJ133nk+dWLVsypQL8COHTvmTbg+fvx4lSxZMqQGyHj4Hl61apVmz56tqlWrKiUlxe1wih0SekDxkJWV5XPD2PTp07VhwwZdc801PvU4JyQea60OHDiQ7xpFiszruWPHDv30009KSUnRH/7wh0Lr8x6KX8uXL1eJEiV07733aujQoXltGUh8kfjchXuTsrVWCxYsUIkSJXTDDTcEtY2/eEePHu0zPNubb76pf/zjH8rKylKjRo107rnnhhUfosvf78krr7xSF110kQYPHqzy5cu7EFV+znaq7777LibHpWcVEGP+vmCK0ui9cuVK1alTR02bNtXevXvD3o+/O+1btmyp1q1b52XSi+Lrr7/W+++/n3c3fps2bXTRRRdFfcJSY4y+/vprVa5cWR06dIjqsULxyiuvuB1CPnPnzs2XqMrVpEmTvB4KX3zxhd+x3L/66qu8RJXkSWKmpqb61Bk6dKhPQ/mePXsiEXrY2rRpo8qVK6tr1655f9/8+fNljFGJEiX8Nna/9NJLEUlUZWdnq0ePHrr//vvVqFGjIu8vGopyAe89WXUw4iEBAI+inPN79+6ttLQ0SdLUqVP9JrUCJatmz54d1jGXLFmiSpUq6cYbb9TMmTMLrDtixIi8RFWueP38BbJs2TJVrFhRqampqly5shYuXOh2SAAQU5s3b9bixYsjOtyRv2uezMzMfMvC7ZmR7Nc5iZJssdYqOztb9evX18UXXxyVuVjnzJmjUqVKqWrVqjrvvPMKvUE2mpzvu+zsbA0cOFCvv/66q3G5JdzP4fHjxzVhwgTX5ydGZLl5Xq5fv76qVq2qG2+8UT179gx7P/7mEn7qqafUvHlz1apVK+T9rV27VrfffrvKly+vL7/8Muy4UDB/1y/btm3TihUr9Pzzz7sQUXwhWYW44O9LIjs7W126dFHZsmX11FNPRbQXg5v8/a333HNP3uPNmzfrjTfeCNhzxfuHwKlTp3TXXXdp/PjxGjx4cKHzJBWkadOm+ZatWbNGffr00SWXXKKdO3cG3DaUL/mpU6eqQ4cO6t27d1hxhmr+/PmqVauWFi9eHJPjecvKytKGDRv8rvvpp59iGov3a/T666/7rVPQ/GxOX3/9tU958eLF+uc//5mv3vz589WoUSNdfPHFqlOnTqHzxMVa7969tXjxYnXs2FFfffWVdu/erapVq0ry/Cj5zW9+k28b598eyObNm9WvXz8tWLDA7/oxY8bov//9r6ZNmxZ2/Fu3blWlSpV03nnnKTU1NWKNNrnvl1hdwO/bty/pG3GKC+cNCP7mdYx0z6omTZpoyZIlWrVqlWrWrKlRo0Zp5cqVSk9Pz1e3YcOG+ZYVdn2xdOlSzZ8/P+afi0BatWqV10v41KlTAW8yCJe1Vunp6WrcuLFKliypxx9/POgezKE6fvy4OnXqpLZt2xZ4nQEAuYYPH64yZcqocuXKeuihhyJ2Tg422eLGfJGJwO3vxlDMnj07L+kQjRvnbr/9dp+y9ygTWVlZOnz4cL4h7/3NaRSJBKDzdXn55ZfVvHlzde7cWRUqVFBWVlaRj1GcNG/e3O0QEKfGjh2rRx55RF26dCl0zu9169b5JD7btWsX1DFC/Q313XffBRy6PZBnnnlGc+bM0cqVK/X444/7/T2F6Ar3Bs5kwjCAiFuzZs3Sa6+9JsmTNLn66qvjqmdMJC1ZskRpaWn685//rJSUFB07diyo7b788ksdOHAgr1yURu/CXH755UpLS9P1119f5H0572pPVlWqVAk4AWGsJ748deqUOnTooLFjxwYcgrAoCbSWLVsGXJfbddh7/rB41LBhQ78/tKdOnar7778/pH399NNPKl++vI4fPy5jjCZNmqQHHnjAp079+vWLFK/061CLktS3b98i7y/XHXfcoSNHjmjbtm0R22dBLrnkEobUSFLec0blimSy6siRI1qzZk1e+fTp06pfv77OPvtsv8cO5NSpU+revbtWr16tRo0a6eGHH5Ykde7cOS/B37hxYw0ZMqTIDXJZWVn67W9/G1YjVHZ2tr7//nufZStWrChSPP589tln+uSTTyR5fnxXrVo1KvMtNGzYUF988YUkadKkSdqwYUPC3J0PJLpE/ax535w3ZcoUzZ8/P+9Go0g4deqUDh8+rAsvvNDv+hkzZuQbOjaY5zKRkjnB2rBhg6y1KlOmjNuhBM1aW2gvhkh/NnJHP/nhhx/00EMP6ZdfftFjjz2mkSNH6uyzz9ayZcuiPtpIrrfffjvv8Z49ezR8+HA1a9YsJscG4k2kPutLly7V448/Lkn6/PPPdf7556thw4bauXOnrrvuunw3wDqv5YMVTryfffaZNm3apNKlSwdVf+7cuXmP09PT9dlnn+mpp54K+bgoWDxdE+zfv1/Dhg1TyZIlVa9evbi4PqRnFeKCvw+q827sSMxt5JZg7hbetWuXevToEXSiSiranEnhePzxx/3eTRiNE+2jjz6ad7dJPJ3IQxEoUSXF/m8aMGCAunXrFvJcWYE439O5CZNEdvToUb+fv5o1a2rXrl1q0aJFoV/cues7deqk48ePS/K81v56cxRVVlaWPvzww4jvV5IWLlyoH3/8MSr7DiSUcx8Sh79zXSSTVYHOpaEkqiSpbNmy6ty5s8aPH69//etfWrNmjfbt2+fTE3Xo0KE+Y8KH69xzz1XdunVDvpt5+/btqlixot91kZpjM1fjxo19ys4hXSMlN1ElSZs2bfL5gRwtR48e1ZgxY5LiewsoikS9vnaK1DBFxhjt2bNHVapU0SWXXKIqVar47XUTyZuDElmXLl1UpkwZXXvttXH3Oz07O1ubNm3S4cOH862z1rrSEPenP/1JKSkpedcRY8eOzRtxonXr1kHt49ixY+rbt6+GDh0a8nVOILlDNxcXyXLeQ3xxfobbtGmja665RuXLl1e1atWUkZEhyfP7ZO7cuVq/fn1M4yvKzeL+hsNF8jh9+rQqVqyotm3bqkGDBnr11VfdDkkSySrECX8XDcHOmTF8+HBdcMEF+tOf/qRJkyblWz9q1CjVrl1bb7zxRsQu6kK1ZMmSQu98NsZozpw5MYooPGvWrFHlypXzvTbRuOjbuHGj6tWrp4ULF8b8yzwWYv1e9PdjzSmUhtOBAwfqgw8+KEpIMVXUiSAfeugh9e/fv9B6uXNcTZgwwWe5c5ixUaNGFSmejIwMValSpUj7ANwSyeEkIpX4cg7ZWrZsWV1yySX56qWlpUXkO2/8+PF+54osSN++fbV8+XK/6ypVqhTW90o83DnnLdrzGGZkZOimm27SE088ocqVK2v48OFh7SfenjegOIvU75A9e/aoZMmSeefZ5cuXJ9S1bjRt3rxZNWvWVMWKFfXll18qPT09bwQUSeratWvc3HR08uRJ3Xvvvbr66qsD9iQI9uazYBw8eFAzZswodP4n79FQcnXo0EFDhw4NOGS4N2ut7rzzTqWmpqpJkyZBDwFMcgaIrokTJ/r9DOe2vyxatEgjR46UtVb33XefqlevrrfeeiusY/k7NwXzGZ81a1ZYx0P0xMu5eezYsT4jLL3xxhuFbhOLtkySVYhbwXx4s7Ky1LJlSx09elQHDhzQww8/7DMc0Pfff6/69etr4sSJat++fcCL6KVLl+q7776L6tBstWvXLnB9OA0fbjSW/PDDD/ka7aN5or3llluS8g7GWPdaCUaor+Nzzz2nM2fO5N0pFM9q1KhRpO2XLl0aVL1WrVopOzu70M9mUXtajRgxosCee0A86969e8T25cb3YKS+81q1aqWMjAy9/vrratWqlbZs2ZKvTkZGhrZv367Tp0+rR48eAfe1du1affbZZ8rMzB+yfDQAACAASURBVPSJ79tvv1XPnj0DfufE4ofSkSNHtGHDhrxkvpuGDh2qzZs3S/L87U8++aQWL14cN42sQCyRdPXl76ak9957z2/dOnXq6PHHH9fmzZt14sQJ7d69u9D9u90wdebMGXXt2lVVqlRR27ZtQ7pb/rnnntPUqVO1dOlS1a1b1++NhP6+w9zwxRdf6JtvvpHkP0EUTM+qLVu2aPHixYW+Ztu3b9cNN9yge++9V6VKlQr690KuZcuWqUmTJgHXb9y4Ua1bt9abb76pOXPmaNmyZXnrPvroo5COFYjb78t4sXv3bk2ZMiUiPehRvOzfv7/QOr1799a3336bd24KV7jf2/FwDQ5f8XLuDadNKRZTmpCsQlwI94O6YMGCfJN+ly1bVoMHD5ZU8Dw6ubp3766KFSuqRo0aeePMhmPu3LmaOHFiwN4phc0HlJ2drcWLFxd6nHg4qXXq1MntEBAn1q1bV+ReQtH28ccfx/R406ZN83sh6d1joKhf8EOGDCnS9kAspaenyxiT9y9cvXr10lVXXaX7778/7w7mWDe2jhgxIqL7e+aZZ9S5c2e9//77qlKlis+EzBs2bFDZsmV1xRVXqHr16oXuq169evr973+v2rVrKzMzUxMnTtRdd92ldu3aqUKFCnlJmlwnTpzQyy+/HNG/x+mHH35QmTJlVKZMGVWrVi1veFS3+BsurHLlykpJSQmqsdnp0KFD+v7773Xo0KFIhAfEVDz8poiE3L9j4sSJevLJJ9WvXz9Za3X06FGlpaVFZXL48ePHa+zYsSpdurSuvvpqv3XWrFmTN2fs3Xffra1bt0Y8jlBMmTJFHTt21KJFi9SrV6+QriW950XOzMz02ys1Xt5PvXr1KnB9sMMAVq5cudC2gTfffNOnR1XFihUj+jxUqFBBffr00SuvvKJatWqFtY94eV3i2ebNm1WuXDk98MADKleunNvhIAmdPn260BEVXnjhBV133XV69tlnQ7oZ2Hl9H2nO86W1VtnZ2Zxbiijc5y8rK0sbNmzwudHu9OnTmj59esAROAoSi8RTOEhWIS74+6AW5eTXtGlTSZ47jQvjPSbnuHHjtG7dupCP16NHD1WvXl21a9fWnXfeWWDdQH/XvffeG/JxC7rQttZq3LhxIe8zWN5JOeZ9KL569eqV93mLJ8YYWWs1d+7cfPPfRVutWrXyJdEl3wmNi4qLQySSUCa+79atW97QAtnZ2Ro8eLA6dOigSZMmqW3bttqyZYumTZuWN5dUrD8LI0aMiOjQtMOGDct7vG/fPo0dO1aSZ16KMmXK5N2pHspEzJ9//rkmT56sevXq5S3LyMjINwZ5amqq32R+JJ/Tl156KS9Rv3DhQp8GTjfOY4GumzZv3lxoA6e/bcqVK6dbb71V5cqVi5teBUBxtHDhQtWuXVvDhw9Xy5Yt9fLLL/9/9u47Korr7QP4dyhiwW5ELLH3GhUFo2IjaojR2I0VjV0UDXYFBUvUoAawix1BRY0VJZqosRcUeyExdsQejaKg8/7By/52l9ndmd1pu/t8zuGcndmZOw+7O/Xe+1xUr14dNWvWRL169STd9qNHjzjnb968GcuXL8fMmTMtbk0vBv1e/XzTyHERe5xEOQkZs2rLli24ePGiwfcXLVqUbZ5U6bakqHQlmYKDgzW9Y/RTtxMiho8fP5q87l24cCGuXbuGpUuXGkxTzXXs+vXXXy2OLy0tDX5+fihUqFC297Tjfvz4MRo3bgxHR0f4+vpyPvMg/JhzH/T8+XN4eXmhcuXKqFatGq5fvw6WZeHj44PWrVujXr16gp99GYrj6dOnaNWqFed7DRs2FBy7UFRZRWyaOQeAgIAA3L9/X9A648eP17wW8kDJHNonKK6TVa9evRAeHo5Zs2ahS5cuksUxfPhwAPwqBIntyurFqEaBgYG8eiPIJSwsTOkQCFGEqTEbtU2ZMgUbNmwAkDl4+4ABAzBz5ky0b99eZ7kVK1aIGqMQtWvXlqzs33//HYDp1MGmjBgxIltPb/0WnXIcv7MGj88yY8YMo8srNbYoILxBQUhIiKZF/YMHDxAaGipFWIRIxlbSALIsq7kvyTJ37lzN/Zw5DRHFwDAMrywfchEz3amafjvHjh1DmTJlkC9fPkRERJiMTUhlFfC/8zJf+/btE7S80m7fvo0VK1YITmEoliNHjmjSGMuB6/mQ2L3mDQkLC4O/v7/OsBXEPmRkZAh6Njl48GDO9GxSHXt37tyJNWvWmMwUsHLlSs34XPHx8di0aZMk8RBuK1as0NxX379/H8HBwThy5IhOI4mVK1dyNqQwxNDvMioqymBDmydPnvAP2kxUWUVUQX8HuX79umIttvbv349SpUqZTNtnjk6dOuHWrVsWlfHhwwej70dHR2PUqFGYMmWKRdsxJSoqCh4eHqhevbqk2yHEHFeuXBHcSl4OISEhSodAiOr169cPAL8KKbWmLjDXqlWr0Lx5cxw4cMCicrhuZtX0cNGQHj16SJ7ORCzaveKAzPGwCCHyY1nWrNQ3xHxynGNSUlJ43Y8HBgbizp07eP36NUaPHo3nz58bXf6vv/4S1BPBwcEBb968QdGiRcEwDMqVK4eDBw/i5cuXnMubSvUlN1MPyHft2oVBgwbB09MTCQkJMkWVKSwsDN7e3ujatSuaNGli85kjAgMDERkZiQYNGlAPLpWQ69pYaGUVkNl7RT9Ftbnx3r9/HwzDIDk5mfN9vsOh6D9jHDRoEG7duiVbZbMaZWRkICIiAlOmTBHU6cGc451++vbNmzdz9uYV0lCG61766dOnkqeKN4Uqq4gqaO+o79+/R6NGjQwu++LFC5MXoVksOfmULVvW7HUN2bZtm8VlaOfFVppSLbAIMcWcgSLlQOO9EcIfn/OdpZU6aiRGCiHtMfLkxrIsfvvtN85UxHyuy3766Sde20lJScGAAQPQs2dP3qkZraHCjhAinBr3be0xCG0N1+ct5MHbrFmz4OTkBHd3dxw9ejTb+6tXr0apUqVQtmxZjB492mhZJ0+e1Lz++PGjqKl6gcz/tWPHjpqW5Ldv30arVq1Qo0YNzuXl7DXToEEDuLm5wcvLC1u3brWorI8fP2oaC8klMDBQ8/rs2bNW1yvNXG/fvsXChQuVDoNA3pTUQhvYffjwwWRGAqH0x1hkWdbk+N6mzq+VKlVC/fr1zRr71RaMHj0aI0eOxMyZM+Hh4cH73C/Wb8/SrBRccXh7e1tUphiosoqoTnR0tMHup0uWLEHRokVRtGhRLFy40GgOacA2x3XRHh9KjTdmhBDp2eKxjRBtfC/04+PjJY7Edsh1zRAcHIyvvvrKZCpiQ8cxUzfNWbp164ZVq1Zh48aN+Oqrr3gdF4UMWG0MXX8RpbEsi7Vr12LEiBGqGA9JSWq9Jpo1a5bZ654/fx41a9aEm5sblixZImJUhp08eRL9+vVDaGioyUweXPh+Dw8ePMDkyZPx8eNHpKSkYNy4cdmW6d+/PzIyMgBkjuNy7949wfGIhWGYbCltAXU0ID1z5gxSU1Nx8uRJdOnShbOhipD9w9D4a/rOnTuH7777Dv3790dqairv8k3JSi9mD65du6Z0CERG9+/fN+tctWjRIuzevVszLcb15507dzSv16xZI8r43leuXEF4eLjF5VijyMhIzeuUlBTExsYCyKxEWrRoESZPnqzzmWcR69rFUBpyro4SLMsiMjISHTt2xJIlS8CyLG7fvp1tOTUM9eKkdACEALo76t27dw0upz0QrKlWVmrtWSGGt2/fInfu3EqHQQgxg5ALk+DgYIwaNYpzsFNCbBnfHlNZNwTWSMkHrMZS7Vk6doOpsZs+ffqE3bt3W5TC8cOHDzhy5Ihm+u7du9ixYwccHBxQtWrVbC1HgcybRrke6t+7dw9Pnz5F7dq14eDA3Tbw06dPWLFiBf7++2/88MMPnDETYsj69es1vSAWL16MxMRE1KlTR9mgFBITE6N0CKILDAzE5cuXAWSm8+ncuTM+++wzAJmVJO/evUOFChVw/PhxnD59Gq1atUJKSgpOnTpl1vZSU1PRpEkTTQXRf//9x7uXaxa+D1H1GyTwGe/50KFD6N27t6B4xOLv76/IdoViWVbw2Ivm+PDhA1q1aqVJg5iamqrzMJ0QayJn4yMh4whpa9euHZKTk1G+fHlR4tVuuNW/f3+Ly8sye/Zsixpp2Iqs3r1jx47FggULAADLly/H/fv34eDggJiYGDg4OGjOt4YEBATgjz/+wFdffYWZM2ciR44cguLo1KkTFi9ejKFDh2rmxcXFac5p27dvh7u7O3bt2iWoXNmwLEt/9Kf5A1ASAAuAvXfvHiuFZcuWsVnbyPp7/fq15v3g4OBs75vz5+Xlxbq4uIhSltr+qlWrxv77779s2bJlFY+F/uiP/oT9lS9fXtDydevWzXYc9fT0VPz/oD/6k/LPzc3N5DJs5oUL/fH8y58/P8uyLLtz506z1ufLWBklS5Zke/fubXJbhw8fNrqNtLQ0g+vmzJmT/eOPP7Kts23bNrP/R/3lnJycONfv378/+8UXX7AMw7AA2LZt27KfPn3iLLNhw4aa9ZydndlXr17x/owJ0f/tNW3aVHAZAwcONHs/V5LSx1Ix//j+j6GhoSzLsmxUVJTm+FOhQgXWwcHB5DaGDBnCVqtWzej2x4wZYzQ2/feGDRuWbd4PP/zA6//jutc39f+vW7dO5/0rV66wGzZsYO/cuaP4d6imPz8/v2zz2rVrp/ncUlNTzf5NZomJiRG8jiH65UyZMoXXep8+fWIjIiLYLl26sGvWrDF4nuXaxpIlS0wuY+lnxKfMbt268SqHiEv/e2jUqBHLsiy7fft2tnXr1qy/vz/75s0bQWXI9Ve/fn02R44cFpdz7do1Qf/LsmXLeC9v6nOyNunp6ez169fZ58+fG1xG/38sWLAg5/ylS5ey7du3N+s7i46O5ixT6PFK/71cuXKJ8dssyUpQN0FpAIkkXr9+jTNnznCOLZW5j0jvxIkTeP/+vSzbktvVq1dRtGhRzi6bhBB1M9ajgUtiYmK2nqJyHUcJUQqf87ehQYKJYQsXLsS3335r1rrp6ekICgqCt7c3fvrpJ3z8+BGvXr3C2LFjMXjwYPz9998my3j69CnWr19vcjlvb2+jaaiMtSxNS0vjTGly+PBhk9vly1BryFWrVuH8+fOaY3R8fDznGGR37tzR6QGRnp6OxYsXixYfsT9HjhzBkiVLsGPHDpu4RmBZFosXL0adOnXQvXt3PH36VOmQJHft2jUEBARoWmJrmzp1Km7duoUBAwZojj/Jycm8eqguXbrUZEqfmzdvCopVyVSoR48eRd26ddGrVy/Url1bsTisxa5du5A3b16UK1cObm5uFpW1Z88ehISEiBSZ+TZu3Ah/f39s2bIF/fr140zTaEhSUpKEkRFrdPv2bXz33XfYv38/IiIiVDvG9NmzZ81K0UrMk5aWhhYtWqBKlSqoWLGizviIxrx48YJzHKk//vgDO3bsMCuWnj17Yu/evWata4xY6dGlQGkAiegePHiAJk2a4Pbt2yhWrBh+//13VK1a1eg6tnBTJbe0tDSlQyCEyOT+/ft2m96H2Cc+1wWUNk2YV69emUyhbMyGDRs0Kf6OHDmCiRMn6ry/Z88eo6mcAWHXLjExMejbty/ne6Z+H2qqyIyLi0Pz5s115nE9CLl06ZJcIREblZUuPTQ0FFOmTFE4GstcuXIFw4cPB5D5cNnd3Z2zEsfavXnzBi9fvkS+fPnQoEEDvHnzxuCyzZo1kywOoZVPUo6/YcqQIUM0DVqyUtGRTIa+gzdv3hj9bfHxyy+/ICAgwKIyxNKrVy+daT8/P84xxLg+j6VLlyJHjhz45ZdfJIuPWJegoCCd6bCwMPz8888KRUPUIi4uDn/++ScA4NmzZwgICOBdYcV1vH348KFF8fj6+lq0vrWhnlVEdD///LOmx09KSgqmTp2q835WDk9DlBxAlRBC1MhWe4kSQqyHqbz2Dx48wP79+0XbntgVTnwexlp6I8ll69at2eZx9UJzcqI2hEQc+vde1mj8+PE60wsXLlQoEmmVL18epUqVQv78+U1WJkhxfLp+/bpZ61kyRpE5lVrax+8rV66YvW1iWkZGBud3pHRF1ePHjzFr1qxsY54BwveN8PBwPH78WKzQiJUz1dDK1lBHAX70KyyFjAlJn7HlqLKKiE7/ZmLr1q1Yv349unbtii5dunC2itPemVetWiV5jIQQYk30H9qaO4A2IdaCLvKtU2pqqmhlGfsNmPP74LMOV9oOS3E9EOOKhSqriC14/vw5evXqhbp162LRokVmH8u5UsnbIjGPmebQ7yErtr1796JYsWIoVKgQoqOjzS6Hrgn4EZpqnIuzszPq1q0rygP8lJQUQTEdOXKEc35GRgY8PDwwefJkzjS/5lC60pN+0+pB34Vp9+/fh4+PjyRlX758GZs2bVL8fKhP7OtyqiAXhiqriCz69OmDLVu2IC4ujvP9AQMGoGPHjkhMTJQ5MkIIUb8JEyYoHQIhskpPT1c6BGIGucYx4fNgIWfOnOjdu7egnqlSxc8wDBiGgbOzM7766iscPXo02zLOzs6SbJvYhrdv32LNmjXYvXu3qh+szZo1C9HR0Th//jxGjBiBixcvKh0SMeLXX3/F06dPsWvXrmzvderUCZ6enti2bZvZ5Q8fPhyPHz/GixcvMHz4cBpvRWJZKassdeHCBYvT5G3cuBGlS5dGhQoVMGjQIJ33MjIysGXLlmzrGKqs2rJli1nZd8Ru9MIXnzE8iXrwGfvPnjEMg5CQEBw4cED0shMSElC3bl10794dtWrVQkpKiujbMJejo6Oo5QkdG9LeUWUVUYW4uDhs374dLVu2VDoUQgghhChMzQO+EsMMjTFlCZZlkZCQgM2bN2sqnvj0gHr//j02bNiA+Ph4TTmmXL161bJgTcjIyDA4ELyDA92WkexevHiB+Ph4lCxZEn5+fmjXrp0qBn+/du0aZ2r3sLAwnenAwEC5QiJm+vLLLznnb9u2DadOnUKXLl14lcN1jP3nn380r1+9eoVjx46ZFaNcDSHI/8yfP9+i9Xv27KmpnFyxYoVOyskOHTqga9euvMuS+tws1OrVqw2+FxISgvLly8sYDbEEwzCCKi7V3FhEKizLYsWKFZKU7efnp2mg+PjxY8ydO1eS7ehjWRY7d+7E8uXL8e+//3IuI3ZlFRGG7oqIqtAgqYQQQgghJEu5cuXQunVrdOvWDXXr1gWQ2RuAr169euHBgwcIDw83uSw9WCdqkpqaitq1a+Prr7/GixcvNPNDQ0NFKd/cCoBJkyahWrVqqFKlislYnjx5YtY2iHxMtfbm2+uA70Nccx/2ZmRk4OzZs2atS5SX1XDk5s2b2LNnjyzblKpioX///vjjjz/QpUsXTJgwQdPA6vXr16poTED4Y1mW9zHu9OnTNtGwSE09yfTHm7MkXawQoaGhaN++PQYPHowGDRpkawR3/vx5nDhxQpZYCDfr39MIIYQQQgghNuf27ds6LfOvXr2KU6dO4cKFC7zLYFkW8+bN47XspUuXhIZIiGTCwsLMSn3FlzkPcl++fInZs2drpoOCgoz2hFXTQzEiLT6Vn+ZWHqSnp6N58+bw8PAwa32iHlw9MpVgaUVWq1atEBcXhzlz5mDKlCkAso8xTJR38OBB9OnTB3PmzEFGRgbnMqbSRUZFRaFp06Zo2LChVGHKavfu3UqHYJAl++WLFy8QGBiIESNG4P79+0aX1a5UvnHjBnbs2KGZvnv3Lry8vMyOg4iDRvIlhBBCCCGEqE5ISEi2eRcuXBB8M2vp2BuEKGHx4sVmrztp0iSMHz8e+fPnFzEi4NatW9nmpaSkoGzZspzLi1lZtXfvXpQoUUK08oj16N+/v9Ih2KX09HTExsYiICDA4rKkTp/28eNHLFy4EGfOnEHnzp3RuXNnSces0j62zZ8/P1sKVFPsMZ2c3JKTk+Hj46P5rA2lkDb2XVy4cAE//PCDJPEpZfv27Rg/fjzv5eVMw2rJftG1a1fNuFoJCQm4ceMG79g7deqEcuXKYeHChTh27JjB8W5fv36NvHnzmixPTfv3qVOnrLKilXpWEVHRGBOEEEIIIcRSLMvi6dOn2eYPGTLE4rE01IjGZLEvN2/exMGDBw0+ELHU7Nmz0bFjR6PLmPObE/oAxlhl1c6dOxEWFmayBXQWX19f1KlTR9D2iXxWrVplchmh48MQZW3evBnDhg3D8+fPlQ7FpOXLlyMwMBCbNm1Cly5dcOrUKaVD4u3gwYNwc3ODi4sLNa4R0eTJk3WON5MnT862jKlj0o8//ihJbEpS8nozMjJSknLfvXunqagCMhvWnDlzhnO57du3c5bx999/w8/PD4cPHza4ndTUVMuDlZmnpycYhkFERITSoQhClVVEVOvWrVM6BEIIIYQQQqwKVVbZj23btqFGjRpo1aoVvLy88OHDB87lLH2o//vvv+uMdSUVY79dQ5VVERERaN++PQIDA1G7dm28evVK532q0LBNfL5X+u7Vo1evXnjz5o0oZUl9jhs2bJjO9PDhw40uL/bv7I8//jB73dGjRyM1NRUfPnxAYGCgLMdte3D16lVeyxlrVMG3MYU1Ebovnj9/XrRtjxw5UjNOVUpKSrb3nz59itjYWMHlcqV4fPbsmc70x48f4eXlZbQhz7Nnz3D69GmD71vz+WnkyJFKhyAIVVYRUa1evVrpEAghhBBCiJWbNWuWwYf4hFiznj17Ij09HUDmQ6BNmzZJtq20tDTJyubDUNol7Ycmz58/R3h4uFwhEUIUEBISYvB4IIVLly5JmgZQ36BBg8xeV3u8zIyMDMTFxYkRklk+fvyImTNnwtPTEz/++KPi5xA5WHMFhByWLFkiWlksy2rO94YqePv06ZOtAYsYtm/fjqSkJJPLiZG+mH5TlqPKKiIqGkSXEELEV7p0aaVDIIQQ2SUkJCgdgipiILZF/+Gfkg8mhRIzDaC2o0eP6kxTT0PblJCQgBkzZigdBhFZp06dTKY0ffnyJXbv3m1W+eYcDz59+mT0eBUSEoLRo0fjzp07ZsWkLzk5WbTjlqOjoyjlmGPPnj2YMmUKTp06hfnz5/NK72nNjh07hsTERIPv22Klg9Ln16zGOsbel6ITxG+//cZrOWOfj/7vwRZ/H2pBlVVEVLSzEkIIIYQQa7V3716d6datW8uy3UePHsmyHULEJsWDL7qntE1z5swxuQx999Zn27ZtqFixIvr164fr168bXK5Dhw5mlW9OhVJGRgYaNWpk8P3jx49j4cKFRpcRSqzfrpKVVb169dKZNpVO0Va5uLjg+PHjSochCSkrq/Svoc2NQ2iPPqVSzPbr10/0MkkmqqwioqKLS0IIEZ/SLaAIIcRe9O7dW5H0g9u2bdMZHJrYDynP8WKUffbsWUybNg3x8fEiRMQP3VMSYl3u3buHtWvXomnTppzjx2T54YcfBJdt7rjo586dM7lM1vg5css6xnH1Po2OjsbKlSvx/v17XL9+HStXrsTly5dliev169eybEftPnz4gC+//BIPHjxQOhTRSXnN4evri5iYGMnKlwPf648rV64YPDbRNYzlqLKKiOrdu3dKh0AIIYQQQohZnj9/joMHDyqy7aFDhyqyXWK7Vq5cif/++4/38rdv39aZvnz5Mry8vDB9+nR8/fXX2LZtm9ghAshMDydWOi5CiHKePHmCwoULG3w/NTVVxmjUj2scr99++w0DBw5E6dKlUbduXQwcOBD169fHqVOnFIjQvtni802pG8F+//33FsexZcsWLFq0yKKxqyIiIjSNwE6cOIEVK1aYXRaXffv2iVoe0UWVVSrHMIxVfUdXr15VOgRCCLE5//zzj9IhEEKI3fj3338V2W5ycrIi2yW2a+rUqfD29ubdyle/wvTHH3/U6SUxd+7cbOuI9eCrTp06ePHihShlEUKUY8k5VEjlutqYO7aWIY8fP9ZUlrx//x7Dhg0zOzZC1MbYdUliYiJGjBgBT09P3mNf6ouPj4ePjw9GjhyJJk2a8F5PyJhVRDpWVRFiDxiG8WEYZj3DMHcYhnkPIJ1hmMcMw+xmGKa7miuvrly5onQIhBBCCCGEaJjz8MjUQPGEiOnu3bsAMlvYz5w5E02bNkVwcLDJQcj5OnfuHI4cOcJr2f379wPITIG0Zs0aJCQk8N7OpUuXss0Tsv+9fPkSCxYs4L08sU30MNC+ubq62mTqNUO4elYZkpiYiHv37qFt27Zwc3PDhAkTaH8hglnT8ALXr1/H7t27LSojIiJC0H7Gl7HPcevWraJvz96otuLD3jAM48owzK8AEgD0AvA5gBzI/I6KAvAFEAPgGMMwbooFakRQUJDSIRBCiM2jmxJCCJGWWJUEhPBx/vx5AMD27dsxZcoU/PnnnwgJCRF17DSuiiRj2rdvDz8/P0HrDBgwINs8oQ/Fjh49CoCudQixZ1WrVlVk7Eg5xcXF4cGDB4Ifok+cOBH79u1Damoq5syZg/r169PxkgiilsoqvnFcuHBB4kh08d2fjMU/ePBgscKxW1RZpQIMw+QAsB9Aex6LewI4yDBMEWmjAgYOHKhp6ceHVDnMCSGE/A/dkBBCiLRs/SEZUZ/Hjx+jS5cuSocBAPj7778FjcXAMAxYlsWZM2cs3nbWNQ5d6xBiv16/fo2NGzcqHYZgQo9boaGhglOcRUdH60wnJibi999/F1QGsW9yVFYZ2xfS0tIk6ekkh8qVK6NevXq4e/cukpKSlA7HplFllTrMAdBIa/oogK8A5APgCqAhAO2zUnUAm6UOat++fVQjTAghKvHo0SMA0Bk7ghBCiHHmjH9hrTfRxHoVK1ZM0vK5rh0MPUwyJxWfoZ5b+g0fP378iOfPnwsun9gPqqgkAHDt2jWlQ5DcsmXLRLneWLNm99D2GgAAIABJREFUjeXB2CA6lijn7NmzBt9bvHgx6tWrh3v37skYkXgSExNRuXJlrF27VulQbBpVVimMYZgaAEZqzfoNQHOWZX9jWfY1y7L/sSx7mmXZXgCmaS3XnGGYb6WOT0irOkIIIdLJar2zfft2hSMhhBDbppYUKYSIZenSpbyXjYyMFFT2nTt3ULt2bc73Pnz4gDdv3gAA/v33X7Rq1QqFCxcWVD4hhFgDc64dpGgc8+zZM0yZMgXTp0/H69evRS+fEFNGjx5t9P2kpCTMnz+fV1nBwcF48eKFGGGJJi0tTekQbB5VVilvCv73PbwE0IdlWUPN5kMBXNeani5lYIQQQtQjq3XY9evXTSxJCCHEWj1+/FjpEIgNunHjBipXrgyGYVCxYkX89ddforU6nz17ttH3lyxZAgBYv349Dh06ZHRZlmXBsqxZPSIJIbbDXnrFCE0DyIePjw9mzpyJadOmqSa9rBKo4RE3OT6XY8eOmVwmK2sMH1FRUZaEQ6wQVVYpiGGYQgC+05q1jmXZFEPLsyz7CZkpA7PUYRimolTxCUFpqQghRFpZN210vCWEENu1YsUKpUMgNurmzZsAgOTkZPTu3Vu0cvfu3Wv0/cTERADAiBEjTJaVkZGBnj172kUKMMLNXiopiHGxsbFgGMbmKxzE6Fmlvc9cuXIF58+f10zv378f//77r8XbsEZ0LLEdY8eO1by+du0aTp8+Td+vjaPKKmX5AMihNc0n6eVGAO+1pjuJGhEHPgeB/fv3Sx0GIYTYtayWd0ePHlU4EkIIsW1KPhxbsmQJ0tPTFds+kUZaWhqmTJmCnj17Kh0KAODEiROybUvIA6Vjx44hJiZGwmgIIdbAWsezEUrsnlVPnjzJNo9SlhFt9+/fVzoEs4WHh6N69epo2LAhevXqhXfv3iEpKUl1aQKJ5aiySllfar3+F8AFUyuwLPsBwHmtWY3EDkqfdssMQ6hbJiGESCvrYY+pFDqEEEIso2SjgIcPH9LYhDZo0qRJmDlzJjZu3Kh0KBpytUpmWRbjxo2TZVuEEGJNxB6ziquxjRSpBq2BrffKM9etW7eUDsFso0aN0ly7bNy4EXnz5kWdOnVQpkwZZQMjoqPKKmVV1np97v/T/PFxRut1HRHj4WQqDzkAXL58WeowCCHErtnrjQYhhMgtJiYGu3btUmz7kZGRim2bSGPBggVKh5CNXJVVT58+xbx582TZFrF+lNqJ2BM5KqvsFR1LbAtX1gGx9x+iHlRZpSzt8aZuC1jvodbrUgzD5BMpHoNWrlyJr7/+GlevXuV839nZWeoQCCHErlFlFSGEyKdXr16KbfvPP/9EUlKSYtsn9mHVqlWybId+y4QQwk2M+ztTlTL2Wmlz5coVpUMgIurSpYvSIRAZUWWVQhiGcQbwudasRwJWT9Wbdrc8IsPi4uIwcOBAxMfHo3r16rh+/Xq2ZQxVYhFCCBHHp0+fkJGRoXQYhBBiF5QekDwiIkLR7RMiFmpsQ4SgB8zEnojdM8TBIfsjXnusrPrw4YPSIRCR7dixQ+kQiIyosko5nwFw1Jp+I2Bd/dHjJK2s0le1alU5N0cIIQSZg+N6e3srHQYhhBAZREdH4/nz50qHQYjFaOBzIkTdunWVDoEQ2YhRWaWd+o/GrMp0/vx5pUMghFjASekA7Fgeven3AtbVbyZQkO+KDMOUNLFIMQFxEEIIkUlMTAyOHz+udBiEEEJkkJaWhqioKIwdO1bpUIgZ3r59i9u3b2PdunV49+6d0uEQQgiRmDnjRYmdBpDGrCKE2AKqrFKOq960kNxO+pVVOQWse0/AsoQQQlRiz549SodACCFERosXL8aYMWPg6OhoemGiGteuXUPbtm1x584dpUMhhBCiYmKnAeSqrBIjDeCDBw+wcuVKFC9eHAMGDOBMN6gmVGlHiHWjyirl6PesEnIG0T+juVgYCyGEEEIAdOzYEdu2bVM6DEIIwT///IPdu3ejffv2SodCBJg2bRpVVBFCiJ0xp1JIjsoqS3tvffjwAfXr10dKSgoA4NatW5g7d65FZUqNKqsIsW7qrg63bfpnDCFNJvUrp4ScfUqZ+PPgU0hoaKiATRJCCCHm2bt3r6zbmzlzpqzbI4SolxLjPNSrV09nOjIyUvYYSHbp6enYuXMnDh8+bHLZzZs3yxARIYQQayf2dYYUlTTr16/XVFQBwLx580TfhtiosooQ60aVVcp5qzftLGDdHHrTaXxXZFn2vrE/ACkmCwEQFBREN2LEbvTt21fpEAixW23btkWBAgVk216VKlVk2xYhRN3i4+Nl3+aIESN0pg8cOIBr167JHgfR5evri/bt26NZs2YICQnJ9v6SJUvg5uaGmjVrKhAdIYQQpZlTQSJGzypTY1ZZmgbw8uXLFq1PCCFCUWWVcvQrq3ILWDeXibJk0a1bNwDA+fPnldg8IbLJlUt/lyOEEEKIrbty5Yrs2+zevTuKFCmiM496Vynr3Llz+O233zTTwcHBOu8/efIEI0aMQGpqKj3UI4QQwpscPauU6CWuNOpZRYh1o8oq5fyrN51PwLpF9KZTLYzFIgEBAUpuntiZH3/8UekQCCEyK168uCzbiY2N5bUcnfcIsQ9iDEouVM6cOTFw4ECdeWvXrsWrV69kj4VkOnv2rNH3ly9fbpcPAwkR28uXL5UOgRBZyTFmlT2iz8G45ORkRa5xCeGLKquU8xi66ftKCli3sN70Q8vDMd+RI0eU3DyxAo8fPxatLCUuPOhEToiyli5dKlnZ/v7+qFWrFsaNG4eOHTsaXM7d3R3du3fHo0ePsGDBAqNlVq1aVewwCSEKmDBhgiLbHTp0KBwc/neb9t9//2Ht2rWKxEJMy8jIUDoEQmzC06dPlQ6BEFnJUVllj88yqLLKuIoVK+K7775TOgxCDKLKKoWwmWeM21qzygtY/XOt1+/Bc5wpQpTi7Jx9SLYmTZpIsq1atWpJUi4hRDmNGzfGwoUL4enpKXrZ4eHhSEpKwpw5cziPVVkePnyImJgYFCtWDADg7e3NuZyjoyPWrVsnepyEEPtRqlQpdOjQQWdeZGQk9d5RKXooRgghxByUBpAoZceOHUqHQIhBVFmlrJtar2syDJOD53r1tF5fZFmWmvMRVRPSmqd8ecP1ttqtjA1JSEjIlj7HUua2RmIYRrb0ZYTYMoZhMGrUKJw4ccJkryYxhIeH60wvXrw42zI///wzChf+X0fn2bNnY9q0afjzzz9Rv359tGrVSvI4iXCFChVSOgRCePH399eZvnXrFhISEhSKhhBCpGePPUCIfaM0gNKgz4EQ60aVVco6qvXaBbqVUJwYhskJoLrWrHNiB0WIkhITEzF06FDO9zZt2mR03eLFi8PNzQ3Lly8XdYBrc2+c6IaLEPHJsV/17t0bvr6+yJkzJ9q1a4fvv/8+2zL169fHjRs3cOHCBaSlpWHChAkIDg6Gl5cXALpJUqtnz56hWbNmSodBCKepU6dqXnt7e6NGjRo670dERMgdEoHh4/nNmzexevVqXL9+XeaICCGE2AKxK6tIJroPI8S6UWWVsvSbR3bnsU4XAE5a03vFC4cQ+Rh64Ozq6opffvkFEyZMQJUqVQAAXl5emDNnjtHxZAAgT548mtfVq1fHf//9h/nz5yMsLCzbsmPHjoW7u7sF/wE/VGFFiHpVqlSJc36BAgWwe/duvHv3Djt37kT+/Pk5lytcuDBq164NFxcXKcMkIpszZw7KlSundBiEZNOzZ0/Na4ZhsvWuio+PR3JystxhEQ4XL17EF198gf79+yMmJkbpcAixCXTfROyNGCn6TO039rhfUWUVIdaNKquUdQm641Z9zzBMPhPrjNB6/QrAftGjIkQGBQsWzDbPy8sLDg4OcHZ2xuzZs3Ht2jWwLIvjx49j3LhxcHBwQOPGjQ2W6eTkpDOdO3dujB49GmPGjMm2bM2aNXH16lVcvHjR8n+GEJWbNm0aihQpYjcP6AsUKMA5v1atWsiRIzPjrqOjI5YvXy5nWGbr1q2b0iHYBFdXVwBAgwYN8Ndff+Hzzz83sQYh8sqZM6fOdM+ePXWOZyzLcqYlJdL4+PEj3r59y/mgb8yYMXj79q0CURFCCLEVlAZQGvQ5EGLdqLJKQWzmnc98rVlFAPxkaHmGYXwBNNCatZpl2Q8ShUeIaLguFgYMGJDtocyaNWtMltWuXTvUrl2b870SJUoYXC+rlxaQOfZVu3btUKBAAdSsWRPjx483uk17bI1EbMfQoUMRHByMJ0+e4K+//kKtWrWUDskifPbH0NBQjB07FhUrVtTMK1q0KE6cOIHTp09jwYIFOH78OLy9vaUMVTQhISGy9AS1dQsXLtSZrlOnjkKREMJN/3opT5486N+/v868VatW4c2bN3KGZZfu3LmDL774Anny5MGQIUOyvX/w4EEFoiLEttE9F7Fm5lSQiNGzSizv379XOgRCCAFAlVVqEAXggdb0EIZhAhi9Mx3DMM0ArNOa9RJAqPThETGVLVtW6RBUw9XVFXv27EHz5s3RrVs3PHz40GBKLm0ODg44fvy44JQrYWFhKFCgAJydnTF//nydlsqzZs3CypUrERISghs3bgj+XwjRlzdvXkHLT58+HZ06dZIlFntoaVa2bFnMnTsXN2/exJs3b3Dv3j08fPgQuXPnRu3atREQEIAGDRqYLsgCYj5wqVSpEi5fvowTJ06IVqY9yhpPLMucOXMU2R9KliyJmjVr8mqgQewL1+9x+PDhOvNfvXqFDRs2yBmWXfrpp59w6dIlpcMgxK5QZRWxZqbG1+YiR88qvvvVunXrTC9kJezhfpcQW0aVVQpjWfYdMseqyvj/WQyABQCuMAyzmGGYCIZh/gTwB4BCWasBGMGy7HPZA9azY8cOpUOwKjdv3lQ6BNn17dvX4HstWrTA77//jtjYWEG9BnLnzo3u3fkM8fY/X3/9NZ49e4Z3795h1KhROu85ODhgwIABmDp1KooXL55t3QoVKgjaljahN10LFiwwe1vWxNbH+OnTpw8mTJjAe/mgoCDExcVh3LhxEkaVydofBHDF/+2332peFy9eHG3atNFM58mTByVLloSjo6Ms8UmlUKFC8PT0NLrMzJkzZYrGOunfuFapUgUHDhyQPY5Dhw7h4sWLlN6RZMP1cKVcuXLw9fXVmRcZGWn1x3K1W7p0qdIhEEIIUZDQDAyzZs0SvA0xKqvEuh44e/asKOWoAVVWEWLdqLJKBViWPQqgH4B3WrOrAhiKzDGqtAfpYQEMYVk2WrYAjejQoYPSIVgV/TGVbF3x4sURFBSkdBgaDg4OZj2wrlWrFr788ksJItIVGxtr9Q/U+di+fTtevnxpsmeLtV8wFy1aVPA6lJbMtEaNGmWbt27dOgQGBmLQoEH4888/7WI/4kIPr43j+nxatGjBuax+5YAx9nZuJ9JxcOC+NRsxYoTO9JUrV3Do0CEZIrIfLMvi0KFD+OOPP/Dy5UulwyHErrAsi6ioKHz33XdKhyKJfPlMDUtO1EiOsU3FTAP4+vVrxMfHm72+Ld1HUGUVIdaNKqtU4v8rnzwB7ANg6Ix1CUBrlmWtY0R4FcuVK5fSIdiFS5cuoVy5ckqHIYqEhAQsXboU69atyzZ+hFgM3aDFxsZaXHa/fv0sLkMsLi4uyJkzJyIiIowuV69ePZkikoahh476vvnmG83rLl26iB7HsGHDdKat/eLd09NTp4Jhzpw5yJ8/P+bNm4dly5ZZ1TEnIiICEyZMwOXLl5UORXSDBw9WOgSL8N1/AeDChQuCys7aB619XyTiM/Sb8PHxyZYq2dQ5lAgzYsQING/eHC1atECPHj2UDocQu5KQkIAffvgB169fl3W7FStW5JWm39XV1aLtREerop0xEUiO6zSx0gC+evUKNWvWxMSJE7O9Z0uVUIQQ+0CVVSrCsuxFlmXbAigNoDOA0QAmAfgBQG2WZWuxLPubkjHaitTUVNy+fRsNGzYEQGNJSaVQoczMlVwXSFJcNH311VeilwlkXqjmzp0bgwcPRu/evTl7bWT9r/r4/p9z5sxBjhw5OJfv2rUrNm7cCE9PT/Tq1UtY8P8vICDArPWkkPUQ2MPDw2CaHVsYj4Pvw27tVGBOTk6YO3euaDG4u7ujdOnSopWnBgzDYP/+/di9ezeOHz8uS+pEc/DZ90eMGIHZs2ejTJky0gckMzXeGAt56CBkWaENYKiSihhi6Lfh4OCQrXfVjh07cOfOHTnCsnmvXr3C4sWLNdP79u1TMBpC7I+fn59i2+ZzTjaVhtmUtm3bWrQ+sV1iVVbFxcVZfE2gxmt3c9G1NiHWjSqrVIhl2fssy25lWXYhy7KzWZaNYln2otJx2RJXV1eUKVMGR48eRUpKiuBWXJMnT8bevXvh5eXFe+wdtZwwy5cvDw8PD6XDEMWqVas0r4sXL46hQ4daXKa5F2naDzmyaI+bYwmGYdCjRw+cOHEC69evx5QpU0QpVylZlTgMw2Dw4MF4/vw5fvnlF1SqVAm1a9dGYGCgJD2M5CakZ4a2H3/8EfPnzxclhmnTpolSDl/VqlXjtdzChQt5LTdw4EDO+U5OTvD19YWXlxfv2OQm5FiSM2dO2bdJjDN3/yXEEsauFfv27avTuv/Tp080rpJIUlJSlA6BELv26NEjpUMwKiMjw/RCRthrempiWnp6uijl/PPPPwbfo/sDQoi1oTtxYtecnJzg5uaGHDly8F4nOTkZM2bMQNu2bXH8+HGkpaWZXMfR0VGUVG6W8vLyQnJyMk6fPo2SJUvKtl2uhy9iVN75+fnh0KFDWLlyJZKSkixO0WCJbt26YevWrZppZ2dn/Pzzz7wvDoVcRA4fPhy1atUSHKNa6N+wFSxYECNHjsSNGzdw4cIFzJs3T9A+qVZ8f+P6yzk4OGD06NFShCS53bt381quefPmvJaz5TRXP/30k+a1WA8x1HQzWr9+faVDyEbIOHJ899+8efMKjoPSABJDjP0m8uXLh759++rMW7FiBd69e2dgDcKXmo6dhBD1oTFliVTEGl7g6dOnFpdhS9eltvS/EGKPqLKKEBOyUssVLFgQGzZsQPny5QWtX7t2bSQmJqJr165ShCeILZ60vb29MWDAABQpUkSU8iz5jDp27IiEhATMmDEDp06dQvXq1XmvK+RBSbFixXDmzBlzQlQFNfZYiI+Px6RJk0Qrj2VZODk5iVaeueTe53Pnzo0xY8aYXI7Pb6Bly5a8e65aG2dnZwwZMkRnni39rz179lTl2GGFCxfmnN+sWbNs8/jsOy4uLli7dq2lYYmOa7wCYh1M/e70UwE+e/ZMFY2hCCHEGjEMY/K4mytXLowdOxbOzs6aebNnz+ZcVo33OMQ+PHv2zOIybKnhhi0+9yLEntDZlBATNmzYAJZl8fz5c/Ts2VPw+t27d1dNL5hvvvlG81rOixGuFFdy9uwSwtLPxcfHB5MnT8YXX3xh1nb5XljlyJGD8wGrNRByIzd9+nTN688//zzb+2L0ptuxYwfatGmDqlWrWlyWNjVUVsnJw8MDbm5unN+TPj6/gUqVKokRlqr06tULLVu2xN69e5E/f36d9yx9wPHDDz8ocpNZpUoVuLm5aaaHDBmC9evXyx6HJbTHjcvC51h88+ZNfPfdd1KEZBElexkTy5j63VWpUgU+Pj468yIiImzqARMhhMjJ1HE3JiYGxYsXx4kTJ+Dv749FixYZHC9VzHFnifKspcKDZVmjPav4XCP8999/WLlypZhhEUKI2aiyihATLL1IGTRokEiRWKZ48eIYPny4ItvOlSsXunfvrplu2rQpKleurEgsYpDioVCTJk0Er1OsWDHey6rpQZaQfWrq1KnYvHkzFixYgHPnzqFPnz6a99zd3fHixQtUrFjRoni+/fZbAJkPrD/77DOLytLG9/8Uq1egkgYNGoQdO3bwXt5UxYyjo6PVj83Gtc+tX78eBw4cQKtWrbK9t2HDBrO31bZtW9HGJwsJCTG5TFYP43z58mHNmjW4ePEili9fjkOHDmHJkiVWc3OfxZw0jAULFuRVMcuF0gASQ/j8JvR7V50/fx4nTpyQKiS7oKZrJEKIOtStWxdBQUHw9fUFANSrVw/h4eEYNmyYwetYtdz3E/tjaRrAbdu2iRSJOsh9jb1x40ZB98KEEOOosorYPL4tjNu1a8c5n8+JrnXr1pzzAwICUKhQIZ15LVq04BWP2C5evIh8+fJppuW+MV+3bh2WLVuG8PBwxMfHy7ptJfH5nJs3b44vv/xSlO2Fh4cbfK9u3boWlV2rVi2cP3/eojIAYT1IGIZBly5dEBAQgCJFimDZsmWYMWMGxowZg5MnT8LJyQkrVqywOCYgMzXbyZMn4e/vj+nTp2drvS4E3++zZMmSFm1HSUlJSThz5gw+ffqEZcuWwd3dnfe6ho6rISEh6N27Nw4dOoTixYuLFapV+Prrr/H9998LXs/Z2Rl79+5FiRIlRIlj2LBhmt7AJUuWzPbgZfv27Th//jwOHTqEq1evomHDhihatCgGDhwIb29vUWIwl7m9Gc05H4pxEyzVedjSCnyibr6+vihTpozOPFse348QQqTEdT7v3bs3zp07h+nTpwu6tjBnHEtCxGBpZZV2g1BbIHdlVY8ePTQNYAkhlqPKKkL+35w5c8xeNzQ0lHO+dm+iLPqpn+SiP1aHkIHmTQkODja5jLOzMwYNGgR/f3/kzp1btG3LwZKLHa6HkY0aNULJkiXRp08fxMfHIyEhQbQLKmMt/X/66SeLyv71119FGWDYknRnOXPmxOTJkxEWFqb5X729vQWnXTSkXLlyCA8PR1BQEPbt22dWGa6urujatSuv//Pw4cOS5reX8kK9Vq1aqF+/frZt8HkAbyiuKVOmYN26dWjcuLEoMVqTnDlzIjo6WvCDDu30lUIqPwyNkVW4cGGcOnUK165dw5UrVxAWFoZ+/fqhUqVKCAwMhK+vL/LmzQtvb2+jFWSNGzeW/aGNsQdKxgawlruySuob6O+++061qXaJ5RwdHbP1lI+Li8PDhw8Visg6PX36FC1btkSOHDlUmc6TiCc0NBSdOnUCAJ1xh4z59ddfpQyJqISh83FQUJDgsmrUqGFpOISYRYw0gLZGrdkLvLy8NK9//PFHBSMhRN2osopYpayUPbVq1cKBAwdEKbNq1apGe6UY4+HhgeTkZFHikEtkZKTOdNOmTc0ua/LkyZaGo2piX+AdO3YM9+7dw9q1a9GmTRvZxjYyt1KkVKlS+OWXX1C2bFlR4uD7oECIhg0bmrWefs9HbeZ+XmfOnIGTk5PJi+TRo0ejXLlyZm3DEmq4eDcUgxpiU7tFixbpTC9evFhwGQcOHEBaWprB93PmzIkqVaogX758cHV1xerVq3Hjxg3MmzeP9/7r4uKC8PBw5M6dGwULFhQcozkMxTZz5kyjn5OllaNcv9sBAwaYtZ4YnJyccOrUKUnKtkVqOu7wjaV///7IlSuXZjojIwPLly+XKiybFBUVhd9//x3p6em4ceOG0uEQM3CNN8ild+/e2LJlCy5duoS//vrL6DXj2rVr8enTJ7Rv3x4XL14UFE/z5s0FLU/Ugeu4W6FCBQUiIWoSFhamdAi8vX79Gunp6Qbfb9WqFT777DOMGTMGHz9+lDEyou/gwYNYs2YNtm/fjnnz5ikdDiGqRZVVRHUePXpk9P169eohKSkJ8fHxOH36tMkH/UIqGqpVq8Z7WX1cY15wXfyqpWVLo0aNEBYWhi+++AJ+fn4YM2aMWeWEh4dLUvlA1OPu3bsYOXKkaOXlyJFDtLLMkfWAj2EYrFu3zuiy2r0jtXuwGJOVbtPYQ0eGYQwOziw1qY9BfMrPmTOnpDGogVSf8+DBgzFr1ix06NAB69ev10k5ybXNjh076kz/+uuvaNmypSSx6evXrx/+++8/PH/+XJbtcR1bvvzyS0yaNMlgTzIAqF69Orp06aKZnj9/vsltae/fXJ97/fr1TZYh5b4oRhpNDw8Pmx9/w9XVFfv374enp6co5Vnay5dvZVWhQoXQs2dPnXnLli3Dhw8fLNq+PZkwYYLSIRAZMQyDGjVqoFSpUkb3sz59+mjer1mzJj5+/IiHDx/iv//+41x+9+7dGDFiBDZv3oz27dtLEjuRDsMwojVY4HPeJ+rn5uaG4OBg+Pv7q6oxizGmUgCmpKTg6dOnWLBgAQ4fPixTVMqS87vTTsU8a9Yso8vmypULffv2RYcOHazm90WUpd0bz55QZRVRla1bt6JYsWJGl2EYBtWrV0ebNm2MPnySmyUPnYylJ5IKwzAYM2YMEhMTsWrVKt7pCZOSkjQPwTw9PdGvXz8AwKZNm3SWmzt3rqjxKsmaLiQM/Q5ZllXN/yFFZZWQ/e/cuXNYsGABjhw5ohk02ZA1a9Zg3rx5CA4OxpEjRziXKVKkiOZ1mTJlNGM3cX3e/fr1g4+PD3bv3m3yWGdL/Pz8NK+nTZtmdalAzWFuGjZTv2VHR0dMnDgR27dvR69evUyWN2vWLDRs2BDu7u5YsGCBTT9M42q8wve4t2nTJhw7dgwXL17E6NGjTR6n9Hu46TP2PUp5LNaudLPU6dOnsXTpUtHKU5NmzZrh0qVLSE5Oho+Pj2j/Z2JiokXrC/lt+Pv760ynpKQgLi7Oou0TYov09ytD+xnXOdXBwQHu7u6c1y1+fn7w9fVFRESEqMdeIg39sf4stXDhQs1rZ2dnTJs2TdTyiTJ27dqFadOmWVVjXCG9g4cOHSphJPZp2LBhmtcTJ07EgQMHEBMTY7JRLCF8UGUVISqg3wKcD7Faw0qB62aofPny2eZFRUUJLrtz585mxSREpUqVss2rVasWrl+/juTkZBw5ckQzJkn79u0xePBguLu7o1OnThg4cKDk8UmB68LUzc3N7PKEVmIKWV6/xXvlypWNLq+G3iwlSpRAxYoVFY2EU/QTAAAgAElEQVShatWqCAgI4JX6y8XFBYGBgZg2bZpOpZS2lStXolSpUihTpgyWLVum2e+50giuWLECCQkJ+Prrry37J2SQtW+LUbkYFRWFY8eO4ezZswgODs42hp4tCgkJ0Zk2t/eqpSpXroyTJ0/i4cOHCAgIUCQGuVjyYIFhGDRq1Ag1a9YEkH28igYNGmjGo+jQoYPOIMrm9qI2VTHx6tUrk2Voq1GjhugPy7I+F1vj5OSEGjVqaM7vlvZyc3BwEHQtJ8b4j7Vq1cqWwlm7dS8hts7c/Zbr2FulShVMmjRJUDlZ5wtz8E1hSMRz6dKlbONKDR8+3OxUxSNHjsTKlSsREBCA48ePo3Tp0kaX9/DwMGs7RF5qadwpxOvXr3kv+/79ewkjUQ85vsd169YhIyMj2z1/y5Yt0b17d/To0QOfffaZZn7W2InaZsyYIXmchFgjqqwiVkf7ARFgeJB4QJ0tR8aPH6/T+tvcgRW3bNkiVkiC5c2bF+XLl9d5MOji4oKlS5fi4cOHiIuLQ4ECBRSLzxI5c+ZEu3btNNO1a9e26KGSlGmemjVrpqngLVCgABYvXmz0wszT01PT60cpS5cu5UyZKZeYmBjRy2zfvj3u3r2L27dv46uvvtLMt8abHW0XLlzA6tWrcfbsWbRu3Zr3ely/+awH3vXq1RMzRFUrW7Ystm/fjtatW8Pf3x/Tp0+XfJtqSTOrFDFbwVapUgXTp09HwYIFUbduXaxbtw5JSUlIS0vDtm3bLKr853tsyEopysf69etx6dIli9IZ2xP978CSfefAgQNISkoy2Eu+ePHiOumhGjRogDNnznA26hF63tDvXXXy5EmcPXtWUBmE2BKuh4F8XLt2jXe6Z0OEHEfkaHRIslu0aJGmMVadOnXQr18//PLLLzrLjB07lldZDMNgwIABWLBggdEUgFmNPyMjI3XGGiRECdZ+f8qXHP+nr6+v0ecaTk5OOHr0KPr374/AwECsWrUq2zJ8jzfEugUFBelUXBLTqLKKqFKePHkMvqd/Y27IwIEDMXv2bNke3vHdzmeffYbDhw/j+++/x9SpUzFz5kyJIyNCxcTEYMaMGZg6dSoOHjwo67aFXFgxDIO4uDj8888/uH37Nlq0aGH0JsjBwQFxcXE6Y9xIpWvXrpzzv/nmG8m3bYz2GFRS4/ou5b5BsCSGcuXKoV+/foJbDtt7hYm2Dh06YN++fQgPD4erqyuvdfRb/Qph7589V2WVJftcUFAQnj9/jnPnzqFy5cpwcHCAi4sLrzL5pAEUq+Le1dWVV0pIc9nD78qS/7Fly5Y6+63+dxEWFoY9e/Zg1KhRCAgIwO7du+Hk5GRWNgF97du3R4kSJXTmRUZGWlwuIdaAa7/levCnv5wYY/rxjYeLnPen5H8YhkHTpk1x/fp1nDx5EidPnoSrqys8PDwwd+5cVKlSBZ07d8b48eNF3W7z5s0BZDZUSEpKErVsQoSyl8oqOfD5LCtVqoSoqCjMmzePsxFajhw5JL2GJ+rQsWNH3Lt3T7S04/aQYpIqq4gqffr0yeB7fHvsLF++nPc4TFm4uudb0kPI0AmsUaNGiI6ORkhIiKZnmHbqFq70e1y0KwRKlChhMg2cUPZ6I5UnTx5MnjwZISEhqk9XxjAMSpcurfmdtmjRwujyjRo1wtGjRyVPxRcaGipp+fr4/Fa50vIJpd9roXbt2gaXVevNgL3u19ZCP40XpfXir0qVKkqHwEtWpZqDg4MoD8WkboBgi8cMKY/PU6ZMQYUKFQAA7dq1Q4cOHVC0aFEsXLgQCxYsMNqyUmhczs7O2bIIxMbG4smTJ8IDJ8QG8NmH9BsKjh49WpRtmxoHtXTp0ujatSuGDBkiyvaIeYoXL46GDRtq7sEZhsHYsWNx7do1bNmyRdJ7v4oVK/JKQ06Uo30MUeu9nCVs8X/iYk3/pzXFSszn4uLCu/GqNq77sK5du/LuxGGtqLKKqJLYA6DylS9fPsydOxcODg7IkSMHVq1aJVvKshEjRuDQoUNYv3497xQuq1atQlBQEEaNGoXjx4/Dx8dH4iiJ2jk5OXGmiDQ3H7s5+vXrx7vC1dosW7ZMc0xwdHTEkiVLDC6rhp5VxPrUr18fcXFx6NatG+bOnSsona0tVioIMWLECKVD0DD0XdSpUwdFixbVTM+ePRt//PEH1q9fr9Pi0tixZe7cuTrTP//8s4XRGmeLvysx0wDqq1y5Mq5evYqXL19ix44dBlNGirXNgQMH6owt+P79e6xYsUKUsglRM3P3oUqVKmHjxo1o0qQJBg4ciODgYFHiqVSpEgYPHmzw/X/++QebNm2y2lTp1k6pa3C69idqosbf4/Xr1+Hp6YlSpUph8eLFSofDm1ifpS1eZxNuJUuWFKUcFxcXhIeHG204be2cTC9CiDxWr16teR0ZGYmWLVsqEsfYsWMxYMAAODg4yH4z4e3tzWu5kSNHAsjsAaQ9DooaLz7snRIXH507d4a3tzcOHz4MAPDy8spWASz2b2XkyJHYtWsXatasiTlz5ohaNh9cn3ODBg1w+vRpzXTWfmOJxo0b488//8SRI0fQrFkzNGzY0OCyclVWNWvWDIcOHeK9vNRpSOiC23KdOnUye9wNe5aVakebms6LDRo0wMaNG3XmMQyDZs2aAQCaNm2KzZs3o3LlyjpjJ+obPXo00tPTcfHiRfTs2dOi1JF82EOOdbEbWDg7O5vs3c+VYtWc8UyKFi2K7t2766QEWbJkCcaNG6czRiohtiYjI8PsdXv06IEePXqIGE2mpUuXYty4cWjWrBnu3btncDm6VpKfWiqr6LtXNzVdN0pBjEwjYhs/fjxOnToFABg+fDg6dOhgcbpWOb5HW/+tEPE1bdoUFStWxK1bt5QORfXUd6QidsnX11dnoNmsBzdiMKdnVKFChQRXVIl94bl69WpN7B06dMC6devg6emJPn36YNq0aZzrWHLC5FqXLqat144dOxAUFISpU6diz5492d7//vvvRd1ecHAw/v77b+zYsUOn14CSwsPDNYMolyxZUrQBTL28vDB+/HijFVUAso0jIpVff/0VQUFBmDJlCq/lg4KCdFrh8zlG0sU4sQZcv2VT+6lUuM6fW7duRfny5Q2u8/nnnyMwMNBoRRWQ2YN20qRJiI2NNbmsGGbPni35NpSWda6QU8mSJeHn56eZDg4O5hx3jQ/9XoX379/Hjh07LIqPELX7+PGj0iFwKleuHMaNG6d0GIQQko0aH5Lv3LlTZ3rBggUKRaIMeuZmPxiGwZ9//okJEyZg1KhRvNYx9vuw5d8OVVYRxaWnp2PXrl06+TsdHBxEGyBaf/C5SZMmiVIuH5Y84O3Xrx9u3LiBM2fOYNu2bejduzdOnDiBtWvXGkzpZsn2bPlAZ01Kly4tSjn58+fH9OnTERISwvl78ff3R6lSpQBktgDv3r27RdtTY0qThg0b4vLly9i/fz+SkpIkG1DbEC8vL50xdL777jtJKn2yvmu+44SVLFkSp06dwo8//oioqCikp6fj888/11lG/8Gtl5eXaPES6Vjbcdzd3R0+Pj54+PChaGXOnz9f8zpPnjyyPDDku19bU6VvWFiY5nX16tV1xsi0BWJ9Fw0aNLBo/aioKBw7dgxnz5412BCJDw8Pj2wVszTeHbF17u7uSodArIhazsHWdq1mb2x9zCoAuHz5stIhGPXhwweLy7C1nlXt27eXbVtEfNq/FTc3N8yePZuzobF2g2IgM/OD/pjp5uratStiY2NFKUsOVFlFFOfk5MR5oB8+fLigsToMadu2Lfr27YtcuXKhcePGGD58uMVlyqV8+fKoX7++TT4IsxdCb0h8fX11Kg769OkjdkgAMnsPJiUlYevWrTh//jxiYmIsKk+NKQWAzJ4KX331FQoVKiT7thmGweHDhzFx4kTMmDEDGzZsUCQGLnXq1MHPP/+M/v37g2EYHD16VJOyysHBAdHR0TrLjxo1SqdCUvtBtj66CVeOtX32Dx8+REJCgqgPHAMCAhAdHY2goCAkJiaiSJEiopVtCNfnbm3fBZCZBrlhw4bw9/fHkCFDNPMZhsmWvpBksrRCiGEYNGrUCPXq1bM4Fv2Blg8fPoyLFy9aXC4hajVw4ECd1Jl+fn5Wcy9kjecIIg767onSAgMDdaYTEhIUikQ61lRZxeeYoH+NR2zTnDlzkCdPHgCZz8mXL1+OPn366KRkHzNmjFllMwyDbt26aVJuqh0lMieqpt/a3xwuLi5Ys2YN1qxZY3lARqjhwlPsk7Ia/id74+joiOPHjyM8PByFChVCQECAZNsqWLAgOnbsaHQZvqnllKbW32rRokUxa9YspcMwqVSpUrhw4QL27duH2rVrZ+tJlT9/fiQlJSE6OhoVKlTQSduqT63fBbEPDMOInuZULHI/RF24cKGgc8jYsWMxd+5czvccHR0xbNgwWQe+LlGiBB48eCDb9oSKiIiwuGeVmDp37owxY8YgNTVVM2/RokVYtmyZglGpT1paGiZMmKB0GEQEuXPnxpEjRzB//ny4u7tj+vTpuHbtmtJhAQDatGmjdAhEj1rGrCJEafv379e8vnjxIlq3bm10+bS0tGzzHj16pOrerbZ2P9qiRQulQyAi4zo3VK5cGYmJiTh06BA8PDzwxRdfAADOnj2L5cuXo3jx4hg8eLBF2/Pw8EBkZCTWrl2LM2fOmP8PSEydTeEJsRFyX5yKPWYVsZw5F0olSpTAnDlzMH78eLi4uEgQFX/642ColTmD0hNdZcqUwZAhQwym/Pv8888xceJEdOnShY4XKmXNN2ZNmza1uAx6EKWrW7duOqlILbVw4UKUK1dOtPJMiY+Pl6xsS/aVW7duIS0tTXXnRxcXl2w3sBs2bMCLFy8UikidVq1ahV9++UXpMIgIPn36hPr162Pjxo0ICwuDq6srSpYsmW05Q+nTpVShQgVND1VnZ2esXbvWrHKWLFmCRYsW4fXr1zrzqZW9cGo5V1vztZo9UMvvRC58xnR+9epVtnnJyckAMn/PsbGxmDdvHh4/fix6fGomZ88qe/td2gND32mlSpUwaNAgTUUVkPkcZsaMGRg2bBiv8caNbY9hGAwfPhynT582qxy5UGUVITaExqwilhg5cqTOdLdu3eDm5qZQNMLoX2gb6/lDCFGfrJQH2vLly6dAJOJQwzm1WLFiOHfunGjlOTs7IzExEVFRUbKkjKlRo4Yo6fHEli9fPsUbkhgyZMgQODn9L3HG27dvsWrVKgUjUh9rSgdOjPv06VO2ee7u7jrXgH369FHsXLJkyRIkJyfjn3/+MTut95AhQzBs2DC4uroiIyMDly9fRmpqKsLDw0WOlshFDdcHhGRJTEw0a72s33FoaCh69OiBcePG4YsvvsD79+/FDE/V5KysEmrUqFGqHabBHqmhsnHy5MlKhyAI/XqJoiIjI5UOwaao4SBIrNe4ceNQoUIFAJmtN2bOnKlwRPyVKlUKixYtwueff44vv/wSs2fPVjokVVDimEA34cQcXL8bMSta5Mb1/yixP+bOnVvU8vLnz4/+/fvDx8eH8/1KlSqJti2GYSRLO2jJd+Hs7CxiJOIqXrw4OnXqpDNv0aJF+Pjxo0IRESIdQ7/rmJgYbNq0CXFxcVi9erVo29NvwGUqlTaQOf5w8eLFRdm+o6MjqlevrjN2BeGPel8TPuzt+9Ju4GKIsc8kODhY8/rRo0dm9yK1FMuy2Lx5M6ZOnYpLly7Jsk01V1ZVqVJF1tTdRDiu349Uz1HGjh2L6tWrZ5uv5ud9VFlFZOPo6Ijhw4drUtJ4e3ujd+/eRtexpoeeaoiVxqyShxhjqalRiRIlcP78eSQlJeHSpUsoX7680iEJMmzYMNy5cwdHjx7VVLoRYk+s+ZjNFTvtx/ISo2JL7N+gmsaEypIjRw6lQzBKPz3h7du3JU2pSIhSDFUcOzk5oWvXrujUqZOoLcuXL18OV1dXAMD48eNRunRps8uy5vO1tVJLZZVU3/2AAQMkKZfYNnNTihkiRkMzc/aRlStXolu3bpgxYwY8PDxw9+5di+OwZizLYvDgwZypcYk6SHVOioiI0LzOnTs3UlJSDI5JPHjwYPj6+gpOl9yyZUuLYuSDKquILKZMmYK3b98iMjISSUlJePLkCQ4ePChaWgb9lm5FixYVpVwhuE70fFqqiMnQAa9MmTJmrUs3Utz8/f11UgANGjTI4LLW9hm6urqiVq1aVp1+ixB7VapUKaVDMMjeUlGo6djfpUsXzetcuXKhSZMmnMtwpWK0VVzfT6NGjXitq/YxEr/88kvUqVNHZ572jSshtoKrlbCUvv32Wzx69AjPnj3DTz/9JOu2ie0wZyzJgwcPShAJ4aL9TMQeelmZ27NKTde5gO7zmPfv3+v0+JKKmntWZRGzdzERlxi/n++//15numDBghg+fDhiYmIQFBSExMREo8N6FC5cGLt378bz588FbXfixIlmxSuEfT05IIpxcnLStETNkSMHihQpImorjjVr1uhMK9H9uGzZsihbtqxmulSpUqhZs6asMXAd8BiGofEKRFagQAEcPnwY3bp1w9ixYzF//nyDy6rtQk4M3377rc50t27dOJdr2rSpHOEQIygNoH3x8/ND3rx5NdN9+/ZVMBqiT6mHHkuWLMGAAQPQrl07HDhwgDMl1YYNGxSITDlc38XQoUN5rav2ileGYeDv768zLyEhATdu3FAoIkKkocQx1dXVFYUKFZJ9u8RycjciNSQkJETQb7dLly5o0aKF2dubNGmS2esS26T9++OzX3z48MGsspV09OhRybch1v9auHBhUcrRltVQrVWrVtS73ooIfY4ydOhQlCtXDkBmb/N169aBYRh0794d06dPR+XKlUWPMSAgQJJy9an7bovYPb6tV9u0aYOtW7di2LBh2Lp1K9q0aSNxZNkxDIPo6GjUr18f9erVQ3R0tOwna67tHT58GM2bNze5LtdnrZaLejVq2LAhYmNjMXfuXLtqjQ4As2fP1tyof/bZZwgNDeVcjs/vjhAinly5cuHo0aPo27cvxo8fj0WLFglaP3/+/BJFZn+4HmbmzJlTgUgyb4JXrlyJnTt3olGjRggJCdF5f9CgQaKltrOWymrtSt0saq+EEqJHjx7ZfoNCjwe26OTJk0qHQAhRwKFDhxTbtv79eenSpXHgwAF8//33CA0NRXJyMjp37ow2bdogKioKPj4+aNGiBVavXo1jx44hNjbWou2bGpNkwoQJFpVva9RS2SIl7esdPs979u3bx7tsMT4/e/gOtInZS8XR0RHz5s1DkSJFNPO4MioQeRnqVGCpfPny4fz589i5cyeSkpLwzTffWFymKXJlMaMn0UTV/Pz8MG7cOKSnpwOAwQG9gcxBbvkMdCslLy8vnDlzRrHtcx3w+J6c6tevj5IlS+L+/fsAgNq1ayNXrly4deuWqDES61etWjVcvnwZFy9eRJ06dQx2LbaWh5ZEXPS9K6tWrVrZehsbEhsbi+7du2um169fL1FUpn8X1vy74Tr3VqtWDTVr1tQM8tysWTMUKFBA7tA4VapUCYsXL0ZkZCQqVqyI6dOni1a2m5sbkpOTRStPKly9+23p4UiuXLnwww8/6OSoX7NmDWbOnMlZUWcPLl++jMaNGysdBiEA+J3zhgwZIkMk9sHDw0PpEHS0aNFCp7fUli1bNK/79+8vaywTJkzAxo0b7X6MHy62dF2gTWjPqtevX2ebZ83X7WIR6/dRqlQpxMTEYMGCBShbtiw2bdpkVjlPnjxBoUKFsjW+sqXGWLZErPSa+fLlQ7t27cQISVXoV0tkYe6BPH/+/IiOjka1atXQpEkThIeHixyZbbHkhOng4IAdO3bAx8cHX3/9NWJjY+kihBjk7u7+f+zdd5gUVfr//c+ZTBwyEiSDCkpGQVRAEEQRMJEGFCQoYURAUAT8riIoICpRQECyqLjmiGkNuKIi6Lru/tZ1VdZd0/LorooBqOePYcZpJnWoqlPd/X5d11zTVV11zt3dVdXd5+5zjvr06VPqGLhITscdd5ztEBCmQYMGaenSpbrwwgu1atUqX36NlYhKeq/cuXOnrrnmGk2fPl2///3vfY6qdOPHj9cHH3ygRx55xNVz9q677nKtLC8lw+ebCRMmhDRQ/O9//7MyTHZQTJs2TYcPH7YdBlCidu3aFdyuXr06w7e5yGbSwa+6i3tfq1mzZqn7tG3bVtnZ2dq7d68efPBBDRw40KvwECCHDh0quM1IOtFz89weMmSI3nzzzZh7UhaXmErUpGu843UpHckq+CKWE/HSSy/VBx98oFdeeSWqCUmTSaxdMtu3b6/nnntOTz75JM+1S5KhQawkx/4ysE2bNpYigZ+GDRsWMpzcoEGDLEaD0uTPbfP73/9eV155pacfmssq+8iRI57VbUvt2rV15513auHChapatartcHzRoUMH2yGEJRnemxs2bFhkjsnly5cn5LkWjhdffNF2CECpdu3apb/+9a/67rvv9M033+j444+3HRKicGwPzkmTJvlSb3H1lPYDhfxe1pJUtWpVXXLJJWrdurVn8cWLZGtAdjtZlWzPXzzgNUE8IlmFsLRo0ULLly+3HQbKMHr06JA5MS655BKL0SDZNWzYULNnz5Yk1ahRQ3feeafliOCHzMxM/eEPf9CQIUOUm5ur1atXF7vdWWed5XNksKms5EA8N6DzJfA38fJcFHc8xkvskcjNzQ1Z/utf/6oXXnjBUjQA8hV3DcrIyFCLFi1UuXJlCxElNj+v7wsWLFCdOnUk5Q2x17x5c1/qbdu2rcaNG1ewfMUVV5Q4j/fUqVP117/+VV26dAlZn4jvgyhdtMkqL3/0Ey8/KIqX8yVe4kxk4c5ZFS/Hvh9IViEsGRkZmjhxYtT7lytXzsVoUJKKFStq586dOu+88zRy5EjdfffdtkNKesn+hjN37lz99NNP+ve//60ePXrYDifp2Ppw2qZNG913331aunRpifP0DB061OeoEGTxPDxX+fLli6wr3LsQwZMs7809evRQy5YtQ9YtW7bMUjQASkODYmI4/fTTtX//fv3yyy+69dZbfavXGKPVq1fr22+/1cGDB7Vu3boSjymOtZIVfm6S4Xkqbg7PWCTDc5bPq8d67PCdHTt2DGu/kj7bJtNrEk+ClqwK2g/LSVYhLLGcNOnp6RozZoyL0aA0Z5xxhp588knde++9qlGjhu1wAGVmZjIetiVBHkKGD87JJZF7VtWsWVNdu3YtWG7Tpo1atGjhSV0VK1b0pFwkJmNMkaGhnnjiCX388ceWIrLj8OHDIXN0BNHmzZu1adMm22EACcnvz5ypqalKT0/3tc582dnZISOtRILP5smH7+jR8+p82bx5c8HtlJSUguE6o8V5HUxBe12uueYa2yGEIFkFT0ybNk09evRQq1attGXLlhJ/WY9gS5ZfHgOJYtiwYQW3mzVrRm82xI14TlZJ0iOPPKIpU6bo6quv1jPPPONaufPmzQtZ3rp1q2tlJ7PiPt+E+8vVeDNixIiQnn6O48Tc8BFvBg8ebDuEMnXv3l0jRozQ4sWLbYcCHyTLUKSILxyDyfccuD0MYFCev19++cV2CFHr06ePnn32Wc2ZM0evvPKKOnXqFNZ+Jf2gLSWFZn/EH9Lo8ESLFi10++232w4DsI6EH7y0Zs2akOX169erTZs2+t///qfc3NzAfGEoztlnn207BPjIGFPq9TDek1U1atTQHXfc4Xq548eP1549e/Tmm2/qoosuUt++fV2vw22zZ8/WLbfcYjuMUhV3LDZr1sxCJN6rWLGiRo0apbvuuqtg3bp163TzzTcXO4Rlovn888/10EMP2Q6jTPnv15MnT9a0adMsRwMgkZX0/SCaHllZWVn66aefYg0Jlrg9DGAy8fJ7du/evdW7d++wtx87dmyJU6+QrAqmoA0DGDQctQhLpCdNkBtIET4ulkCwHTvEamZmpmbMmKG5c+eqVq1alqIKT/PmzQviT01NLZJ4Q2Ip6/0knues8lLVqlW1Y8cO7d+/X0uWLLE2rFAk/u///s92CGWK9+RopCZMmBCy/O233yZNL71PP/3Udghhyf/uRMMh3Fa3bl1f6unZs6cWLFjgS12ITUltNWPGjIm4p02ijeKQLO1Y+UPjBnEYwG+//dZ2CGGxfazMnj1bDzzwgB555BGtXr3aaiwoXXHHiu3jJ+hIVsETZO+BPCT84KV4/5CzZs0affDBB/r73/+usWPH2g4HFrVs2dJ2CHBJWlqaTj311JjKiOXalpaWpscee0zPPvtsiT2H6tWrF3X58ah58+ZFeuUtW7Ys4T+jHDlyJG5Geoj393MET6tWrfTZZ5/ps88+86W+unXr6rTTTvOlLnijWrVqWrdunRo3bmw7FHjsqaeekhTMYQALz9mEkqWmpurSSy/VgAED+AyBhENGAWGJtBGRiyUAoCzGGLVs2VINGza0HQos+93vfhfyQ5ebb77ZYjSI1fLly0OW169fH9H+sXyOfOGFF3TBBReod+/e2rVrV7Hb3HDDDVGXH69yc3NDlt9//3298sorlqLxx7333quHH37Ydhhh4btTcunfv78yMjIKlk866SRXyz///PP1zjvv6Pjjj/f12ApqAjwRzq9Fixb5Us9ll12mjz/+2Je6YE9OTo4k93tWhXuu3XvvvWrevLnOOussV+v3k+3rSlCvt4ger+lvSFYhLKNHj45oe9sXbgBIdPzqEYmkYcOGeumllzRy5EgtWLBAM2fOtB0SYtCpUyc9+eSTGj16tNasWaORI0d6Us8555wTsjxmzJiQho82bdoU2eeUU04pcVisIA6H45Y+ffoUmZfr2KRiojl2qNwg47tTcqlUqZLuuusuZWVlqUaNGiFzyrmhfv36yszMlOTfsUUjm7emTZumLVu26MYbb4y5rG7durkQUZ5EuzPcBucAACAASURBVHYVfjyJ9tgK+/777yXZ+dzzxRdfaPTo0froo4/06quv+l5/ouCaG9+CeH257777bIdQgGQVyvT++++rUqVKtsMA4hIfIuCVtWvX2g4BcNVZZ52le++9VzNmzEjopEGyOO+887R27VqNHTs24i9k4W7fp08fjR49WpUqVVL37t3D6pHXp0+fEu9r37592DHGm5SUFE2cODFk3cMPP6z9+/dbishb8TYPXhAbLeCt8ePH6+DBg/r666/Vu3dvz+qJ5Ng6cOCAxo4dq969e8fFHInFOffcc22H4AljjHJycnTTTTdFvO+SJUsKbnfq1KnIsLBIXm4PAxiOpUuX0kbiAp7D+BHu+7Dt1/Tiiy/WzJkz1a5dO02dOrXYbbz6AeKxSFahVH/605908sknR7xfvH64RSjbF0sAodasWaMRI0bovvvu09lnn207HACwKiMjQ2vXrtV///tfvfTSS6pTp05M5SX6555Ro0apQoUKBcuHDx/WqlWrLEbkjb1796pp06a2w4hItWrVbIeABBLttaxq1apas2aNnn32WS1cuNC3et00btw42yEEztVXX6033nhDDz/8sF599VXmFy9Fsv1wwMaPww4ePOh7nYmoVatWtkNADIJ4rUlPT9f8+fO1Z88eLV68uNhtYv2uFS7epVCiBx54IOoLIMkqIE8QvrQhcYwdO1abNm3SkCFDbIcCABGJpuET7srOztZll10Wsm7NmjX66aefLEXknl9++UWHDh2SJN1444369NNPLUcUvrVr14bVYFi9enWtWbOmYLlixYpehgVErEaNGrZDKFYQGwX91rlzZw0cOLBgeMiyzJkzx+OIgi8ZjpvU1NSo9nv44Ye1ffv2IuuT4TmzZdq0aQW3GzRooEsuucRiNIhVWlpakeuxm0O0emHYsGG+1UWyCiXq0qVL1PuSrAKA2LRt2zZkeejQoZYiAYDYTZ48udhGkZNOOqnIunAaO1JSUqL60pTsDSnHDgX4zTff6IEHHrAUjTvmz5+vcuXKqXbt2nruuef0+OOP2w4pIuHODew4jsaOHatHHnlE8+fP17vvvquNGzd6HB2S1QUXXFBkXWmJDsdxdMopp6h169YF646dV9Brc+fOVe3atYusT/brfjQmTZqkrKws22H4rkqVKrZD8FW0PatWrlxZ7HdTzjXvLFy4UOvXr9ett96qt956iyHT45wxRvfee6+ysrJkjNH8+fPpZV8IySp4olevXrZDAIC4tnLlyoIviVWrVtXcuXMtRwT4b9myZSHLw4cPtxQJYpWRkVHsnFJvv/12kXVlNXZkZGRo8eLFql69umvxScnRG7pVq1ZFhpFdtmxZ3D72L774QrNmzdKRI0d04MCBUuckSxQDBgzQzJkz1axZM40YMULr16/XgAEDbIeFAHGjwTg7O7vIuttuu63M/Z5//nnNmDFDs2fP1o4dO2KOI1xPP/20Zs+erS5duqh58+YF68877zwadaNQq1Ytvfnmm7bD8F1Qewd6hXMjfqSkpGjUqFG6/vrrVatWLdvhwAVDhw7VV199pQMHDmjmzJm2wymTn8lorkyISL9+/fTEE0+UuV3lypV9iAZei9eGiyDhOUS0unTpor179+rdd99V165ddfzxx9sOCfDd5Zdfrtdee00vvfSS+vTpo0svvVRbtmyxHRZcVL58+Yj3+fnnnz2IJHnk5ubqxRdfLFh+++239eabb6pz584Wo4pOccMQJRNjjEaNGqW+ffvq0UcftR0OoJo1a2rBggW+13vuuedKyjsnXn75ZS1atEjly5fX9ddf73ssiSKcIQMTrSdNtMPixaugJqv+8pe/6MQTT7QdBuCK0q6TlSpV8jGS+EHPKkSkpEnWCnP7V64AkKxOOOEEDRkyhEQVklalSpW0fft2ffnll9q0aZMqVKhgOyT4INEav4LmggsuUIMGDULWHduLMV7wo6A8QTlnLr/8ctshIAxnnnmm7RA8VbduXd15552aN28eDYExaNy4se0Q4DG3k1VuvRdNnz7dlXIAxCeSVYhIixYtbIcAH9EAEDueQwBwT1AaZBG/OIbyfjk+YcKEkHUPPvigvvjiC0sRRS+ZPmeVNsx6RkaGj5Eg3p122mlq1qyZq2Um07mYLDIyMrRq1aqknY88GT4vBLVn1ZNPPlnifT///LM2btyo+++/X0eOHPExKgB+IVkFAAAAwHM0ZgbHmDFjCuZFlKRff/1Va9assRhR2RYvXqzy5curYcOGeuONNyRJH330keWo/JGZmal58+aVeH/VqlV9jKZkydC4GxR33313TPvnD5tXEl7L+NGkSRPPyr7yyiv19ddfa9CgQZ7V4bZoh7Q9+eSTQ5Y7dOjgRjiB5vawh+F8zot1m379+mnkyJEaMmSIrrzyyojiQ3RycnKKzHcKeIlkFVzHB9vEwWsJAAgSkh3Jgc8f3qtevbqGDRsWsm7VqlX65ZdfLEVUui+//FLTp0/XwYMH9dlnn+m6666TFHuDvZ+aNm0a1X4ZGRnavXu36z1hvNKzZ0/bISSFYcOGacCAAVHN++c4DtfZOHbs3J1r1671tL7s7Gxt2rRJtWrVCmv7/OuzLdEmYAYPHhyyPGLECNWtW9eNkJLGkiVLPC3/L3/5i55//vmC5bVr1wb2c0uiaN++vTZt2kRiEL4iWQWgRDQKAgAAv3nZiEoD7W8mTZoUsvzvf/9bv//97y1FU7p169aFfC599dVXLUYTnSFDhkS134033qjWrVu7HI13br/99iI9FOC+ypUr65FHHtEPP/wQ8b5efMfje6N/hg0bppUrV2rYsGHatm2bevTo4XmdmZmZmjVrVpH1xb2ntmrVyvN4vJCZmVlkec+ePVq4cKGliOLToUOHSr0/ls9hL7/8cpF1JKu8sWXLFj388MN6/fXXlZJC6gD+fofiiIPrLrvsMtshAIHBFzcAAEpXu3btkGVbww2V9Z7drl07nyLxR7t27dS1a9eQdcuXL7cUTekSYV6KaOcGiacEqzFGbdu21XvvvWc7FJSC7yfxzRij8ePHa+vWrRo6dKiv9YYjkY6v2rVra/r06bbD8IwXr9W///1v18uUpG3btmn8+PExlRFNcj9Z5eTkaODAgSFDRiM6iXRN9AvJKrhuxowZtkOAS7ioxi4ocwgAQCIoqaFkzpw5PkcCN23cuLFg2J7KlSvrpptushzRbypVqiQp7xfWK1assByN+3Jzc0OWX3/9db377ruWoinezz//XOw5XtocTracfvrpJd4XT0mnaCXDY4wHZb0OjuPoxBNPjKkMJJ969eoVWRfuvE6jRo1yOxwE1P79+z0pd8SIEcWuj6TNKpphUxPBwIEDbYcARIRkFSL2yiuvlHr/sb+OBZLZhg0bQpbnz59vJxAASFDbt2/XzTffbDsMhKF9+/bFru/Tp4/eeOMNrV69Wnv37lWjRo38DawUe/fu1caNG7Vnzx516dLFdjiuu+iii4rMybFs2TJL0RTvoYceKnb97NmzfY6kbP369Sv1/gYNGvgUifsGDBhQ5jbjxo2TRKLDtnAab0eNGhXyo7prrrnGy5A8FS/zucW7/v3767jjjitYHjJkiK655pqCH3VIJf+IYNGiRbr66qtjjqFJkyb6+uuvdeONN+q2227Tjh07imxT2vGfqG1V0fbc3bVrl8uReJesKqmH9c6dOz2pL5Ek6nHvl5YtW9oOIemQrELEzjzzTL355pu2wwDiQu/evXX99derWbNmGjZsmCZMmGA7JACIW8U1QJx99tkWIkE0zj333JC5dwr3lunUqZPGjRunxo0bexpDpI3oTZo00WWXXZawX1TT09N11VVXhazbtm2b/vOf/1iKqKicnBzbIcTMGKOrrrpK5cqVi2rfIChuKKwNGzaoWrVqkqSRI0fq1FNP9TssRMFxHJUrV05vv/22rr32Wt15551atGhRzGXakoi9XoMoLS1Nu3bt0sSJEzVnzhytXbtWVapU0Z49ezR79mxt2LBBM2fOLPaaValSJS1ZsqTgehGLGjVq6KabbtJ1110X8RBl0c6nN2bMmKj280uNGjUi3ufPf/6zXnvtNddj8SpZVZK//e1vvtYXj9wYSplRl6LHcxe56NLvSHqnnnqqmjVrpo8++sh2KECgpaWl6dZbb9Wtt95qOxQASEhBachNdj179ixzG2OMXn/9dd1///2qVatWmb1QvBCvE797aezYsZo7d65+/fVXSXnD7q1du1bXXXedlXj+8Y9/aMWKFapdu3ZCDF1ToUIF3XTTTapdu7ZWrlwZcq5MmzbNYmTha9KkScFQnYV1795dn376qX788UfVqlXLQmSIRn7DWZMmTWJOUtm2cOFC9e7d23YYSaNx48ZF5jZs1qyZ5s6d60v94TT6ljYM/+TJk/XCCy9EXO/s2bO1du3aiPfzS40aNfTFF19EtM/ixYs9icXvZBWJgLLxHMUm1u+aPP+Ro2cVorZ7927bIQAAgDhwxx13hCxffvnlliKBVzp27BjWdhUrVtTo0aN1wQUX+JJovPbaawtu169fX4MHD/a8znhz3HHHadCgQSHrVq5cqUOHDvkey8GDB9WkSRMtXrxYM2bMUIsWLXyPwW3ff/99QVKqW7dumjZtmmrVqqVevXrFTbKqpCGmjDGqWLEiiaqACWfOqljLONZJJ50U0fZuSdY5aOKVH42+t9xyS4n3nXHGGVHV27Bhw1LLta1mzZoR7xNN0i4cJKuCh+coNvwwMo+fzwPJKkStatWqgZoAG+7jTQ0A4IZRo0YVzPfTrFmzqOeaKe5DMu9VKM2CBQu0bt06zZs3T2+//bbS09NL3DaZj6Xc3NyQ5c8++0yPP/6473Ek+rCeqampuv322/Xll19q586dqlOnju2Qwsb1N3F48bpNnjzZ9TKBYx177BZ3LJ9wwglauXJlsfvH0tga5Hl/ohkGMCXFm+bgspJVbl9/3BjiLtFF+hwF+Vi3IdZjNlE+K/n5OEhWAQAAwFNVqlTRK6+8on/+85967733mAw9AQX1V4cpKSm64oordMMNN/DluxSnnnpqkd5xxw715Ic//vGPvtcZCRtzMgX13ELyadGiRbG96M466yxlZ2dbiAjxwu/r2Pjx410vM8jX4miSVV49Hjd7Vv39739Xx44dVaFChRK3SZREgJciSVZVqFAh0ENe2hDkcz9RkaxCTCKd0BIAACSntLQ01atXT+XKlbMdCjxAY0F8M8YU6V314osv6oMPPrAUUTC9+eabtkOwhnM8cUT7WqamphZJYjdo0ECbN292IyzAc6U1OpfVIB3kButohgH0qmfVl19+qZ9//rnE+yN5Hm+99Va98847+vHHH0vchvemsg0bNqzMbfbs2aOPP/5Yn3zyiZU5ZYOsuGN2+vTpBbcbNmxY6v6JcowyDCDixpgxY0LGMO/Tp4/FaAAAAABEY/DgwUUavGz0rgLgrVjmrLr00kvlOI6++eYb7dq1S/v27VODBg3cDhEJqmLFijHtH+t8a7E0Ggc5WRWknlWS9Pnnn7tSzrp168rcJlESAV7q1atXWNs1bty4xGOpadOmboYU92677TZt3rxZixcv1p49e2yHk3BIViEm1apV0/r169W0aVN16dKlyATqiG+88QMAgHAEuREnXAsXLgxZDueXqIkkMzNT48aNC1m3adMmffvtt5Yiij/ly5e3HYJnEuEcRx43vuNVr15dXbp0UZUqVVyIqGyvvvqqL/XAW/fcc0/Icjy9zwb5Gli5cuWI9/Hy8bgxFGBpvbMKo82qbG70ouvYsaNOO+00F6KJP8U9fykpKRo+fLimTp2qatWqlbo/x2jkSFYhZiNGjNBHH32kXbt2qWXLlrbDAQAAQIK49tprQ5bXrFnjWV3du3fX5ZdfLilvbpbZs2d7VldQXXXVVUpNTS1Y/vHHH7VhwwZ7AcWZUaNGKSMjo2DZjVEngtBAWr169Yj3iWR+r8GDB0dcPqIXyfwlgJt69Oiha6+9VnXr1tX555+vu+66S7fcckvYiX6bjb5BuBaXpPD7drhsJavCfQ0nTZoU1nZcz/zzwgsvqE6dOrbDgCUMAwggEPgFAAAACIdXX2AmT56sdu3aScpr+B8yZIgn9Uh5jT0bNmzQr7/+qg8//FAnnXSSZ3UFVf369XXhhReGrFuxYoUvjUGHDx/2vA6vVa5cWdu3b1fr1q119tlna9myZbZDcsWSJUsi3mfVqlXq1KmTTjzxRK1evbrUbbdv3x5taEhyhackQHDlf0ZIS0vTokWL9Pnnn+uJJ55QzZo1NWvWLP3www8F7/WlibV9IpbPKkFOVkXTcyboPavWrl0b1na0WfmnQoUKevTRR22HEXcS5Rj183GQrAIAAAAQSPXr19fbb7+tgwcP6umnn1alSpU8rzMtLc2zicfjQW5ubsjyRx99pGeeecbTOvfv368OHTp4Wkeswj0mLrzwQu3bt08vvPCCmjdvHnO9NhtI27RpozvuuEMdO3aMeN927dpp9+7d+vDDDzVgwAAPokO0Yp33J0jiaRg5xO7Y4e5KO5YrVKjgat1BPieiic1WssrteulZFZ6yekiHm4jo1KmT+vfvLynvc9E999wTVc++ZJIoySo/Je+3MABlCvIHMgAAkBxSUlKUlZXF5xKfnHnmmWrdunXIOq97CN11113at2+fp3XE6v7777cdgu/27t2rKVOmcO4lmGgbzoLW4LZw4UJffsAAf4RzfN19991lbpN/veratWvMMSWyoPesClfQrktBtXnzZtfKevjhh/XGG2/oz3/+s8aMGaMrr7zStbKDiM9AeRgGEEAg8MYPAACQXIwxReaKeOaZZ/S3v/3NszrvuOMOz8p2w6JFi3TRRRfZDsOq4hopwv2uwHeKYLH9ekycONGVcuhVlVjCOS7POOMMz+soSaL1uA76nFXhomdVePr27aunnnpK119/vU4++eSYykpJSVHnzp11wgknuBRdsMV6rth+z41HiXW1BQAAAOA7fnWYWHJyclS1atWQdStWrLAUjX3XXnttQUNlRkaG5WjsaNeuXcgwQvXq1VODBg3C2peGmmCJ9vVw6zp//fXXu1IOgsnLzwPHJoyKa3T3ah6zIH/OiadhAN1Gsip8ffv21a233qru3bu7Wm5x7ymzZs1ytQ4kF5JVAErEF0sAABCOatWq2Q4BLipfvrxGjx4dsu7ee+/V999/bymi4NiwYYOv9cXSoJidne1aHOnp6Vq5cqWqVaummjVrauXKlWH3NGCoNn+50QjtVUN25cqVVb9+fVfKCnLyIJn5Ocxk48aNNXTo0ILlWbNmFcyfU9zxwTHzGy+fiwMHDujHH3/0pV7arNzh9vM4ZcoU1atXz9Uy4xXHaORIVgEAAACIyCWXXFJwOzMzU+PGjbMYDbwwYcKEkEal//73v9q0aZPFiIIhnoYD/OKLL7R69eoS769QoUJE5Q0aNEj/+c9/9NVXXxVMsB6OihUrRlQPvGVzzqoqVarEXAbiTzgJimiPry1btuj555/X66+/rltuuSWqMqSyYwzyMIBB61kl+de7ip5VkSvuWI7leChu3+rVqwd+LlIEV3CvtgAAAAACacWKFRo+fLjOOeccPf300/ScSECNGzdWv379QtYtX7486X8hmpmZqSVLltgOIyxZWVkRJ6S8kszDSPqtrHM02c9hBFO0x2VKSop69uyp008/3eWIQiVaryxbySq3rz9czyLXqFGjIuvatGkTdXklvQbVq1dPiHmtmLPKfySrAAAAAESkVq1a2rx5s5577jn16NHDdjjwSG5ubsjyhx9+qBdffNFSNMFx9dVXq3LlyrbDiCtB7pWQbMLpiZBoDfPwT5CPnczMTNshJI146lnl1TxnQVXcOZo/fGYyev7553XKKaeUeH+Qr2l+8vN54BMjAAAAAKCIXr16FflV7LJlyyxFEywNGjTwpR4aSRCpso6ZaH/lzbEIL/nR+yArK0uDBg2Kat8gJ9wZBjB6lStX1jPPPKO+ffsW2+MIia9nz55q3rx5iffTs8p/wb3aArCOiyoAAEDyMsZo0qRJIesef/xxffLJJ67V8dhjj7lWlp8SoeHez8dQq1Yt3+qCN/huiHDYnBMtHJs3by52WNJWrVqVul8iXPMLs5WscrteN46bnj176qmnntKaNWvC2r5Xr14x14lg4f0tWEhWAQAAAACKdfnll4fMSXbkyBHdfffdrpU/bNgw18pCUUFpYO3fv79q1qxpOwwoPhvl4jFm/CYo1yFJysjI0IQJEzRlypSCdS1btlSfPn0sRuU/r1+Tzz77zNPy88V6bYjmeViwYEFMdSK+0LPKfySrAJTo2C7y5cuXtxQJAABSkyZNiqyrWLGihUiA5FGpUiWNHDkyZN3atWt18OBBV8r/4YcfXCkH0bn00kt9qSctLU0vv/yyL3WhdOE0nAUpuVCSeIgR7mnWrJmr5d1+++3asmWLli5dql27dpV5PAX5eIunYQDdbrg/fPhwTPsXjiec5+T1119X+/btY6ozmcRLosbL8yFenoMgIVkFoES5ubk6/vjjJeVNuLht2zbLEQEAklnDhg01cODAguVx48apXLlyFiMCksPEiRNDlg8cOJAwnwtbtmwZ1X5+NVx6XU/h3gVea9mypU4++WTf6kPxwmk486pxLdofPxZ3HtAAGEzRXrOKez2rV68uKa831D333BNTXMdKSUlRTk6OcnNzlZ2dXeb2QU5WRcPrObj279/vyznKdcC+oL4GzzzzjNatW6eqVauWuW1pjyHRzv14QLIKQImqVKmivXv36v7779fbb7+tAQMG2A4JAJDkHnzwQe3YsUOPPvqoVq1aZTscICmccMIJ6t27d8i65cuXB7aBIhJr166Nar+5c+eGLF944YVuhOMrY4zq1KljOwz4zM/z9rrrrgtZjvZ9OxGuNYjcvn37tG3bNu3Zs0fdu3e3GkuQG6yD2LPq+++/13fffedpHVL414ZRo0YVuz7Ir6tX/Lye2nx+mzdvriuuuCLmH8kwDGAeP19LklUASlWtWjUNGjRIbdu2tR0KAABKS0vTxRdfrP79+yflF0zAltzc3JDlvXv36vXXX7cUjXu6dOkS1X59+/bVRRddJCmv1+dNN93kZli+sNGAkiiNNvHk2CF0R48e7VvdU6dO1fnnn6/69evr+uuv1xlnnOFa2XwGSCzFXRvq1aunoUOHqlWrVhYiCpVox5sfj6e4oQDdrjfc95Tp06eXuU2jRo1cqw95on2+/BqiGMGU5mZhxpiP3SzPJ47jOE1tBwEAAAAAQdW3b181adJEH3/821e+ZcuWudr4HE/S09O1Y8cOfffddypfvrwyMjJsh1Qs5pzFqlWrdPHFF+t///ufBgwYoB49epS5j1sNyrVq1dITTzwR9f4pKSnaunUrwwAmgaC/niSrIrd//36dcsopIevcfp3DLa9BgwZlbtOsWTOdc8452rlzpyTp7LPP1osvvhhTfEEUD8fy/fffrwcffNB2GK4I+rUtXH72bnU1WSWpkSRHUvCP/N8kxlEDAAAAAB5JTU3VxIkTNW3atIJ1Dz30kD7//HPVq1cvqjKPHDniVnhRWbFiRan3G2O0devWUu+vUqWK22EVqSMa7dq1kySdd955ys7OLnY4JmOM740oidJoE2THHjPnnHOO/vGPf+jbb79VkyZNAtFQ2bNnT73wwgtlbvfWW2+pffv2eu2113yICl4J55gL+rUhCOdNSYI4DKBUfM8qt4V73IT7eB9//HFt27ZNGRkZOuOMM8LqbRVvgn6uSe4enzbnaYxny5cv16RJkyTlDak4bNgw3+r2ahjAeHiV4yFGAAAAAAiEUaNGhfTUOXz4sFavXh11eUuWLHEjrKhUqlRJ48ePl6QiCakbb7xR27dv1+7duzV06FAb4UVs48aNIcsrV66UJGVkZOihhx7SqaeeaiOsImgQ8l5xz3H16tXVtGnTsBsAvX6dli5dGtZ27du3l8RxA/uCnKyKhq1k1Y4dO1ytw+0fvWRmZmrUqFHKyclRWprb/TsSU6Jfn5N1zqqJEyfq5Zdf1ubNm/XOO+8oPT3dt7q9PPPmSTrkYfmxSJM0y3YQAAAAABAvqlatquHDh2vNmjUF61avXq1Zs2YpMzMz4vKmTp3qZngRufrqqwsaIC666CKNHj1aTzzxhM4880xNnTpV2dnZ1mIrLNxGkhEjRujnn3/WH//4Rw0cOFCdO3cuuK9nz5568803E66xFfGrZcuWtkNAwAS9QTfRrp82klVPPfWUPv/8c1friPW4SbTXFUXVqVMnpv3DOUbS09P166+/xlRPEHXr1s1KvV4kq4zyei3NdRznFw/Kj5kxJlMkqwAAAAAgIpMmTQpJVn311Vd68MEHNXz4cItRRW7KlCkFt7OysrR27VqL0ZSsY8eOYW1njNHYsWM1duxYjyNCMvCjAff4448vdZiwwglwGpQTH8mq6MXLMIAjRoxwvY5Yj5tI9w/6cWqD3+dGw4YNVaNGDb3zzjthbT9v3ryY5r8K5/Ft375dF198cbH3ccxEzothAOPpVYinWAEAAADAqlNOOaXIJMvLli2zE0yUcnNzVb16ddthFOvmm28uuH366afrjDPO8KwuG42vNNp4L8iN6oXVr18/7Ps5bmBbvJxX4bKRrDpw4IDrddie+xL+X59TUlL08ssvlznvaH5czZs317Zt23TWWWeVuW20LrzwQq1Zs6bYOnj/ipwXyap4uoLHU6wAAAAAYF3+hMv5du/erd27d1uKJnLnnXee7RBKNGfOHD3//PO6//779eKLL3reoFihQgVPyz8WjTbxy+/X7p577in1/kRLHiQ7rg3RC2rPqn/+85+ev64MAxi5jIwM3+oq7vWZMmWKPv30U/35z3+OqkxjjCpWrKgJEyYoNTU1rH2GDh2qP/zhsla2hQAAIABJREFUD6pbt25UdYYT09ixY3Xfffd5Un6ycTtZddPRv5sV3PmqpLzYCscKAAAAAAjDgAEDdPzxx4esW758uaVoIhf0xqmePXtq0KBBUc0DFqlatWqpa9euntcDRGL+/Pkhc2UUd86S3Igf4Vxzg/56pqR48Vv/xPbTTz/pm2++8bQOL4+bRL3uDB8+PCRhVVqPIy/ccccdatCggU466aSo9g/3XCzu9WvUqFFUdYYr6J8v44WrV1vHcW4q9BfYvpiO4xwuHKvteAAAAAAgXqSlpWn8+PEh6+6//3599dVXliJCLB599FHbIWjkyJG2Q0gYzZo186RctxvhSmv0nTp1akiDZCI0EKN0derUsR1CqWiEDs+xiYTS5qVzQ6TXhmPn11y8eLGb4cSF7OxsrV+/Xo0bN1aHDh20dOlSz+ry4ryJpcwlS5aELN9yyy2e1ifx/hWNhPtpgDGmtu0YAAAAACCRjRkzJqTnzy+//KI1a9ZYjCh8NDrmyX8e/Jy/q6RGm1mzZumEE07wLY5EMnny5ILblStX1rhx4yxGEz6G70Jhd911V8jynDlzYiovmY6PaB6rV3M9HTvMWtCSVXPmzClI6Pfs2VODBw/2IqzAy8nJ0ccff6y3335bbdq0sR1ORMLtWVXcsdGhQwdt2LBBvXr10rXXXqtp06aVWU4k51ei9sbzWyCSVcaYVGPMjfl/UZYxyxjzoaTPjTHR9SUEAAAAAJSpZs2aGjJkSMi6VatW6ddff7UUEeJZs2bN9P7772vUqFG2Q4k7ixYt0oIFC5Sbm6vdu3f7Pg9ZtGbMmFHifeHMQ0IDYDBFmyTq0KGD7r77bnXu3Fljx47V9OnTY4rD7eMj0YYB9Or8OXaI4PxkVeGkupsiTbq1aNFCf/rTn/TVV1/pueeeK/V6SeIhdl48X4Vfl0ivN8YYXX755dq5c6cWLVqkrKysMvcJd14sScUO3xwv78lBEpSrbZqk30n6v6N/0fhI0gmSjKT4+CkRAAAAAMSp3NzckOXPP/9cjzzyiKVowpdMv7gPmn79+pV4X3p6urKzs32MJjGkp6drxowZWrp0qae909xudGzVqlWJ96WlpYUsc87Gj2iPE2OMrrrqKr3xxhtas2aNKlWq5HJksQnyMRiknlXFJav27dvn2VBz0RxvmZmZqlmzZsIlIG3xO4HXpEmTsOp245xt1qyZ6tevH/b2VatWVadOnQqWmzRponbt2sUcR7IJ2pkZy5H0gKTPj5ZxsTvhAAAAAACK06FDB3Xp0iVk3bJlyyxFEz6v5vRB2WbMmKGqVasWLN93330Rl1G5cmU3Q0IxgtYwT28GwF1+9qy6/fbbPalL4tqQjBYtWhTWdpEcG8Vt265dO23cuFH9+/cPuxxJ2rFjh3JycjRo0CA99dRTgXs/jQdpZW8SHxzHcYwxf5A0TFI9Y0wLx3H+n+24AAAAACBRTZo0SW+88UbB8quvvqp9+/YFdg6EgQMHqnHjxrbDSFq1a9fWvn379Pjjj6tVq1bq1q1bxGU0bNjQg8hQWDw0ANMACD8lWi8cP3tWeTkMmpfXKq4x4SnteXL7OdyxY4datmzpapkl2bNnjyTp0KFDat++vfbs2aOUlBRt2rSp1P0aNGigLVu2+BFiwkqsq630VaHbra1FAQAAAABJ4JJLLtFxxx0Xsm758uWWoild3759tWPHDtthBIathrjjjz9eEyZMiCpRBXvcPl4iaWRm7hjYFrRhCQuL5tz0s2fVN99840ldEteBICjtNYjl9cnIyCiy7uKLQwdSc+t9qbSh+tLS0rRr1y49/fTT2rt3r3JyclypEyVLmGSVMSZd0hmFVtW1FQsAAAAAJIOMjAxdeeWVIeu2bt2qAwcOlLqfl41XxenUqZMeeOCBiCbKRjDxa3c7bDYK0yAdPxL1/OzYsaMaNWpkOwzX+JWs+vzzz/Xll196UpfkXQ+xknAt8s+xwwTfeeedEe0fybXommuuUcWKFQuWb7755pD7MzMzde655+qUU06JKAZEx/dhAI0xZxWzOuOYbc5UePNXGUnZkppKGi6pbaH7vOtnCgAAAACQJF155ZWaN2+eDh06JEk6ePCg1q1bp+nTp5e4z9q1a/0KT1OmTNEdd9zhW32IXqI2dMcbP16HWOvgWIGfjDF6+umnNWfOnITooevXMICHDh3SP//5T0/qkhgGMAi8mkfyggsu0PTp0/XYY4+pa9euGjNmTJFt3OrVVaVKFb3zzjtav369mjZtqtGjR0cVM9xhY86qlyWVdsSYo9tEyhxT7idRlAEAAAAAiECdOnV0ySWXaPv27QXrVq5cqalTp5bYk2nmzJl+hUeiCgigWBuZ6eEQTIn8upx44ol68MEHA5fEiCaew4cPexCJVKtWLaWnp+vXX3/1pPxjff31177Ug5JNmzZNixcvLjj3hw4d6kq56enpWrhwoRYuXOhKeWVp0aKFbrvtNl/qQumCOgygieAvn1No+Y+S4v6nDsaYccaYn40xjWzHAgAAAAAlyc3NDVn+5JNP9OSTT1qKBvEqaI3AySqREw4AVNAT2m0pKSmqX7++J2UX57XXXvOtLolrY3GOO+44bdu2TW3bttUFF1zgW3JJKv0zA58n4petZFVpSadoy/paeQmqkZK6OY7jTxrfA8aYVsaY7ZJW65ghEgEAAAAgaLp06aL27duHrFu2bJmlaAAEXayNvjREBhOvi/+iec69SlZJRYcCjFccy+EbMmSI3n33XT322GO+JitLQ2Ixfvk+DKDjOEUSZMaYLEk/5m8iqUkERf4s6RvHcby70nrE5F35KkuqJul4SWdIOvvoH1dFAAAAAHHBGKPc3FyNGjWqYN3zzz+vDz/8UCeddJLFyJBoaED0Hs8x4h3HcOm8TFYFJVlRGMdD/Jg9e7btEGBZUIYBDEl3Oo7zaQR/X8RjouqoyyV9K+ljSX+QNE9ST5GoAgAAABBnBg8erOrVq4esW7FihaVoUBaGz4FNsR5j/GoepeH4KJ2XyaqsrCzPykZ8Kes8PPYz4gknnBBRsqpixYpRxYVgC0qyCqF+th0AAAAAAESiXLlyGjt2bMi6jRs36r///a+liBBvSJIlD5IJialcuXK2Q0g6QRsGMJFx3XLXqFGjNHHiRLVu3VozZ87U+++/r8zMzLD337RpU4n38XkifgUlWXVE0ivK6130iuVY/HZE0n8k/VHSnZK6SbrdakQAAAAAEIXx48crJeW3r5nff/+9NmzYYC8gABFLT08vsq5u3boWIikZDZHB1K9fP2VnZxcsd+nSxWI0KAnJqrJxjfFeuXLltHz5cu3bt0/z588v9r2nNOeee64mT55c7H0kFuNXIJJVjuP86jhOd8dxejiO08N2PD7a5DhOquM4NRzH6eI4zlTHcZItWQcAAAAgQTRo0EADBw4MWbd8+XIdOXLEl/ovvfRSX+oBEllGRoYuuuiiguUOHTqoTZs2FiMqiobIYMrIyNBDDz2kTp06qUePHlq7dq3tkBIePau8UaFChSLrgjgfVzJLT0/XXXfdZTsMuCwQyapk5TiOP9/YAAAAAMAnkyZNCln+29/+pp07d/pS9zXXXBPSmHTDDTf4Um88CuKvxsOJKYhxJ6KtW7dq8eLFmjdvnp5//nnb4SCO9OzZU7t379aLL76oli1bWomB60TpSFaVrXz58ho6dGjB8tlnn63mzZtbjAhIDmm2AyiJMSZVUmdJZ0jqKOk4STUk/U/SvyR9KOlpSa+R9AEAAACAYOjevbtOPvlk/elPfypYt2zZMvXp08fVem644QbNnz8/ZF16erreeecdbdiwQXXr1lVOTo6rdSaSoA3rFq7OnTvbDiEpZGVlaerUqbbDKBHJCCAPPau8s2nTJvXq1Uu//PKLRo4caTscICkErmeVMaaOMWaupM+UN3/VfEkXSTpd0gmSOki6QNIMSS9J+soYc4Mxpmj/TAAAAACAr4wxRXpXPfXUU/r73//uaj1jxowpdn2tWrU0Y8YMDR8+nAbtQm699daQ5bvvvttSJNHLysrSnDlzbIcBIOCSaZjISOf5kUhWhSstLU1XXHGFrrrqKmVlZdkOB0gKgUpWGWNGSPqzpBsk1ZFU1jcLI6mapLmSPjbG9PU2QgAAAABAWYYPH67s7OyCZcdxtGLFCtfKX7p0qapWrVpkfZ06dVyrI9FcffXVmjRpkk4//XQtXbpUXbt2LXHboCX5tmzZopkzZ+qtt96K2x5hCJVMyQTAS5mZmRHv42WyKmjvH7Dn2HlEi5sHzA3VqlXzpFzYEZhklTFmqaQNkrKVl4TK/+SSf/vvkt46+v9n/ZbIco7erinpUWPMKP+iBgAAAAAcq0KFCrriiitC1q1fv14//PCDK+Ufd9xxqlKlioYMGVKwrn///kx+Xory5ctr2bJlev3115WbmxvIBsWSYsrJydH8+fN18skn+xwRAARX//79lZGREfF+hw8f9iAaINTUqVN13HHHSZJSU1O1detWT+q57bbbPCkXdgQiWWWMGSxpkn5LTOUnoN6QNFhSFcdxWjiOc5rjOC0kVZZ0nqQHjxaRv0+apHuMMe4Ohg4AAAAAiMjEiRNDkg/fffedtmzZ4krZ+eVu3rxZW7Zs0caNG7Vjxw5XygYAxLcgJuO9cOqpp0aVrAL8UKNGDb333nvasmWLdu/erQEDBnhST/v27T0pF3ak2Q7gqMlH/+cnqQ5KGu84zqbiNnYc55CkZyQ9Y4zpImmLpEZH90+RtNQYc6JDv/IijDFl/dTwOF8CAQAAAJDQmjZtqvPOO09PPvlkwbply5Zp3LhxrtWRlpamnJwc18qDXcnSwIzY0dwD5IlmGEDALzVr1uRzGiISiJ5Vklrrt0TVr5L6lJSoOpbjOG9I6iHp00Krm0k63e0gE8T+Mv7eshcaAAAAgEQyadKkkOUPPvhAL7/8cszlktQAAJQkmZKZ9KxCskum8z0ZBCVZdeTof0fSMsdxXotkZ8dxPpN0mULnuqIPIAAAAABY1Lt3bzVv3jxk3fLly2Mul2QVkNy4BgB56FkFIJEEJVn1jfISTVLekH4RO5rgerdQOeVciCsRHV/GXyd7oQEAAABIJCkpKUV6Vz3yyCOWokG4SAQAQHwIWs8q3j/gN465xBKUZNWHhW5/HEM5bxa6/UUM5SQsx3H+WdqfeN4AAAAAuGjkyJGqWLFiwfKRI0dK2RpBwJA6CJL69YtOvV34mgIcK1karx3HCVyyCgBiEZRk1UuFbmfHUM6hQrd3x1BOmYwxacaYrAj+gvJcAwAAAIBvKleurMsuu8x2GIgDydLAjMgSoo0bN1bv3r0LlgcPHqxKlSp5ERYQdxgGEEAiCUoC5QH9lmjqXdqGZWh39P/7juP8JbaQyjRb0sEI/s7yOB4AAAAACKRjhwIEgEg89thjWrNmje69915t2RLV7BFAQqJnFYBEEohkleM4nykvYWUkzTbGpEdahjHmbEldJTmS5rgbIQAAAAAgWieddJJ69eplOwyEyVYPJ3pWoSSZmZkaO3asRo4cqbS0NNvhIOCSaSjT1NRU2yEAgGsCkaw6apqkbyQ1kLQskh2NMWdJekh5iaotjuM87n54AAAAAIBo5ebm2g4BQEBUqFDBdgiA7zp06KD7779frVu3dqU8YwxJfgAJJUg/R5ko6QNJ3SSNNca0kvSPMParJOkC5SXeHEnljDGbwtjPcRzn8miDdRznd5J+F+3+AAAAAJBMzj//fDVq1EiffPKJ7VAAWNaoUSO1bdtWe/futR0KElCQEziDBg2SMUaDBg2yHUrSCPLxACBUkJJVs5WXbHKUNxzg6Uf/wmEK7XdxBNtHnawCAAAAAIQvNTVVEyZM0IwZM2yHAiAAnnjiCdWvX992GIDv3BrKMojDHZIYAhCLIA0DWFikV1vnmP8AAAAAgIAZPXq0ypUrF3M5NIYB8a9evXq64oorbIcB+C49PT3Q5QGALUFLVhmf/gAAAAAAPqtWrZpycnJsh4GAIgkJIBm41bMqX0ZGhqvlAYAtgUlWOY6T4vNfqu3HDAAAAADJZtKkSTGX0bZtWxciQUlIGgGIZ/3797cdQqnc7gmVmZnpanlAPGnWrFmRdXXq1LEQCdwQmGQVAAAAACDxtWnTJqb9L7vsMjVu3NilaBAkJMkAuGHkyJFq3ry5JCklJUVbt261HFEoelYB7snOztYNN9xQsPy73/1O5cuXtxgRYuHu1RERMcbUlfRcMXfVOmb5WWPMr8ese8RxnNneRAYAAAAA3snKytJPP/0U0T7vvPOODh48qNNPP92jqJCvuF8pA0C8KFeunPbs2aPnnntOjRs3Vrt27WyHFMLtnlUkq5Ds5s2bp5ycHBljdNJJJ9kOBzEgWWVXhqRWYWzXoph1b7scCwAAAAD4onbt2vr0008j2qd9+/YeRYOlS5fq6quvLlhevXq1xWgAIHYVK1bURRddZDuMYiVyzyp6yMKWli1b2g4BLiBZBQAAAADwFY1ZwXLVVVfpm2++0e7du3XJJZfozDPPtB0SACQselYBQPECm6wyxlST1FfSGZI6SjpOUg1J/5P0L0kfSnpa0tOO43xtK85YOI7ziSS+pQEAAABAKebNm2c7hISWnp6um266yXYYAJDQHMeRlNg9qwAgFoFLVhlj2ki6VtLFkjLzVxfaJFN5SatTJA2SdNgYs0HSXMdx9vsYKgAAAADAI0OHDlVGRoZatmypqVOn2g4HPqDHHYBkQLIKAIoXmGSVMSZF0ixJs5UXV/6nVOfoX+FPrU7+bke3HS1phDHmasdx7vEnYgAAAACAV7p166Yrr7zSdhiwbMSIEbZDAABX5Cfk3R4GMDMzs+yNACAOBCJZdTRRtUPSAIUmqczRv68l7ZP0/0mqKqmxpKbHbJcpaZUxpp7jOL/zLXgAAAAAgOvyh0tC8iiuZ9WqVassRAIA7mMYQAAoXYrtAI66UtLAo7cL96S6T9JpjuPUdhynt+M4g4/+by6ppaRFkn4+Zp85xpjhvj8CAAAAAEBYLrjggjK3IVkFSSpfvrztEADAVW73rCJZBSBRBCVZNa7QbSPpG0k9HMfJcRznreJ2cBznL47jXKe8pNWeo/vlJ6xuM8a4e+UHAAAAALhi5syZtkMAEACXX355yHL9+vUtRQL4x62eVfk/6ghSsoq5BwHEIijJqhP0W6LpB0ndHMf5Qzg7Oo7ziaReyhsmMF8dSd1cjhEAAAAA4II6deqUuQ09q4DEd+aZZ+riiy+WJFWsWFH33MM05Eh89KwCgOIFYs4qSb8ob84pR9JCx3H+EsnOjuN8Z4wZobyEVf43mpMlPe9qlAAAAAAAX5CsSj78Ij/5GGP04IMP6uOPP1aVKlVUvXp12yEBnnN7zqrMzExXywMAW4LSs+pr5fWqkqQd0RTgOM6fJO0qVA7DAAIAAABAnGrTpo3tEAD4wBijpk2bkqhC0nC7Z5Xb5QGALUFJVr1X6PY/Yyjn3UK3/xVDOQAAAAAAD61cubLE+0477TR17drVx2gAAPCHWz2r8nujMgwggEQRlGTVS4Vu14qhnMJX+1djKAcAAAAA4KHx48fr2WefVYcOHYrc9/LLLzMkXBLiNQeQyE499VRJDAMIACUJSrJqu6SDR2/3j6Gczsqbs2qX4zifxRwVAAAAAMAzvXv31lVXXVVkfVZWloVoAADwRmZmpubMmSPJvcR8/tyODANYOn4IAcSPQCSrHMf5RtJ65c03NdMYUzHSMowxQyW1Pbp4vYvhAQAAAAAAAEhyy5cvj3ifGTNm6K233lLdunU9iChYwwCSGAIQC3f7ncbmBknnSWokaasxZpDjOD+Hs6MxZriktcrrVbXQcZzXPYsSAAAAAOAaGrYAAPFiwoQJysrK0nvvvafOnTtr2LBhZe6zYMECT2NiGEAAiSJIyaoVkg5Iaiypn6QPjDH/CmO/SpJaK69XliPpTGPMK2Hs5ziO0y3aYAEAAAAAsevatavtEBAQJC4BBJ0xRqNHj5Yk/eMf/7AcTZ4g9awCgFgEKVk1XHnJJkd5iacmyktclSX/06xz9H+XMPdxytwKAAAAAOCpE088UUOGDNH27dslSXfeeafliAAAKFs4Cfa5c+d6HgfJKgCJIkjJqsIiSSSRdAIAAACAOLZt2zZNnjxZlSpVUqtWrWyHA0voWQUgnpR1zbrllls0a9Ysz+MgWQUgUQQpWfWZSDwBAAAAQNIxxqhz5862wwAAwDXnnHNOiffdcccdmjp1akzld+zYURLJKgCJIzDJKsdxGtmOAQAAAAAAAADKUlbPqtLunzJlijp06KBu3bpFVXdWVpbOPfdcSVJmZmZUZXiBHrIAYpFiOwAAAAAAAAAAiCexJKsk6ayzzoq67l27dhWUT88qAImCZBUAAAAAAAAAuMjLXkbly5cvuE2yCkCiIFkFAAAAAACsY/goAPEk1p5VbklNTfWlHgDwmqtzVhlj1h+96Uga5zjOYTfLd4sxJk3SmqOLjuM4o23GAwAAAAAAACB+eJGsqlatmg4cOOBqHH5IS3O1iRlAknL7SjJSeYkqSRovKZDJKkmpCo2VZBUAAAAAABYFocEVANwSzTWtU6dO6tSpk2655RZP6wGAIPJiGMB4ukLGU6wAAAAAAAAAAsCLnlVpaWmaMWNGmds5jlPmNgAQb5izCgAAAAAAAABcFE2yKpr5p4LUsypIsQCIP14MKJqf2r/HGBPkYQABAAAAAAAAIGJe9KyK12RVEGIAEP+8nP1uuIdlu8ERwwACAAAAAAAAiJAXyaqUlMgHwSJRBCBReJWs4ioJAAAAAADCRoMrgETiV88qAEgUbierXtFvwwACAAAAAAAAQMJhGEAAcJerySrHcbq7WR4AAAAAAEgONLgCiCdeXLNIVrmP5weIH5EPhAoAAAAAAOCyGjVq2A4BAFwT9J5V2dnZUe1XWgwkhgDEgmQVAAAAAACw7rLLLlOFChUKli+88EKL0QBA6YIyDGC06tev71tdABAOklUAAAAAAMC6cuXKaefOnerXr59GjRql1atX2w4JAEpkM1lVuOxoezPVq1cvqv0AwCuuzlkFAAAAAAAQrS5duujxxx+3HQYAxCyaJFJKSnj9ChzHiakeSapbt25U+wGAV+hZBQAAAAAAAAAR8GJ+ptTU1IjLDULPKuaqAuAGklUAAAAAAAAA4CLmrAKAyJCsAgAAAAAAAIAIeNGbqHPnzr7FwTCAAIKGZBUAAAAAAAAARKCsJFE4SaR58+YV3G7WrJkGDRrkehwl8SJZxXCAAGKRZjsAAAAAAAAAAEg2M2fOVOvWrfWvf/1LgwcPVlpa5E21bdu2japuelYBCBp6VgEAAAAAAACAi8LpZWSMUb9+/TRu3DhlZ2dHVU+NGjU0Y8aMiGOrVatWVPWVVB4AxIpkFQAAAAAAAABEIEgJmgULFkS0fe3ataPqxQUAXiJZBQAAAAAAAAAuClIy61huDwEY5McKIH6QrAIAAAAAAACAJMF8VQCCiGQVAAAAAAAAALgoyL2N6tSp40m5QX7MAIKPZBUAAAAAAAAAJAl6VgEIIpJVAAAAAAAAABCBsnoRBbmXEckqAEFEsgoAAAAAAAAAkoTbyaogJ+YAxA+SVQAAAAAAAACQJLyaswoAYhGYZJUxJtXFsm5yqywAAAAAAAAAiES0vY386KXEMIAAgigwySpJO40xVWIpwBiTYYzZJmm2SzEBAAAAAAAAQMKoVauW7RB8wxCFQPwIUrKqu6TdxpgTo9nZGFND0ouShrgZFAAAAAAAAAAUVlYSJKhJEmOMUlNdG+CqoMzC/wEgGkFKVklSU0l/NMacG8lORxNcf5TUxZOoAAAAAAAAACCOpaena/PmzbbDAIBipdkOoJBvJWVLqizpcWPMDMdx7ixrJ2NMT0kPHt3XSPpB0pVeBgoAAAAAAAAAJQlaL6P33ntP2dnZatCgge1QAKBYQepZ1VHSn47eTpV0uzFmnTGmxISaMWaspKf0W6Lq/0k6zXGcbV4HCwAAAAAAACA5paTYa1Z1HCfifU455RQSVQACLTDJKsdxPpbUWdL2QqtHSnrx6HxUIYwxiyStkpSuvETVDkkdHcf5s/fRAgAAAAAAAEhWFSpUKPX+oPWsAoCgC0yySpIcxznoOM4wSddKOnJ0dVdJu40xJ0uSMaacMeb3kqYqL0l1SNJUx3EGOY7zvY24AQAAAAAAACQPklG/4bkA4IZAJavyOY5zh6Tekr5RXkKqkaRdxpgrJL0iacDR9f+S1N1xnLsshQoAAAAAAAAAIUjgAEBkApmskiTHcV5S3jxW7xxdVVHSPZI6KC9R9ZKkdo7j7LITIQAAAAAAAAD4K2iJsPx4ghYXgPgS2GSVJDmOs1/SpZJ+kFR45sAvJQ12HOdrK4EBAAAAAAAAQAlI3ABAZAKdrDLGdJD0qqTy+auO/q8l6W1jTGcrgQEAAAAAAAAAAMAVgU1WGWOGKW9+qrrKS1Ltl3SapK1HlxtI+oMx5lprQQIAAAAAAADAMehZBQCRCWSyyhizQNJmSeWUl5h6W1Jnx3HechxnhKQbJB2RlC5pgTHmCWNMNWsBAwAAAAAAAECMSHIBSFaBSlYZYyobY56UdK1+G/LvYUndHMf5In87x3Fuk3ShpP8d3a6vpHeNMaf7HDIAAAAAAAAAhEimpFMyPVYA3glMssoY01zSm5LO1W+JqtslXeI4zsFjt3cc53FJXSV9cnT74yW9bIy5zpeAAQAAAAAAAMBnjuPYDqFYJK0AxCIwySpJuyW1UF7i6ZCkcY7jzHBKufo6jvMnSZ0kvXp0VZqk+caYp7wOFgAAAAAAAAAAALELUrIq++j/7yT1dRxnbTg7OY7zH0k9JeVvbyT1cT88AAAAAAAAACgbvYwAIDJBSlZJ0j8kne44zguR7OQ4ziHHccZJmiLz2AIMAAAgAElEQVTpsCeRAQAAAAAAAABCkJgD4IYgJavekNTZcZwPoy3AcZwlks5XXu8sAAAAAAAAAPAdCRwAiEya7QAKOdtxnJ9jLcRxnOeMMae5ERAAAAAAAAAAoGQk5gC4ITA9q9xIVBUq629ulQUAAAAAAAAAkfAygRO05JDjOLZDKFHQnisAJQtMsgoAAAAAAAAAEJ9IDAGIRWCGATTGuJo4cxzniJvlAQAAAAAAAEA4gpS4mT9/vqflB+mxAohfgUlWSfrVxbIcBeuxAQAAAAAAAIDvrr/+etshAECZgpTQMcpLMpGKBwAAAAAAABC3vOxtFMkcUenp6Z73fKJnFQA3BClZFa1jr85cHQEAAAAAAAAAAOJEkJJVG6PYJ13SCZI6HF0+LOlOST+4FRQAAAAAAAAARCLa3kb0UgKQrAKTrHIcZ1S0+xpjzpC0Q1JNSdmO48xwLTDg/2fv3qNku8s64X+fc04u5ySQcGIgBBISMXJLUCbhBUaGyDXIRVFC1FcEErxlXt4QRklCYABBCDdFBWZhUCKiCMKMiMrIK6MhDgMKmgFBJYISCYIaWRPMBUKS3/tHVXOKTp8+1d21a++q/nzWqtV779r120+drLWzVn/7eTYAAAAAsC5BG7AVO/ouYBZaa/8zyRMz6qz6kao6peeSAAAAAIBtajsFN9vpuwLdWYqwKklaax9J8raMnll1Xs/lAAAAAAAAMIWlCavGfmf888m9VgEAAAAAAMBUli2s+vz45xFVdXKvlQAAAAAA25LReAAbs2xh1cET28IqAAAAAGDbaq31XQLAVJYtrDpxYvubeqsCAAAAANi2uuysGlrX1tDqARbT0oRVVXWnJOdPHDqsr1oAAAAAAPo2zyBprWvt2LE0v34GOrar7wJWVNUVW/j4YUnulWT3xLEvbK0iAAAAAIC1VdV+x+x1GRINbbTfet/18MMPz5e//OU5VgMsqsGEVUkemmQrd9qa+PzNSd635YoAAAAAABbUesHWd3/3d+c973lPp9c/7LDDhFXAVJatD7OS3JbkWa21f+q7GAAAAABg+1mE5zi99KUvzT3ucY9Or7Fnz55O1weWx5A6q/4hm++s+kqSf0ny0SS/3Fr7q5lVBQAAAACwynpjABfB/e9//1x11VW56aabcvLJJ+eaa66Z+TUOP/zwma8JLKfBhFWttRP6rgEAAAAAYKsWobMqSQ4++OAcfPDBndXbd1i1KP8dgOUbAwgAAAAAsJD6Cle2ct2Vz9588823e++www7b9LrA9iKsAgAAAACYoe3Y0XPTTTfd7phnVgHTElYBAAAAAGxjs3j21o033ni7Y32PAQQWh7AKAAAAAGCD1uue2o6dVWuFVcYAAtMSVgEAAAAAsCkrwdxaYwB3794973KABbWrq4Wr6viu1p5Ga+0f+rw+AAAAALC8tmP31HrW6qzauXNnD5UAi6izsCrJZ5Nsfdjp5rR0+90AAAAAANa0aEHWVupd+exaYdWi/TsA/ZlHoOOOBAAAAACwhFob9SusNQZQWAVMq+tnVrkbTamq7l1Vr6iqv6iqf66qm6rq6qr6g6r6j1V1p75rBAAAAAAObNFCmpXAaSvWCqt27Oj618/Asuiys+rsDtdeGlV1UJKfTnJhbh8eHj9+nZHkpVX1wtbaG+ZcIgAAAADAmtYbAyisAqbVWVjVWntLV2svi6rakeQdSb53itP3Jnl9VZ2W5Edba7d0WhwAAAAAsF/rdU8NpbNqFh1T07r++utvd0xYBUyrk7tFVZ1YVTdU1Y3jnyd3cZ0l8DPZF1T9W5IXJTk5yZFJ7pXkB5J8eNVnnpHkVXOqDwAAAABgv1aCuRtuuGG/7wEcSFfR9slJdic5NMnVrbVPdHSdhVVVJyX5qfHul5I8pLX2ktbaJ1tr17XWrmqtvaO19pAkL1j18edU1aPmWjAAAAAAMJVFC2m2Uu/xxx/fybrA9tJVWHX38c+W5GMHOrlGHrby6qimoXlhkoPG289qrX1yfye21l6W5DWrDr+oq8IAAAAAgPUtQhAzjxpf97rXJUkuvfTSbzh+0UUXGQMITK2ru8WdJra/MMX5Bye5PMkfJ/mjLgoakqq6Y5Inj3c/meTtU3zshUn+cWL/oVV1n1nXBgAAAABszVCCrK6fWXXUUUflgQ98YJLkrLPOyiMe8YgkyQMf+MCcd955wipgal3dLSafpnfMBj5X49eyu0dGAV2S/HKb4v8arbWbcvtQ69GzLgwAAAAAOLC3vvWtvVy3iwBqs2uec845Xw/mjjjiiLz//e/PDTfckA996EO5613vOpjQDhi+rsKqP5/YfnhV7e7oOguptfaXSV6S5JYkv76Bj75/1f63zawoAAAAAGBqT3ziE3PmmWeu+d52DWmqKnv27MnOnTu/vg8wjU7CqtbaB5N8erx754yCGb7RzyR5aWvt2g185ppV+0fPsB4AAAAAYEq7d+/OO9/5zrz4xS/uu5TBMgYQmNauDtd+VpLfzygQ+0/j5yv9XpIb1zj3oMmdqnrhVi/eWht0QNZauy0bD/FW/ymCuz0AAAAADMxmO4qmGcfXRbfSZtc80OeEVcC0OgurWmv/X1U9J8kvJmlJvmv8OpBK8qIZlDDosGqT7rZqf3WnFQAAAAAwR108Q2pZ9D0GsO/rA9PrsrMqrbXXV9Vnk7wpyV0m3+rwstXx+n06fdX+/9roAlV19wOccsxG1wQAAAAA9hGSjOisAqbVaViVJK2136uqk5L8QJLvT/KtSY5NsnOdj7mbr1JVO5I8ZeLQjUl+exNLfW42FQEAAAAAy6Cr7jChHTCtzsOqJGmtXZ/kl8ev26mqQ7PvWVattbZekLVd/VCSb57Y/7nW2r/1VQwAAAAAYAzgenRWAdOaS1g1hbbqJxOq6o5Jfmbi0GeSvGKTyx13gPePSfKRTa4NAAAAANveZjuKli340lkFTGsoYdWKZX7e1FZcmuT48faNSb6vtXbDZhZqrV2z3vv+BwIAAAAA0xtywDRtbV39TlBnFTCtoYRVNyd5eN9FDFFV/UxGz/pKkq9mFFR9vMeSAAAAAIB1dPkH4UMKxw70PYVVwLQGEVa10R32A33XsRFVtSsb+/e7ubV22wavcX6S5493v5LkKa21921kDQAAAACgO0MKj1bre4pS39cHFodoe/NekOSmDbwetpHFq+q8JK8d7345yWNba783k8oBAAAAgMHpK9zpKnA788wzO1kXWD7CqgGqqmcn+YXx7heTfGdrbaE6zwAAAABgOxhyZ1XftR1zzDHZtWsQw72AgRNWDUxVXZDk58e7f5vkIa21K3ssCQAAAACYg77DpS48//nPP/BJwLYnrNqk1tqLW2u1gdflB1qzqi5O8srx7l8meWhr7bMdfg0AAAAAYIF0MSrQs6WAvgmrBqKq/lOSl413P5bkEa21f+6xJAAAAABggQmhgEUhrBqAqvqJJD873r0yySNba9f2WBIAAAAAMIUhj+7rujZhGDArwqqeVdXTkvyX8e5fJHlUa+1feywJAAAAAABgboRVPaqqs5K8OUkl+WhGHVVf6rcqAAAAAGBas+xe6qtLa8jdYcD2sKvvArarqnpikl9PsjOj0X9PSPKVqjp0A8vc1lq7uYv6AAAAAIDhWbRgyahAYBrCqv68M8lB4+0HJPniJtb4QJLvnFVBAAAAAMD2I1AC+mYMYH8O6bsAAAAAAGBrFq3TCWCIhFUAAAAAAOzXIx/5yDWPD70ja+j1AfsIq3rSWqsZvL6z7+8BAAAAANvZLDurdu7cObO1ZunSSy/tu4T9etSjHtV3CcAMCKsAAAAAAAbg0EMPzemnnz736x4ocPvmb/7mXHbZZXOqZmMe97jH9V0CMAPCKgAAAACATZr1M6t+67d+Kz/2Yz+Wpz3taXn3u98907W3Yqgj9YZaF7Axu/ouYD01utN8S5L7JTkmyR2TvLqt+j9AVR2a5C7jc/6mtXbdvGsFAAAAANiqO9/5zvmlX/qlJMknPvGJLa01bZA2TeCz2VBoHmHSQQcdlK997WudXwfoziDDqqp6aJJzkjwxyd5Vb/98kptXHXvd+Pwk+YMkj++0QAAAAACAzL6z6kD66iQacgfTnj17ct11+hdgkQ1qDGBVnVhVf5zkA0menuSoJDXx2p+fTPLF8TmPrar5D3YFAAAAAFhSQw6rdu/e3XcJwBYNJqyqqn+f5M+TPCyj0KkleXeSZx7os621L2fUXbXiR7qoEQAAAABg0rw7qzZyvVkGTGutNe/vvj/CKlh8gwirqurIJG9PcmRGQdXfJjmttfZ9rbXLplzmlzMKuJLksbOvEgAAAABgcUwbJk1z3lph1fve974N1zRrVSWsgiUwiLAqo+6pu2cUNn0+ycNaa/97Iwu01q5N8vGMwq69VXXKzKsEAAAAANiG1gqrrrzyyh4quT1hFSy+oYRVT5nYfklr7Z82uc4nJra/bQv1AAAAAABsC9OMC/TMKqBLQwmrvmVi+/e3sM61E9vHbGEdAAAAAIADGspzm9YybcC0Y8eBf0282bBqHiGXsAoWX+9hVY3uVnsnDv3LFpbbNbH91S2sAwAAAACw0KYN0vrqrLrzne+85TU8swqWQ+9hVRvdMa+fOHTcFpZ70MT257awDgAAAADAttBlZ9V6Dj300JmsI6yCxdd7WDU2+SS+H9zMAlX1kCSnjXe/luSKrRYFAAAAALCeIY8BnNY0YVUXhFXAiqGEVe8c/6wkF1TVt27kw1V1bJJfH++2JP+9tfalGdYHAAAAADBX83je0zyvs9qswqo9e/bMZB2gP0MJq34lydUZBU13SPKHVfVt03ywqk5O8v4kJ44P3Zzkwi6KBAAAAACY1GVn1by6tvp6ZpXOKmDFIMKq1tpNGY3/uyGjwOq4JH9WVa+vqvuvPj1Jqurbq+oXkvx5knuNj7ckF7TWrppb8QAAAAAAc9JFaLTIYwCrSlgFS2AQYVWStNY+nOQJSW7KKHQ6KMm5GT3PavJPCD5cVf+UUUj1rPF5NX69sLX2unnWDQAAAABsX/N+ZtVa1zvvvPO2tGaXYwDXW3tWnVWzWgfoz2DCqiRprV2R5IFJ/nh8aCWESvYFVt+e5OhV730xyeNbay+bU6kAAAAAAIPw3Oc+d83j0wZp03RWGQMIdGlQYVWStNb+urX2qCRPTvJHSW7NvmBqMqBKkr9Jcn6Sb2mt/fd51woAAAAAbG/z7qxay969e7f0+UUeA5gke/bsWfN4lx1jwGzt6ruA/Wmt/XaS366qI5I8OMlJSe6Y5PokX0jy4dba53osEQAAAABgsKYNa/oKdXRWASsGG1ataK1dl+R94xcAAAAAwGAMobNqf6atbZqwqotA65BDDtnyGlUlrIIlMJgxgFW1tV5VAAAAAAA2rK8xgAcffPBM1hFWweIbTFiV5B+r6p1V9YSqGlJdAAAAAABrGnJn1bT6GgO4a9dsBn8Jq2DxDSkUOjjJ9yX5nSSfr6pXVtV9e64JAAAAAGAhTRtCTdNZtdlAa73P7dy5c1Nrrl7/bne725bXAfo1pLBqRSW5S5KfSvKXVfWnVfUTVXVkz3UBAAAAAMzNtAHR/s6btuurrzGAs+isOvXUU3Of+9xnBtUAfRpSWHVeko9O7Nf4dVqSN2Q0JvBtVXVG9dWXCgAAAACwZPr6detmOquOPvro/OAP/mBOOeWUvPrVr86DHvSgJMmrXvWqWZcHzNFshoLOQGvt9UleX1X3SvL0JD+U5LiMAqskOTTJ949f/1hVv5bkLa21q/qoFwAAAABg3s+s6uJ604RVXQRam+msOuaYY/K2t73tdsePOuqoWZQE9GRInVVJktbap1prF7fW7pHkEUkuS/Ll8dsr3VZ3S3JRkr+uqv9ZVc+sqjv0UzEAAAAAwOzNKwhbpM6q/f2bGMYFi21wYdWk1trlrbVnZvQMq6ck+Z0kN4/fXgmuHpLk0iRfqKpfq6pH9FIsAAAAAEDHughlFvmZVcByGHRYtaK19tXW2n9trX1vRsHVM5P8YZJbsi+02pPR6MA/rKq/761YAAAAAGDbmPcYwC5ME1Z1EZJtprNKBxUsp4UIqya11q5rrV3WWjsjyTFJfjTJ7yW5MfuCq+N7LBEAAAAAYGF0GQCtt7bOKmDFQt8NWmtfSvIrVXVlko9lFFzdud+qAAAAAIDtYrt0VnVBZxWwYuE6q1ZU1b+vqp+tqs8m+UiSi5Mc3W9VAAAAAACL5Ud+5EcOeE4XIZHOKmDFQoVVVfXvqurnquqaJH+S5PyMRv7VxOvaJL/YX5UAAAAAwHYxhM6qrQZJZ555Zh7ykIfMqJrpbaazClhOgw+rqurYqrqgqj6ZUQfVs5Mcm33hVJLckuR3kzw5ybGttef0UiwAAAAAwII5+OCDc8UVV+SjH/1oHvCAB8ztupvprDIGEJbTIPssq2p3ku9L8rQkj8goVFu5C03+qcInk/xqkre21v55njUCAAAAAHTZWTXPYGbXrl059dRTc+yxx+bKK6+cSy3GAAIrBnU3qKpHJPnhjDqkDls5nG8MqP5Pkt9M8quttY/Ot0IAAAAAgP4MYezgrBgDCKwYTFhVVVcnufvK7qq3b0vyhxl1Ub27tXbzHEsDAAAAAFjTMoVHXVivI2uWYwD9d4DFNpiwKslx+cYOqiT5VEYB1a+11r4w94oAAAAAAOhkDKDOKmDFkMKqZNRR9eUk78hozN+Heq4HAAAAAKAXy94t5JlVwIoh3Q3+R5LLkvy31tpX+i4GAAAAAGBouuhw6sssO6uW6d8FtqPBhFWttUf3XQMAAAAAwEYsW/fT/r5PF2GQzipgxY6+CwAAAAAAYPMWtatoM51Vi/pdgfUJqwAAAAAAmDudVcCKTu8GVfWwyf3W2hVdXg8AAAAAYJ6WbQzg/my2o2m9z83ymVXAYus6ur48ycrduq13vaq6dYbXba01sTwAAAAAwAbMc8zeZjqrjAGE5TSvQGeaO0hlFGi52wAAAAAAC6HLzqq1gpmuO7nm2SmmswpYMbRnVgmqAAAAAAAGpouOJp1VwIquO6v+IfvGAB7IT3dZCAAAAADArG2XZ1Z1QWcVsKLTsKq1dsIGzhVWAQAAAABsE5vprAKW09DGAAIAAAAALIwhdFbNcjTe/r5PF+P3dFYBK4RVAAAAAAB0Yr2QS2cVsEJYBQAAAACwSV12Vg2ha6tLOquAFUsTVtXIg6rqguqiJxUAAAAAoGdd/+pzf+t3cd3NdFbNsz5gfgbRZ1lVByf5m/Fua63dcxPLvCPJk8fbVyV59yxqAwAAAADYn2XvfuqSzipgxVA6qyrJCROvzXjRxPbZWysHAAAAAGD7mWf4NsvOKmCxDSWs2rLW2l8n+UhGwdejqurQnksCAAAAANi0tYKZvjq5hjIGcH90uMFiW5qwauwvxj8PTfLtfRYCAAAAAMD+GQMIrFi2sGry+9yntyoAAAAAAFi3I8sYQGDF0oRVVXVqkidPHNrbVy0AAAAAwPYwhPFzswxw9vd9ugiJdFYBK2Y3FHRKVfXmNQ7vnOKcNZdLckSSeyY5edV7SxPEAQAAAAAsm1k+swpYbH3cDZ6RZL0/N6gkT9/EurVq3T/ZxBoAAAAAAFMbQmfVLM1zzJ7OKmBFX9H1ge54m70jVpLrk1zcWvvwJtcAAAAAAGBCFyGWzipgRR93g7escWxnkqdmX2fUFRtY76tJrk1yzfhzH2it3bClCgEAAAAAprBsnVXz/D47dmz8SS7z7PwC5mfuYVVr7ezVx6rqkIzCqhqd0h4+77oAAAAAAIZk2YKw1QRPwIqNR9fdWu67LwAAAACwVOYdKPUV8Gz2uvOqV/AFi21oYZU7CgAAAADAfix7t9WBCKVgOQ3lCXZfS3K78YAAAAAAAEPWZXgkmAG2i0F0VrXWbmutvWXl1Xc9AAAAAACLYpah1rnnnvsN+/e73/1mfg2A1QYRVgEAAAAALKJlG8v3+Mc/PmeccUaS5Mgjj8wb3vCG3mo59dRTb3dMaAbLSVgFAAAAAECSZOfOnXnve9+bq666Kp/5zGdy+umn91bLs5/97N6uDczXUJ5ZtaaqOjbJ8UkO3uhnW2tXzL4iAAAAAIB97njHO/Zdwszt2LEjJ5100jcc09EEdGlwYVVVHZPkOUmenuToTS7TMsDvBgAAAAAsl+c973l54xvf+PX9H/7hH+6xmuERcgHTGFSgU1WPT3JZkqOSuIsBAAAAAIN2/PHH51d+5Vfy2te+Nve4xz1yySWX9F3S0li254EB+zeYsKqqHpnk3Ul2ZtQZ1XL7wGry7rS/94RcAAAAAMDcnHPOOTnnnHP6LqNTQ+mQGkodwGwNIqyqqqOTvCP7gqpK8vkkv5Pkb5NcPz72xiQ7xuc8K8lXkxyU5GFJfmB8/C1Jfn2+3wAAAAAAAIDNGERYldEzqvZmFDbdnOSCJG9srX1t8qSqenWSI8a772qt/fN4+41V9YXxOk9KctFcqgYAAAAA6NmQu41uu+22uVzHyEBYbDv6LmDsSRPbF7XWXrc6qBr7t4ntO6567xVJbh0f//EZ1wcAAAAAMFcnnnji7Y6dcMIJ8y8kmw/EbrnlljWP79y584CfXSuAGnIwB2zeUMKqb53Yfss6531uYvvOk2+01v4lyQczGhf49NmVBgAAAAAwf3v27MkrXvGKVFWqKq94xSty2GGH9V3Whtx6661rHp8mrNoIIRYstt7DqhrdRSbvJDeuc/pnJrbvvc77J1TV3bdaGwAAAABAny688MJcffXVufrqq3PhhRf2Xc6GzTqsEkrBcur9mVWttVZV/5Z9Y/32Jvnifk6/amJ7rbDquontU5Ncs/UKAQAAAAD6c9xxx/VdQi9jAIHto/fOqrG/m9heK4Ra8ScT29++xvuT3VR33VJFAAAAAADs1zQB1rzGAAKLbShh1Ucnth+2znkfTvKVjMYGPrSqDl95o6oOSfKoiXOPmGmFAAAAAAB83TRh1aw7q4wBhOU0lLDqnRPb51TVmnW11r6a5H3j3UOSPG/i7QuSHDmx/68zrRAAAAAAYJua9RjAHTs296vp1tqmPgcM21DCqvcn+cx4+7gkP7rOua+Z2L6oqv6wqv4oyYuTrNypbknyR7MuEgAAAACA6RkDCExjEGFVG8XhL8hovF8luaSqjtnPuR9M8oHxeUnyiCSnrzrtNa21vwsAAAAAwJIb8mi8WYdVQ/6uwOYNIqxKktbaO5LcO8nRSY5qrX1xndOfnuTz2Rdurby+luSnW2vP77hcAAAAAIBtY7Mh0VbCKiP/YPvY1XcBk1prV0153j9U1b9L8uwkD0hyfZK/SPKbrbV/6LBEAAAAAAAyXYC1v2dW6awCJg0qrNqI1tq/ZDQ6EAAAAACAOes6rNJZBdvHYMYAAgAAAAAwTLMeA7hjh19NA/u4IwAAAAAA0AljAIFpCKsAAAAAANiwaYKj/XVWbTas2kotwHAJqwAAAAAAWNdmwyDPrAKmsaurhavq77paewqttXbPHq8PAAAAALDtzbqzSgcVLKfOwqokJyRpSeZ591i5nsgdAAAAANgW+gpwhjQGEFhsXY8BnPddUqwOAAAAADBjawVT04RV+xsDuGOHJ9QA+3TZWfWWDtcGAAAAAGDg5tVZ5flWsNg6C6taa2d3tfYyqqo7JHlakscl+bYk35Tky0k+m+S9SX6ztfap3goEAAAAAJiwlc6qacIqARRsH112VjGlqnpWkpckudOqt44evx6Y5D9X1ZuSXNxa+9KcSwQAAAAAtrG1gqlpwqT9hVW7dm3uV9N9PZ8L6JbBoD2qqoOr6r8leV1uH1SttiPJjyf5QFUd3XlxAAAAAABbNK8xgMBiE1b1pEZ/AvD2JN87cfijSX4iyb2THJnkuCRnZzQKcMXJSX6/qnTFAQAAAAC9mabLaX9h1Y4dfjUN7DPowKOq7pTktCT3S3JMkjsmeVZr7bZV552U5NjxOR9srV0z71o34f/JvqDq5iT/b5I3tW/snb0uya9W1XuSfDCjECsZjQV8apJfnU+pAAAAAMB2ttnxe7N+ZpUxgLCcBhdWVdWOJP93knOSPDTJ6rvW+RmFO5POTnLhePsjSR7cZY0zcsT4561Jvre19t79ndha+1JVXZDkPROHz4ywCgAAAAC2vb4CnK10VhkDCEwaVK9lVT0oyd8keUuS0zMK02ritT8vSvL343MeWFVP6LjUWXhFkj9N8vL1gqoJl6/a/5aZVwQAAAAAsIa1gqlpwqqtdFZNWwew+AYTVlXVdyf5QJJ7ZhQ63ZDk55M88kCfba19LcnPThw6u4saZ6m1dmtGo/xePeVHVt+FvzbbigAAAAAAZmtenVVCLFhsgxgDWFXHJrksycFJWpIPJXlKa+0fx+9Ps8yvJ/nFjMYGPqqqdqx+ttXQtNY+vYHT77tq/zOzrAUAAAAAYNZm/cwqYDkNpbPqR5PcKaOg6lNJHrMSVE2rtfZvST463j08yakzrbB/T121/75eqgAAAAAAtp3NjgHcu3fvmsd37BjKr6aBIRjKHeFJE9svaa3dsMl1PjWxvboTaWFV1f0yCvRWfCnJ23oqBwAAAADYZjbb5fTa1752zeOzHgMILLahhFUnTGz/jy2s868T23fZwjqDUVX3SPLujEYkrvjJ1tp1PZUEAAAAADBVZ9WDH/zgXHLJJbc7LqwCJvUeVtXojnbExKGthDB7Jrav38I6vaqqXVV1UlU9J6PRht8y8farWmu/uoW1777eK8kxWywfAAAAAFgymx0DuGPHjlx00UW3O77ZsGqaawKLZ1ffBbTWWlX9nyRHjg/dM8lfb3K5/zCxffWWCutBVV2e5P4Z/VusvuvemuTlSV60xct8boufBwAAAAC2mc2OAdyfacKqWV8TGK7eO6vGPjKxffZmFqiqJ2Tfc6puSnL5FmvqwwlJ7pTbB1VJck0HcpsAACAASURBVHZr7YXNHRoAAAAAWHA6q4BJQwmrfmP8s5KcV1UP2siHq+q+Sd483m1J3tVau2GG9Q3BW6rqnVW11TF9xx3g9cAtrg8AAAAALJlZh0Q7dgzlV9PAEAzljvC2JH+ZUdB0cJI/qKrHT/PBqjojyfuTfNP40JeTPK+LIrvWWjuhtVattUqyM8mJSX48yeczCvLOTPLJqvqOLVzjmvVeSb44i+8CAAAAACyPPsYAAtvHIMKq1totSZ6S5J8yCqyOSPKeqvq9qvru1adX1Z6qelJV/U6S9ya5y/i9W5P8aGvtC/OqvSuttdtaa59trV2a5LQkfzV+a29GYd5p/VUHAAAAALB5m31mlTGAsJx29V3AitbaVVX1qCR/nOTojDqJvmv8atn3HKcvZPRcpxUrx2/OKKh61zzqrapd2di/382ttds2c63W2her6vuTXDm+5uFJ3lpVD2itfWUzawIAAAAATGutkGgrwdGuXbP91fTu3btnuh4wX4PorFrRWvurJPdLcln2BVQrd7yVGH3vxPGV9z6e5EGttbfOr9q8IMlNG3g9bCsXa619IslkEHfvJD+0lTUBAAAAAKax1S6nRz/60d+wf/7552+5pknf8z3fkzvc4Q5f3/+O79j0k1SAHgwqrEqS1tq1rbVnZjT67rIk1+b24VQyCoD+IMmTWmvf3lr72NyLnb93r9oXVgEAAAAAg/fyl78897znPbN79+687GUvy/HHHz/T9Q855JC8613vymmnnZaHP/zhedOb3jTT9YFuDWYM4GqttSuTPDNJqupeSU5Kcsck12c0CvBjrbWb+6uwF3+7av++vVQBAAAAAGwrWx0DeNppp+XTn/70hq65VjfXeh7zmMfkMY95zIY+AwzDYMOqSa21TyX5VN91TGqtvTjJi+d82RtX7e+d8/UBAAAAgG1oo8FRV7bynCxguAYRVlXV85PsHO++vLV2S5/1DNgxq/b/tZcqAAAAAAAAZmQQYVWSZyc5arz95iTX9FhL56rq0CTPaa1dssGP/odV+1fOqCQAAAAAgP3a6hhAgPXs6LuAsb9KsnJn+7/6LGRO7p3kZVV17rQfqKpdSX5o1eHfnmlVAAAAAABr6GMM4FrXFJDBchpKWPW+ie2n91bF/Nwno3Duv1TVG6rq8Ck+c0GSe03sfzHJb3RRHAAAAADAgQiOgFkZSlj15iQ3j7efUFVn9FnMHPx+kj8fb//HJH9TVedX1ZGrT6yqQ6rqPyd52cTh25Kc3Vq7sftSAQAAAIDtbijB1FDqAGZrEGFVa+2fkrwmo26jSvIbVfXN/VbVndbal5OckeRj40N3S/LaJP9SVX9aVZdV1c9V1duSfCbJS1Yt8YLW2h/Mr2IAAAAAYDvrYwwgsH0MIqwae0mSD4239yb5s6p6XI/1dKq19q9JHpzk1UluHR/eldEzu56R5DlJfjCjIGvFjUme0Vq7ZH6VAgAAAAAAdGcwYVVr7eYkT0zyZ+NDe5P8blX9blU9uaruWlWDqXcWWmtfaa1dkFFA9c4kX93PqbckeVeSU1trb5lXfQAAAAAAydrj97oeyaebC7aPXX0XkCRVdcXE7s7xz5bRSMDHjV8r506zZGutDeK7TaO19hdJzqqqw5I8JMm9kxyZ5KYkn07yJ621L/VYIgAAAACwjQmOgC4NJdB5aEbh1Iq26ue2eGpea+2GJO8fvwAAAAAABqvrzipg+xhKWJVsk0AKAAAAAGDR9DEGcNo6gMU3lLDqp/suAAAAAACAtfUxBtDoQdg+BhFWtdaEVQAAAAAArEtnFSynHX0XAAAAAADAsA1lDCCwnIRVAAAAAACsy0g+oEvCKgAAAAAABmetgEw3FywnYRUAAAAAAOsyBhDokrAKAAAAAIB1GQMIdElYBQAAAADAQtDNBctJWAUAAAAAwLqMAQS6JKwCAAAAAGBdfYwBNHoQtg9hFQAAAAAAAL0RVgEAAAAAsC4j/4AuCasAAAAAAFjXUEbyCc1gOQmrAAAAAADYsK6Do6EEZED3hFUAAAAAAKxLRxPQJWEVAAAAAADr6qPLaa1rCs1gOQmrAAAAAAAA6I2wCgAAAACAdQ2lo2kodQCzJawCAAAAAGBdfYwBBLYPYRUAAAAAAAC9EVYBAAAAALAu4/eALgmrAAAAAABYlzGAQJeEVQAAAAAADI6ADLYPYRUAAAAAAOsayhjAodQBzJawCgAAAACAdfXR5aSzCrYPYRUAAAAAAAtBZxUsJ2EVAAAAAADrEhIBXRJWAQAAAACwrrVG8gmwgFkRVgEAAAAA0Itdu3bt9z0BGWwfwioAAAAAgCW0d+/ema3VVUj09re/vZN1gcUirAIAAAAAWEJvfetbZ7bWWl1Os/CkJz0pl1xySU4//fRO1gcWg7AKAAAAAGDJHHvssTnjjDP6LuOAdu7cmYsuuiiXX35536UAPRJWAQAAAAAsmYsvvjg7d+6c2XprjQHsqtsK2H6EVQAAAAAAS2bWz5jqI5ha65pdPTsL6JewCgAAAACADRMcAbMirAIAAAAAYF2CKaBLwioAAAAAgCWzDGMA1yI0g+UkrAIAAAAAYHCGEpAB3RNWAQAAAACwLh1NQJeEVQAAAAAArGsoXU5CM1hOwioAAAAAAAB6I6wCAAAAAGBda3U0dd3lNJRuLqB7wioAAAAAANYlOAK6JKwCAAAAAFgynu0ELBJhFQAAAAAA6xpK+DWUOoDZElYBAAAAALCutcYAdj0a0OhB2D6EVQAAAAAAS0YHErBIhFUAAAAAAKxrrfCrj0BMCAfLSVgFAAAAALBkTjzxxL5LAJiasAoAAAAAYME94xnP+Pr2SSedlEc/+tH9FdMhnVWwnHb1XQAAAAAAAFtz6aWX5gEPeECuu+66nHvuuUsR6rTW+i4BmBNhFQAAAADAgjvooINy3nnn9V0GwKYYAwgAAAAAwOCccsopfZcAzImwCgAAAACA3j33uc/9+vZ973vfPPaxj+2xGmCejAEEAAAAAGDDZv1crFe+8pU57bTTcu211+apT31qduzQawHbhbAKAAAAAIB1nXzyybc7duyxx870GlWVs84664DnAMtHNA0AAAAAwLp27959u2MHHXRQD5UAy0hYBQAAAADAQtBZBctJWAUAAAAAwIa11vouAVgSwioAAAAAAAB6I6wCAAAAAGAhGAMIy0lYBQAAAADAhgmOgFkRVgEAAAAAANAbYRUAAAAAAAtBNxcsJ2EVAAAAAAAAvRFWAQAAAAAA0BthFQAAAAAAAL0RVgEAAAAAANAbYRUAAAAAABtWVdvimkD3hFUAAAAAAAD0RlgFAAAAAABAb4RVAAAAAABsWGtt7tc0BhCWk7AKAAAAAACA3girAAAAAABYCDqrYDkJqwAAAAAAAOiNsAoAAAAAgA3T5QTMirAKAAAAAACA3girAAAAAAAA6I2wCgAAAAAAgN4IqwAAAAAAWAiekwXLSVgFAAAAAABAb4RVAAAAAAAsBJ1VsJyEVQAAAAAAbJjgCJgVYRUAAAAAAAC9EVYBAAAAALBhrbW5X1M3FywnYRUAAAAAAAC9EVYBAAAAAADQG2EVAAAAAAAAvRFWAQAAAAAA0BthFQAAAAAAG1ZV2+KaQPeEVQAAAAAAAPRGWAUAAAAAAEBvhFUAAAAAACwEYwBhOQmrAAAAAAAA6I2wasCq6n5V9bWqahOvZ/RdFwAAAAAAwKwIq4btF+K/EQAAAABAEmMAYVkJQgaqqp6c5JFJrum7FgAAAACA1QRHwKwIqwaoqg5N8prx7hV91gIAAAAAsJbWWt8lAEtCWDVMFyQ5Ybz9Wz3WAQAAAAAA0Clh1cBU1XFJLhzv/mmSv+yxHAAAAAAAgE4Jq4bnZ5PsGW//fJ+FAAAAAAAMiedkwXISVg1IVZ2e5Cnj3b9P8s4eywEAAAAAAOicsGogqmpnkl+cOPSa1tqtfdUDAAAAAAAwD8Kq4fiJJPcfb1+T5M091gIAAAAAsK4+RvIZAwjLSVg1AFV1VJKXTBx6aWvtK33VAwAAAAAAMC/CqmF4aZK94+3PRFcVAAAAAMDt6KyC5bSr7wK2u6q6f5Ifmzh0cWvtlg6vd/cDnHJMV9cGAAAAAABYTVjVv9cl2Tne/tPW2m91fL3Pdbw+AAAAAADA1IwB7FFV/UCSh00c+sm+agEAAAAAAOiDzqqeVNWeJK+aOPSu1toH53Dp4w7w/jFJPjKHOgAAAAAAAIRVPXpe9gVHX01y4Twu2lq7Zr33PaAQAAAAAACYJ2HVJlXVrmzs3+/m1tpt48+emOSnJt77hdba382yPgAAAACAZeOP7WE5eWbV5r0gyU0beE0+m+pnkxw63v7nJC+bT8kAAAAAAADDorOqH987sX1Ukn9c5y8CVr/xxqp6/cT+n7TWvmuWxQEAAAAADJHOKlhOwqr+7Uxy2AbOP2T8WrF7tuUAAAAAAADMjzGAm9Rae3FrrTbwurzvmgEAAAAAAIZGWNWDjYRcSR696uNnrzrnO3v4CgAAAAAAc2cMICwnYRUAAAAAABsmOAJmRVgFAAAAAMBCEJDBchJWAQAAAACwEFprfZcAdEBYBQAAAAAAQG+EVQAAAAAALARjAGE5CasAAAAAAADojbAKAAAAAACA3uzquwDW11p7fxK9rQAAAADAtmcMICwnnVUAAAAAAAD0RlgFAAAAAMBC0FkFy0lYBQAAAAAAQG+EVQAAAAAAAPRGWAUAAAAAwEIwBhCWk7AKAAAAAACA3girAAAAAADYMF1OwKwIqwAAAAAAAOiNsAoAAAAAAIDeCKsAAAAAAFgIRg/CchJWAQAAAAAA0BthFQAAAAAAAL0RVgEAAAAAcEBPe9rTvmH/Va961dxrMAYQlpOwCgAAAACAA7r44otzyimn5JBDDsn555+f0047re+SgCWxq+8CAAAAAAAYvnvd6175+Mc/3ncZwBLSWQUAAAAAwEIwBhCWk7AKAAAAAACA3girAAAAAAAA6I2wCgAAAAAAgN4IqwAAAAAAAOiNsAoAAAAAgIVQVX2XAHRAWAUAAAAAAEBvhFUAAAAAAAD0RlgFAAAAAMBCMAYQlpOwCgAAAAAAgN4IqwAAAAAAWAg6q2A5CasAAAAAAADojbAKAAAAAACA3girAAAAAAAA6I2wCgAAAAAAgN4IqwAAAAAAAOiNsAoAAAAAgIVQVX2XAHRAWAUAAAAAAEBvhFUAAAAAACwEnVWwnIRVAAAAAAAA9EZYBQAAAAAAQG+EVQAAAAAALARjAGE5CasAAAAAAADojbAKAAAAAACA3girAAAAAAAA6I2wCgAAAAAAgN4IqwAAAAAAWAhV1XcJQAeEVQAAAAAAAPRGWAUAAAAAAEBvhFUAAAAAACwEYwBhOQmrAAAAAAAA6I2wCgAAAAAAgN4IqwAAAAAAWAjGAMJyElYBAAAAAADQG2EVAAAAAAALQWcVLCdhFQAAAAAAC6G11ncJQAeEVQAAAAAAAPRGWAUAAAAAwEIwBhCWk7AKAAAAAACA3girAAAAAAAA6I2wCgAAAACAhWAMICwnYRUAAAAAAAC9EVYBAAAAALAQdFbBchJWAQAAAAAA0BthFQAAAAAAAL0RVgEAAAAAsBCMAYTlJKwCAAAAAACgN8IqAAAAAAAG6S53ucs37J911lk9VQJ0SVgFAAAAAMAgvelNb8rhhx+eJDn33HNzn/vcp+eKgC7s6rsAAAAAAABYyxOf+MRcc801ufHGG3PXu96173KAjgirAAAAAAAYrCOOOCL/f3t3Hi77UdYJ/PuamwUSEsEgm0CQCVvYhKhAICCRJeLIMmyKSICgjIMjOjqi4giiMg4q4wgqkQgJKuCKCMiiJCxBMIEgCITNJAgJSwgx+832zh/d1/s7nbNvv3PO/Xyep59bVV2/6rfPObef6n67qg477LCxwwA2kG0AAQAAAAAAGI1kFQAAAAAAAKORrAIAAAAAAGA0klUAAAAAAACMRrIKAAAAAACA0UhWAQAAAAAAMBrJKgAAAAAAAEYjWQUAAAAAAMBoJKsAAAAAAAAYjWQVAAAAAAAAo5GsAgAAAAAAYDSSVQAAAAAAAIxGsgoAAAAAAIDRSFYBAAAAAAAwGskqAAAAAAAARiNZBQAAAAAAwGgkqwAAAAAAABiNZBUAAAAAAACjkawCAAAAAABgNJJVAAAAAAAAjEayCgAAAAAAgNFIVgEAAAAAADAaySoAAAAAAABGI1kFAAAAAADAaCSrAAAAAAAAGI1kFQAAAAAAAKORrAIAAAAAAGA0klUAAAAAAACMZtfYAbDl7LencOGFF44ZBwAAAAAAMLKZXMF+C/Vbi+rujRiXbaqqjk5y5thxAAAAAAAAW853dvdZ6z2obQABAAAAAAAYjZVVzFFVBya517T6tSTXjxgO7GS3zt5VjN+Z5MsjxgLsDF5XgPXmdQVYb15XgPXmdQU2x35Jbjktf7y7d6/3Azizijmmf2TrvoQPmKuqhtUvd/cXx4oF2Bm8rgDrzesKsN68rgDrzesKbKrzN3Jw2wACAAAAAAAwGskqAAAAAAAARiNZBQAAAAAAwGgkqwAAAAAAABiNZBUAAAAAAACjkawCAAAAAABgNJJVAAAAAAAAjKa6e+wYAAAAAAAA2EdZWQUAAAAAAMBoJKsAAAAAAAAYjWQVAAAAAAAAo5GsAgAAAAAAYDSSVQAAAAAAAIxGsgoAAAAAAIDRSFYBAAAAAAAwGskqAAAAAAAARiNZBQAAAAAAwGgkqwAAAAAAABiNZBXANldTY8cBAOxMVeV9IwCwI5jXwNblPyfAJqqqH62q3VV1xBrGqKp6UlX9RVVdkOSaJNdW1Rer6s+r6vj1ihfYXqrqgKo6aJU380IgSVJVj6iq11XV+VW1O5N5xleq6i1V9VSvF8BSqmrXGuYku8aOH9gaquqBVXVBVZ2whjG+q6peVVWfq6qrklxXVRdX1d9X1XOq6sD1ixhYi+rusWMA2PGq6qgkv5TkKdOmO3X3easY51ZJ/irJg5bo+pYkT+3uK1b6GMD2VVWnJ3noKi8/vrvfvo7hANtMVR2S5I+TPHaJrh9M8rju/srGRwVsR1X1oiS/vMrLf6O7X7CO4QDbTFXdMsnzk/xMkgOSPLO7X7vCMXYleWWS5yRZbDeaczKZ13x6ddEC68W3VQDW0XQ7vkOT3CLJ7ZM8OMnDp7c1bdVXVbdI8t4kd1lG9+9P8rdV9ZjuvmotjwsA7HxVdUCSd2TpL8QkyQOS/ENVPay7L9rYyACAnayqDs7kM5RvTfLdSY5N8gNJbrLGoV+f5InL6He3JO+uqmO7+/NrfExgDWzfALC+npHkkiT/muQ9SX4tyXFZY6Jq6uTMTVS9OckxSQ5OcliShyX5u8H935PJt4gAAJbyG5mbqHp/kkdm8iWcQzL58OhPBvcfleTPNi06AGDHmR6RcHmSLyQ5K5PPMJ6SNSaqquonMzdR9S9JHp9JUuymSe6d5P8luWF6/22TvK2q9l/L4wJrI1kFsDl2r+Xiqvq+JI8bNP1Rdz+2uz/Q3Vd296Xd/Z7u/r4krx30e0ZV3Xctjw1sW6d0d63gZgtA2EdV1T2T/PdB07uSfE93v6u7L+vuK7r7n7r7h5O8aNDve6rqBzYzVmBbOn+FcxJbAAKr/gylqr41yUsGTR9P8oDuflN3f6O7r+ruj3f3TyZ59qDfXZL819U+LrB2klUA6++GJF/P5DyHl2dyfsxvrnHM/zUo/2uSn1ik708kuXha/qasfq94AGDf8MLsfW94SZIf6e7rFuj7kkzOdtjjxRsZGACwT7gsyceSvCbJk5M8YQ1j/XSSm03L1yf5oYXO856eg/XOQdMLp2ddASOQrAJYX6d2937dfXh3P7C7f7q737uWAavqqEy23tnjFd195UL9u/vyJL87aDq+qm62UH8AYN81PRPz8YOmU7v7ywv17+4bMtkycI/7VtWRGxUfALBzdfd5Sfbr7kO7+z7d/azu/vMk16xmvKraL8kJg6a3dve/LHHZSwflW2ZypAIwAskqgHU0/QBnvX3/8CGSvG4Z17xmUD4wyWPWNSIAYKd4RJIDBvVTlnHNn2bu9jz/ZV0jAgD2Gev8OcrRSW41qC85r+nu05OcN2gyr4GRSFYBbH3HDMqf6O6Llrqgu89PcuGg6UEL9QUA9mnDecalST661AXdfU2SswdN5hkAwFZwzEx9uTvdfHBQNq+BkUhWAWx9dx2Uz1zBdWcNyvddp1gAgJ1lOM/48Aq+3Tyck5hnAABbwXBec+5yvuw7NZzX3L2qDlzHmIBlkqwC2MKm+y3fadB07gouv2BQvuf6RAQA7DDD86ZWO8+4fVUduk7xAACs1nrMa3ZlbtIL2CSSVQBb2x2T7D+oX7hQx3l8dVC+eVUdtD4hAdtFVR1QVc+tqtOq6uKquqqqPlNVr6mqB4wdHzCuqto/yR0GTaudZyTJbdYeEbCTVdXxVfVXVXVBVe2uqi9U1Vuq6r9Mv6QHsFb/aVA2r4FtZtfYAQCwqFvP1C9fwbXfmGes89YUDbCd3CnJR5IcNdN+5PR2QlW9Osnzu/uKzQ4O2BJumWT4AfFa5hm3SfLpNUcE7EQHVdVfJnnCTPvtp7fHJPlAVf1wd69kJQTArOFnKGud1wCbzMoqgK3t4Jn67hVce81M/eZrjAXYXo7NjRNVs05M8hZ7ssM+yzwD2Ay3yo0TVbMelOSMqrrTEv0A5jVdMT7cmca8BrYZySqAre2Qmfp1K7h2drJlG0DYN12Y5CeS3COTN10PTvKBwf0PS/J7mx8WsAWYZwCb6aokv5nk/pnMSe6R5OTB/bdJ8taqOmCE2IDtz7wGtjnbAAJsbbPfeO4VXHv9TN3KCdj3fDjJI7p7uK3FGVX1vUk+muQu07ZnVdWp3f2eTY8QGJN5BrBZvp7JnOTsQdslSU6crvD+4Wnb3ZO8IMmvbHJ8wPZnXgPbnJVVAFvbDTP1lRw8PDu5mh0L2NkuTvLomURVkqS7r0ry/JnmX9iUqICtxDwD2CxPnklUDT0/yZWD+k9V1U03ISZgZzGvgW3OyiqAre3Kmfr+8/aa3+z2GVevMRZg63tzknOm5Xd090WL9H1HJlsE7jk8+BFVdUR3n7eB8QFbi3kGsFHOSvKqafnc7n73Qh27++tV9ZYkT542fXOSJyY5dWNDBHYY8xrY5iSrAKaqaldW9rp4TXdv9LdtZidbK/mG4U2WGAvYQtbjNai7f3u5F3f3DVX1vuz9YKiSHJe5Z0cAO5t5BrAhuvstSd6ygktOz945SZI8IpJVwMqY18A2ZxtAgL1emMmhv8u9HbsJMV06Uz90BdcePlP/6hpjATbWGK9Bn5ypf9c6jAlsH+YZwFZhTgKsSXdfk2T3oMm8BrYZySqAre38mfq3reDabxmUr0vytbWHA+wws9sE3nqUKICxfCVzt7lZ7TwjSS5YezjAPsycBFgPw89QzGtgm5GsAtjCuvvCJFcMmu68gsvvMCif3929PlEBO8h1M/XZ7S+AHWw6Nzh30LTaecbuJF9el6CAfZU5CbAePj8or3ZekyTnrT0UYKUkqwCmuvtF3V0ruJ2+SaF9blA+egXX3W9Q/sg6xQJskJFeg245U794HcYEtpfPDMr3qqrZA8YXcv9B+WPdPftBM8BKmJMA62E4rzm8qu64zOuG85qvdfcX1zEmYJkkqwC2vvcPykdU1W2XuqCq7pzkmwdNH173qICd4KiZ+idGiQIY03CecWDmflgzr6o6KHNfP8wzgLUyJwHWw/tn6g9a5nXD+Y95DYxEsgpg63vnTP0py7jmh2bqb1unWIAtqqruU1XL3pe9qvZLctxM8+zrDbDzzf6/f+oyrnlSkl2DunkG8B+q6uCqetgKL3vUTN2cBFiNf0hyw6C+5Lymqh6SuedbmdfASCSrALa+dye5bFA/cfoh87yqaleSHxs0ndPdH9+o4IAt4xVJXldVBy6z/zMyd8udTyT5p3WPCtjqPp6551b9UFUdusQ1zxuU/z3JO9Y9KmA7+4Ukb6iq2TNg5lVVRyb5gUHTNUn+ZCMCA3a27v5GkvcOmo5fxmvRcF5zQ5K/WPfAgGWRrALY4rr78iQnDZrukeR/LHLJc5PcblD/g42IC9g6quqpSR6c5GFJ3lRVN1+i/x2SvGSm+Re7uzcmQmCrmv6//+1B0+FJ/vdC/avqMUm+a9D0mu6+ZoPCA7aZqjoiyU8nuVWS06rqHkv0PzCT9yvDL+P9nvNigDX4rUF5/yzymUhV3TfJEwZNb+7uCzcqMGBxklUA28PLk1w+qL+kqm60HWBVPSnJywZNn0vy+xscGzC+zya5elp+dJKPVdUzq2r/2Y5VdZ9MtscYnn93Unf/zcaHCWxRJyf50qD+3Kp6flXVsNN0W69TB02X5MaJb2DfdkmSf5uWvz3Jh6vqxVV1i9mOVXXLJH+V5OGD5o8l+fkNjxLYyd6a5COD+vFV9bLZ90ZVda8kf529Wxtfl+TnNidEYD7lC7QA66eqbpv591f/1szdbuszSa6d6fOm7n7hImM/NcnrZ5rPSvLBTCZX353kOwb37U5yfHeftrzoge2sqh6b5A1JDho0X5rkPUnOS9JJ7pvkIUmGH0CfkeSR3X3l5kQKbEVV9eAkp2XuWVSfSnJ6kuszef148OC+TvL07rZVFzDHdFu/v08y3Hrr2iQfSHJOkiuS3DnJI5PcZNDngiTHdfc5mxQqsAVU1Tsyd3eYJDk4yRGD+pcySYYPfam7Z8+72zPmkZl8XjLc2vj8JO9KcmWSuyX53sxdyPEL3f3SlcYPrB/JKoB1NN324twlui3klO4+YYnxfzbJSzN3m4z5XJPkCd391lXGAmxDVXVMJqsevn2Zl5yc5Mdt4QUkSVU9LckfZu6Hx/PpJM/t7pOW6Afso6Zf4ntd5q6aWsw/JXl8d1+wjoT1WQAAEKBJREFUcVEBW1FVnZfkjqu49PzuPmKRcb83yRuT3Ghl5zx+bbEvDwObwzaAANtId78syXGZrIRYyBlJjpGogn1Pd5+R5J5JfjaTbw4u5MOZfCB0okQVsMd0ldQDkrw9kwPG5/PxJI+SqAIW090XdPdxSZ6c5EOLdP23TM7jPVaiClhP3f33mew+8+eZfKF3Pucm+SGJKtgarKwC2Kamy9rvl8ly+f2TXJjkH7v7s6MGBmwJ07NmjkpydCaHnCeT7TM+2N2fGy0wYFuoqm/LZIvh22ey0uqrSc7s7o+NGhiwLVXV7TLZSvR2mWxZfFGSs5Oc1T6YAjZYVR2e5JhM5jWHJrk4k3Otzuruhb6gA2wyySoAAAAAAABGYxtAAAAAAAAARiNZBQAAAAAAwGgkqwAAAAAAABiNZBUAAAAAAACjkawCAAAAAABgNJJVAAAAAAAAjEayCgAAAAAAgNFIVgEAAAAAADAaySoAAAAAAABGI1kFAAAAAADAaCSrAAAAAAAAGI1kFQAAAAAAAKORrAIAAAAAAGA0klUAAAAAAACMRrIKAAAAAACA0UhWAQAAAAAAMBrJKgAAAAAAAEYjWQUAAMC8qqoXuZ0wdnw7SVWdt8jP+kVjxwcAABtJsgoAAAAAAIDRSFYBAAAAAAAwGskqAAAAluNHk9xkcHvdWgesqtMHW92dvtbxtrm7Zu7P9wvjhgMAAJtHsgoAANhxquq1zvxZd9d299WD2/VjB7STdPfu4c83SY8dEwAAbBbJKgAAAAAAAEYjWQUAAAAAAMBoJKsAAAAAAAAYza6xAwAAAFhv3X1CkhNGDgMAAIBlsLIKAADYkqrqhKrq6e28seMBAABgY0hWAQAAAAAAMBrJKgAAAAAAAEYjWQUAAAAAAMBoJKsAAAC2gary/m0eVbXf2DEspqq+qapq7DgAAGAr82YHAADYEmrioD23JPvP3H3QArc1JQKq6vSq6unt1YP221XVL1XVWVX19aq6tKo+UVV/UFVHzTPOrqp6YlW9tarOr6rdVfWVqnp7VT1tpXFW1U2r6nlV9d6quizJ9dM4PlRVP1NVN1/L895IVXVkVZ1UVZ+pqqunP4cPVtWvVtU91zDuAVX1hKo6dfq7uCzJdVV1bVV9tKp+vqputo5PZTUxfss0jtOr6qtJrs3kd3dpVZ09/bk8Zqsn2QAAYDNVd48dAwAAQKrqiCTnruLSO3X3eTNjPSzJaYOm7+nu0xd43NOTPHRaPbm7T6yqH0/ysiQ3XeAxr0vyI939+ukYd0/yhiT3XiTOv0jy1O6+frEnMx3vAUlen+SIRbp9cTreGUuNt1pVNXzD+Mzufu0yrnlGkj/M3GTjUCf52yQ/keTU7P3Zv6e7H7bAmLuSnJjkl5PceokQvpDkcd199gJjvTzJ8wexHNndn19izD3XPirJ2wdND+rufxzc/5Qkf5Dkm5cx3HlJHt/dH13gsc5Lcsdp9cXd/aLlxAgAANuRlVUAAAADVfVbSV6ZhRNVSbIryeuq6m5V9cAkZ2XxRFWSPDHJjy/j8Y9N8q4snqhKkm9L8taquvNSY26Wqnpaktdm4URVklSSH0jyz0nussyhj0vy+1k6UZUkd0jy/qo6eoH7X5lJkmpPLP91mTEkk4TZHp+cSVQdn+RPsrxEVTL5/XpPDgAAMTEGAAAYelySn05yTZKfyyTxcViSo5K8IMllg777Jfm/Sf4mk8TWm5PcL8mhmayIOSHJv86M/zOLbQc4XaH1d0kOmTZdnslqoiOTHJTk9kmem+SC6f2HJfmjFT/LDVBVd8pkVdHQvyd5SZL7J7l5ktsleWqSj2WS1LnNMof/+qB8Tia/i2Om1x+Y5LZJfn3Q56ZJXl9VB88O1N2fS/KOQdOzquomSwVQVYdnkmTbY7hlZCX5P5n8TSSTv5PnZ/J3cEAmz/0eSZ6eyQq73ZkkzM5Z6nEBAGBfsGvsAAAAAJJkupXffyRyqupFmSRqkuT87j5iE8L4lum/P9rdpwzaP5nkk1X17iQfyN73Uo+a/vvOTLae27Ni57Ikp1TVW5N8NJMkTTJJft0rk2TNfH43e1d0fTHJI7v7U4P7v5jkVVX15iTvySSJdWxVHdvd713ZU113L8reJFuSfD7Jcd19/qDtkiRvrKo3JTklyVOWOfbXk3wlyU8m+bO+8X72Fyb5xWnS6aembf8pk4ThK+cZ7xVJHj0t3zzJD2bppN8zMkk8JZNk06mD++45ve3xrO7+i0H9kuntU0n+uKpum8nf2JVLPCYAAOwTrKwCAACY670ziar/0N1nZnLe0tD1SZ4zTwIl3X1RkpfPNM+7XWBVPT6T7e6SyZlYj51JVA3HvTCTRM8N06Znzddvs0yTL08bNF2a5KEziar/0N27M0kkXbTMh/hSkqO6+43z/ZwHfj3JVYP6Qj+Xv8skmbbHcrYCfPag/KbuHq72+vaZvu9abKDuvsAZVAAAsJdkFQAAwFwnLXH/h2bq7+ruLyzS/4yZ+q0W6Pe8QfnV3f2RxYLo7rMz2XowSf5zVe23WP8N9qTs3QIvSX61u7+02AXdfXWSK5YzeHdfM5McWqjfRUlOGzTdq6pu9L63u2/I5AysPY6uqvsvNG5VHZPk7oOmV890mT2j68ilYgUAAPaSrAIAAJhrqe30Ll5h/9kky43OUaqqb07y0EHTq5YYc489q7xukcm2d2N51KB8fW6czNlMnx2U909y6wX6/VHmrsJ67iJjDldVnZvkH2bu/5eZ+muraszfBwAAbCuSVQAAAHtd3d3/tkSf2W3oPrPC/vO9D3tA5q5MOruqeqlbkpMH1xy1RBwb6ehB+YPd/Y3RIkkun6kfMF+naYx/Omj6wao6ZLZfVd00k5Vje5w8uxVhd5+T5H2DpqOSfKqq3lZVL6yq76uqb13JkwAAgH2JZBUAAMBeq0myrEdiZj22jVtoBdGGqqqDk9xy0PTZhfpuQa8YlA/O5BywWY9LsieJdX2S1yww1omZu+puV5Ljk7wkyVuTfLmq3jc9mwwAABiQrAIAANjrhk26ZtahW2SM1Thspv61jX7Aqjqkqh5dVS+pqjdU1ZlV9aWqujTJLyx3nO7+aOaeKfbsebo9fVB+W3dfsMBYn0nykCSfXijsJA9O8ldV9bdVdbPlxgkAADvdrrEDAAAAYM7WdR9N8sBVjHHtOsWyUlfM1PffqAeqquOT/I9Mzvdar/ezr0hyzLT8wKq623Rbv1TV4Um+d9B30bO4uvuTVXWfJM9J8swk35FJkmrW9yd5S1U9vLuvX+sTAACA7c7KKgAAgPFdOCh/W3dfvYrbKEmP7v73JFcPmm6z3o9RVfeuqrOTvC3JcVnfL17+Zeb+/H9wUH7s4LEuzGQ7v0V19+7ufkV33z/JLZI8MskvJnn/TNdjkzxvtUEDAMBOIlkFAAAwvg8OyodX1f1Gi2R1PjcoH72eA1fVXZO8L8l9B82XZ5K4+t9JnpHkAUnukuRWSf7PSsbv7muTnDRoGp5b9YRB+TUrTQh29yXd/a7u/vXufkiSxyS5atDlv61kPAAA2KkkqwAAgO1gvq3Udozu/kKScwZNzxwrllV696B856q69zqO/b+y9zyu6zPZBvDw7n5Md/98d5/a3R/q7s9291ezuu0QXzW47q5VdZ+qOiR7twDsJCev4TlMBul+W5JfHzQdWVUHr3VcAADY7iSrAACArWr3oHzYaFFsnj8YlJ+7zgmfjfbOmfrPLnVBVd0iyc2XMfZ3DMqndPdvd/fuBXuv4sys7r4wyV8Pmh6b5OFJDpjWT+vuf13puAv48Ez9oHUaFwAAti3JKgAAYKu6aFA+rKoOHy2SzfHqJF+elncl+bOqut1SF1XVoVX16qq66YZGt7i3J/n8oP60qvq+hTpX1Tdlkpw7dKE+A5cPyvst1rGqKslDljHmfF4xKD8ykzOl9vjDJR73sKp6XlUtGt/UXQflK7r76yuIEQAAdiTJKgAAYKv64kx9ztZ4VXV4Vf1OVX1HdoDuviLJswdNd03yvqp60Hz9q+qWVfWCTLYPfHYm5zWNYnqW0/CsqEryxqp6+jSBtPeOqlsl+fMkT1rm8B8ZlJ9WVT9aVbtmO1XVHZP8cZIHrij4qe5+X5J/nlbvn+S7puWLM3fV1Xzuk+R3k3y0qk6cbiF4I1V1TJJfHDSdtppYAQBgp7nRBB8AAGCLOCOTM4r2rFZ56TQxdVEmiZxjM9lC7ctJzh4lwnXW3W+rql9K8pJp052SnFFVZyX5UJLrkhye5J5J7p25Z3ndOsm5mxjurJOTPDnJcdP6IUlOTfIrVfWeJJdk8nwekeQmSa6e9ltqG7xTkvzYtLwrk/OlXlxVp2Xyu/+WJHdL8p1Z+9lmr0xy0jSm+0/bXrfEtoPJJFmVTH4vf5jk96vq7CSfyiTZdUiS+yY5enBNJ/nNNcYLAAA7gmQVAACwJXX3pVX1viQPmzbtl+QH5+n60CQv3ay4Nlp3/2pVXZbJSqU9ZyYdnbmJjlnvyGSF1Wi6+/qqekqSMzNJSu1xxPQ29MUkT8hkhdUdlxj3H6vqlCTPGDTfOvP/LXw5yfuTPHElsQ/8SZLfyOQsrT3bKr56GdddmuTKwTW7Mkmefeci1/xcd79nlXECAMCOYhtAAABgK3tBJkmAWZ3JSqP/nslqnh2lu38nk9U6b05y7QLdLk7yp0ke3t2P7u5vbFZ8C5mev/SgJG9boMvFSX41yd27+8wVDP2cJK9d5P5PJvmfmaywescKxp2ju69M8ppB0we7+1+Wcd0pmSTkXphkqf6fSHJ8d79stXECAMBOU909dgwAAAALqqo7JXlsJlvHXZLkc0nO7u6LRg1sk1TV4ZlseXj7JAdmsnron5N8rDf4DV1VDcd/Zne/dgXXHpVJ3DdP8rUkn05yxvR8q9XGc+8kD0lys0z+Fv4tyVnd/ZXVjjnPYzwtk7OvkuTE7j55FWPcOsn9MklgHZbkmiRfSfKh7v7sMsc4L3tXnb24u1+00jgAAGC7kKwCAABgXmtJVm1XVfXOTM7VuizJbbv78pHiOC+SVQAA7CNsAwgAAABJquqOSY6bVt8wVqIKAAD2NZJVAAAAMPHs7H2ffNKYgQAAwL5EsgoAAIB9XlXtn+RZ0+qZ3X3WmPEAAMC+RLIKAAAAkhOS3G5a/p0R4wAAgH3OrrEDAAAAgM1UVS9PckWSM5NcmOT2SX5jevenk7xxpNAAAGCfJFkFAADAcuxfVQcN6td29/WjRbM2hyd5/jzt1yR5dndft8nxpKoOTFLDps2OAQAAxmIbQAAAAJbjpCRXDW5PHzecNfnaPG27k/xwd5+x2cFMfTpzf753GCkOAADYdFZWAQAAsK95fZKLM3lP3Em+keRvuvv8UaMCAIB9lGQVAAAA+5TuPjOT86oAAIAtoLp77BgAAAAAAADYRzmzCgAAAAAAgNFIVgEAAAAAADAaySoAAAAAAABGI1kFAAAAAADAaCSrAAAAAAAAGI1kFQAAAAAAAKORrAIAAAAAAGA0klUAAAAAAACMRrIKAAAAAACA0UhWAQAAAAAAMBrJKgAAAAAAAEYjWQUAAAAAAMBoJKsAAAAAAAAYjWQVAAAAAAAAo5GsAgAAAAAAYDSSVQAAAAAAAIxGsgoAAAAAAIDRSFYBAAAAAAAwGskqAAAAAAAARvP/AZVsKlo+scNSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 483,
       "width": 853
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sap_flux = np.sum(flux[:, pix_mask], axis=-1)\n",
    "sap_flux = (sap_flux / np.median(sap_flux) - 1) * 1e3\n",
    "plt.plot(time, sap_flux, \"k\")\n",
    "plt.xlabel(\"time [days]\")\n",
    "plt.ylabel(\"relative flux [ppt]\")\n",
    "plt.title(\"raw light curve\")\n",
    "plt.xlim(time.min(), time.max());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## De-trending\n",
    "\n",
    "This doesn't look terrible, but we're still going to want to de-trend it a little bit.\n",
    "We'll use \"pixel-level deconvolution\" (PLD) to de-trend following the method used by [Everest](https://github.com/rodluger/everest).\n",
    "Specifically, we'll use first order PLD plus the top few PCA components of the second order PLD basis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 483,
       "width": 881
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build the first order PLD basis\n",
    "X_pld = np.reshape(flux[:, pix_mask], (len(flux), -1))\n",
    "X_pld = X_pld / np.sum(flux[:, pix_mask], axis=-1)[:, None]\n",
    "\n",
    "# Build the second order PLD basis and run PCA to reduce the number of dimensions\n",
    "X2_pld = np.reshape(X_pld[:, None, :] * X_pld[:, :, None], (len(flux), -1))\n",
    "U, _, _ = np.linalg.svd(X2_pld, full_matrices=False)\n",
    "X2_pld = U[:, :X_pld.shape[1]]\n",
    "\n",
    "# Construct the design matrix and fit for the PLD model\n",
    "X_pld = np.concatenate((np.ones((len(flux), 1)), X_pld, X2_pld), axis=-1)\n",
    "XTX = np.dot(X_pld.T, X_pld)\n",
    "w_pld = np.linalg.solve(XTX, np.dot(X_pld.T, sap_flux))\n",
    "pld_flux = np.dot(X_pld, w_pld)\n",
    "\n",
    "# Plot the de-trended light curve\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(time, sap_flux-pld_flux, \"k\")\n",
    "plt.xlabel(\"time [days]\")\n",
    "plt.ylabel(\"de-trended flux [ppt]\")\n",
    "plt.title(\"initial de-trended light curve\")\n",
    "plt.xlim(time.min(), time.max());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That looks better.\n",
    "\n",
    "## Transit search\n",
    "\n",
    "Now, let's use [the box least squares periodogram from AstroPy](http://docs.astropy.org/en/latest/stats/bls.html)\n",
    "(Note: you'll need AstroPy v3.1 or more recent to use this feature) to estimate the period, phase, and depth of the transit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 833,
       "width": 883
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from astropy.stats import BoxLeastSquares\n",
    "\n",
    "period_grid = np.exp(np.linspace(np.log(1), np.log(15), 50000))\n",
    "\n",
    "bls = BoxLeastSquares(time, sap_flux - pld_flux)\n",
    "bls_power = bls.power(period_grid, 0.1, oversample=20)\n",
    "\n",
    "# Save the highest peak as the planet candidate\n",
    "index = np.argmax(bls_power.power)\n",
    "bls_period = bls_power.period[index]\n",
    "bls_t0 = bls_power.transit_time[index]\n",
    "bls_depth = bls_power.depth[index]\n",
    "transit_mask = bls.transit_mask(time, bls_period, 0.2, bls_t0)\n",
    "\n",
    "fig, axes = plt.subplots(2, 1, figsize=(10, 10))\n",
    "\n",
    "# Plot the periodogram\n",
    "ax = axes[0]\n",
    "ax.axvline(np.log10(bls_period), color=\"C1\", lw=5, alpha=0.8)\n",
    "ax.plot(np.log10(bls_power.period), bls_power.power, \"k\")\n",
    "ax.annotate(\"period = {0:.4f} d\".format(bls_period),\n",
    "            (0, 1), xycoords=\"axes fraction\",\n",
    "            xytext=(5, -5), textcoords=\"offset points\",\n",
    "            va=\"top\", ha=\"left\", fontsize=12)\n",
    "ax.set_ylabel(\"bls power\")\n",
    "ax.set_yticks([])\n",
    "ax.set_xlim(np.log10(period_grid.min()), np.log10(period_grid.max()))\n",
    "ax.set_xlabel(\"log10(period)\")\n",
    "\n",
    "# Plot the folded transit\n",
    "ax = axes[1]\n",
    "x_fold = (time - bls_t0 + 0.5*bls_period)%bls_period - 0.5*bls_period\n",
    "m = np.abs(x_fold) < 0.4\n",
    "ax.plot(x_fold[m], sap_flux[m] - pld_flux[m], \".k\")\n",
    "\n",
    "# Overplot the phase binned light curve\n",
    "bins = np.linspace(-0.41, 0.41, 32)\n",
    "denom, _ = np.histogram(x_fold, bins)\n",
    "num, _ = np.histogram(x_fold, bins, weights=sap_flux - pld_flux)\n",
    "denom[num == 0] = 1.0\n",
    "ax.plot(0.5*(bins[1:] + bins[:-1]), num / denom, color=\"C1\")\n",
    "\n",
    "ax.set_xlim(-0.3, 0.3)\n",
    "ax.set_ylabel(\"de-trended flux [ppt]\")\n",
    "ax.set_xlabel(\"time since transit\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we know where the transits are, it's generally good practice to de-trend the data one more time with the transits masked so that the de-trending doesn't overfit the transits.\n",
    "Let's do that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 483,
       "width": 870
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = ~transit_mask\n",
    "XTX = np.dot(X_pld[m].T, X_pld[m])\n",
    "w_pld = np.linalg.solve(XTX, np.dot(X_pld[m].T, sap_flux[m]))\n",
    "pld_flux = np.dot(X_pld, w_pld)\n",
    "\n",
    "x = np.ascontiguousarray(time, dtype=np.float64)\n",
    "y = np.ascontiguousarray(sap_flux-pld_flux, dtype=np.float64)\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(time, y, \"k\")\n",
    "plt.xlabel(\"time [days]\")\n",
    "plt.ylabel(\"de-trended flux [ppt]\")\n",
    "plt.title(\"final de-trended light curve\")\n",
    "plt.xlim(time.min(), time.max());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To confirm that we didn't overfit the transit, we can look at the folded light curve for the PLD model near trasit.\n",
    "This shouldn't have any residual transit signal, and that looks correct here:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 455,
       "width": 886
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "x_fold = (x - bls_t0 + 0.5*bls_period) % bls_period - 0.5*bls_period\n",
    "m = np.abs(x_fold) < 0.3\n",
    "plt.plot(x_fold[m], pld_flux[m], \".k\", ms=4)\n",
    "\n",
    "bins = np.linspace(-0.5, 0.5, 60)\n",
    "denom, _ = np.histogram(x_fold, bins)\n",
    "num, _ = np.histogram(x_fold, bins, weights=pld_flux)\n",
    "denom[num == 0] = 1.0\n",
    "plt.plot(0.5*(bins[1:] + bins[:-1]), num / denom, color=\"C1\", lw=2)\n",
    "plt.xlim(-0.2, 0.2)\n",
    "plt.xlabel(\"time since transit\")\n",
    "plt.ylabel(\"PLD model flux\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The transit model in PyMC3\n",
    "\n",
    "The transit model, initialization, and sampling are all nearly the same as the one in :ref:`together`, but we'll use a [more informative prior on eccentricity](https://arxiv.org/abs/1306.4982)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "success: True\n",
      "initial logp: 12738.927684003562\n",
      "final logp: 13006.077496771437\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "success: True\n",
      "initial logp: 13006.077496771437\n",
      "final logp: 13007.537419870137\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "success: False\n",
      "initial logp: 13007.537419870141\n",
      "final logp: 13030.495518730148\n"
     ]
    }
   ],
   "source": [
    "import exoplanet as xo\n",
    "import pymc3 as pm\n",
    "import theano.tensor as tt\n",
    "\n",
    "def build_model(mask=None, start=None):\n",
    "    if mask is None:\n",
    "        mask = np.ones(len(x), dtype=bool)\n",
    "    with pm.Model() as model:\n",
    "\n",
    "        # Parameters for the stellar properties\n",
    "        mean = pm.Normal(\"mean\", mu=0.0, sd=10.0)\n",
    "        u_star = xo.distributions.QuadLimbDark(\"u_star\")\n",
    "        \n",
    "        # Stellar parameters from Huang et al (2018)\n",
    "        M_star_huang = 1.094, 0.039\n",
    "        R_star_huang = 1.10, 0.023\n",
    "        m_star = pm.Normal(\"m_star\", mu=M_star_huang[0], sd=M_star_huang[1])\n",
    "        r_star = pm.Normal(\"r_star\", mu=R_star_huang[0], sd=R_star_huang[1])\n",
    "\n",
    "        # Prior to require physical parameters\n",
    "        pm.Potential(\"m_star_prior\", tt.switch(m_star > 0, 0, -np.inf))\n",
    "        pm.Potential(\"r_star_prior\", tt.switch(r_star > 0, 0, -np.inf))\n",
    "\n",
    "        # Orbital parameters for the planets\n",
    "        logP = pm.Normal(\"logP\", mu=np.log(bls_period), sd=1)\n",
    "        t0 = pm.Normal(\"t0\", mu=bls_t0, sd=1)\n",
    "        b = pm.Uniform(\"b\", lower=0, upper=1, testval=0.5)\n",
    "        logr = pm.Normal(\"logr\", sd=1.0,\n",
    "                         mu=0.5*np.log(1e-3*np.array(bls_depth))+np.log(R_star_huang[0]))\n",
    "        r_pl = pm.Deterministic(\"r_pl\", tt.exp(logr))\n",
    "        ror = pm.Deterministic(\"ror\", r_pl / r_star)\n",
    "        \n",
    "        # This is the eccentricity prior from Kipping (2013):\n",
    "        # https://arxiv.org/abs/1306.4982\n",
    "        ecc = pm.Beta(\"ecc\", alpha=0.867, beta=3.03, testval=0.1)\n",
    "        omega_vec = pm.Normal(\"omega_vec\", shape=2, testval=np.array([0.0, 1.0]))\n",
    "        omega = pm.Deterministic(\"omega\", tt.arctan2(omega_vec[0], omega_vec[1]))\n",
    "\n",
    "        # Transit jitter & GP parameters\n",
    "        logs2 = pm.Normal(\"logs2\", mu=np.log(np.var(y[mask])), sd=10)\n",
    "        logw0_guess = np.log(2*np.pi/10)\n",
    "        logw0 = pm.Normal(\"logw0\", mu=logw0_guess, sd=10)\n",
    "        \n",
    "        # We'll parameterize using the maximum power (S_0 * w_0^4) instead of\n",
    "        # S_0 directly because this removes some of the degeneracies between\n",
    "        # S_0 and omega_0\n",
    "        logpower = pm.Normal(\"logpower\",\n",
    "                             mu=np.log(np.var(y[mask]))+4*logw0_guess,\n",
    "                             sd=10)\n",
    "        logS0 = pm.Deterministic(\"logS0\", logpower - 4 * logw0)\n",
    "\n",
    "        # Tracking planet parameters\n",
    "        period = pm.Deterministic(\"period\", tt.exp(logP))\n",
    "\n",
    "        # Orbit model\n",
    "        orbit = xo.orbits.KeplerianOrbit(\n",
    "            r_star=r_star, m_star=m_star,\n",
    "            period=period, t0=t0, b=b,\n",
    "            ecc=ecc, omega=omega)\n",
    "\n",
    "        # Compute the model light curve using starry\n",
    "        light_curves = xo.StarryLightCurve(u_star).get_light_curve(\n",
    "            orbit=orbit, r=r_pl, t=x[mask], texp=texp)*1e3\n",
    "        light_curve = pm.math.sum(light_curves, axis=-1) + mean\n",
    "        pm.Deterministic(\"light_curves\", light_curves)\n",
    "\n",
    "        # GP model for the light curve\n",
    "        kernel = xo.gp.terms.SHOTerm(log_S0=logS0, log_w0=logw0, Q=1/np.sqrt(2))\n",
    "        gp = xo.gp.GP(kernel, x[mask], tt.exp(logs2) + tt.zeros(mask.sum()), J=2)\n",
    "        pm.Potential(\"transit_obs\", gp.log_likelihood(y[mask] - light_curve))\n",
    "        pm.Deterministic(\"gp_pred\", gp.predict())\n",
    "\n",
    "        # Fit for the maximum a posteriori parameters, I've found that I can get\n",
    "        # a better solution by trying different combinations of parameters in turn\n",
    "        if start is None:\n",
    "            start = model.test_point\n",
    "        map_soln = xo.optimize(start=start, vars=[logs2, logpower, logw0])\n",
    "        map_soln = xo.optimize(start=map_soln, vars=[logr])\n",
    "        map_soln = xo.optimize(start=map_soln)\n",
    "\n",
    "    return model, map_soln\n",
    "\n",
    "model0, map_soln0 = build_model()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's how we plot the initial light curve model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABs0AAATCCAYAAAD2EKjsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xd4FFX7N/DvEQV9bA9WUHnsBZAuIEWRHy8dFVEEKVKkhl4DAQQUkCJVagggNXQBBalSQy8JYuiEFgIJJYGQkLbn/WOTdXezu9kyszO7+/1cFxc7uzNn7s3uzpwz95xzhJQSRERERERERERERERERIHsIa0DICIiIiIiIiIiIiIiItIak2ZEREREREREREREREQU8Jg0IyIiIiIiIiIiIiIiooDHpBkREREREREREREREREFPCbNiIiIiIiIiIiIiIiIKOAxaUZEREREREREREREREQBj0kzIiIiIiIiIiIiIiIiCnhMmhEREREREREREREREVHAY9KMiIiIiIiIiIiIiIiIAh6TZkRERERERERERERERBTwmDQjIiIiIiIiIiIiIiKigMekGREREREREREREREREQU8Js2IiIiIiIiIiIiIiIgo4DFpRkRERERERERERERERAGPSTMiIiIiIiIiIiIiIiIKeEyaERERERERERERERERUcBj0oyIiIiIiIiIiIiIiIgCHpNmREREREREREREREREFPCYNCMiIiIiIiIiIiIiIqKAx6QZERERERERERERERERBbyHtQ6AyBYhRAEAJbIXEwBkaRgOERERERERERERERFpKx+A57Mf/y2lTFN6B0yakV6VAHBI6yCIiIiIiIiIiIiIiEh3ygM4rHShHJ6RiIiIiIiIiIiIiIiIAh57mpFeJeQ8OHjwIAoXLqxlLEREREREREREREREpKG4uDhUqFAhZzHB0bruUjRpJoS4oGR5XiKllG9qHQTlYprDrHDhwnjllVe0jIWIiIiIiIiIiIiIiPQjK+9VXKd0T7PXAEgAQuFy1SS1DoCIiIiIiIiIiIiIiIi0pdacZr6QiPKFGImIiIiIiIiIiIiIiMgL1JzTbCSATBXL98TDAAZpHQQRERERERERERERERHpgxpJMwFjL64fpZTpKpTvMSFEATBpRkRERERERERERERERNnUGJ7Rl4Y99KVYiYiIiIiIiIiIiIiISCVqJM2ECmWqxZdiJSIiIiIiIiIiIiIiIpUoPTzjcLPHep3PDDDGNjzPtYiIiIiIiIiIiIiIiCggKJo0k1L6RCJKSpkFJs2IiIiIiIiIiIiIiIgomxrDM2pKCPGi1jEQERERERERERERERGRb1F6eEa3CCHyARiUsyyl/MGNMgYBaAHgbSFECSnlSQVDJCIiIiIiIiIiIiIijUgpsXbtWiQkJKBp06Z48skntQ6J/JBeepo9DGAYgKHZ/9xxDsC7AASADsqERURERERk265du7Bu3TpkZGRoHQoREREREZHfGzJkCL744gt06NABlStXhsFg0Dok8kN6SZrlEB5suxxAbHYZXyoTDhERESkpKysLixYtwuzZs/HgwQOtwyFy248//ohq1arh888/R926dbUOh4iIiIiIyO+NHDnS9PjEiRPYtGmThtGQv9Jb0sxtUkoJYGf24stCiHe0jIeIiIhy++6779CyZUt06NAB9erV0zocIrd9//33psfbtm3DoUOHNIyGiIiIiIgo8ERGRmodAvkhv0maZYs3e1xSsyiIiIgol/T0dMyfP9+0vH37dpw8ySlIyT8cPnxY6xCIiIiIiIjITHp6Onbs2IFz585pHQr5EL9JmgkhHgFQ1eypl7SKhYiIiHJLS0vL9dzFixe9H4gPWbFiBapVq4bvvvsOiYmJWodDRERERERE5BMyMjJQpUoVVK9eHcWLF8eaNWu0Dol8xMPe3qEQ4mMbT+e3WucjODe/mQDwNIA3AbQAUNrstcfdjZGIiIhIa5cuXcLXX38NANi1axceffRRTJs2TeOoiIiIlHf37l3ExcXh9ddfR/78+fPegIiIiCgPK1asMI0Ikp6ejhYtWiA5OVnjqMgXeD1pBmAHAOngdZG9jquEVbkX3SiDiIiISBeGDx9usTx9+nQmzYiIyO/8888/qF27NmJjY1G2bFls3boVBQsW1DosIiIi8nHLli2zWL5//75GkZCv0evwjMKFfzmk2fJ+ACu9FSwRERGR0m7cuKF1CGTH2rVrtQ6BiMhvDB48GLGxsQCAo0ePIiwsTOOIiIiIiCiQaZU0c5T8cresBBgTZa0BVJNSZngYIxERESlISkcdzYl8w7x589CwYUOtwyAi8hvW84sMHjxYo0iIiIjI1wjhSVqByDavD88opcyVqBNCPAogJWcVAG+4UGQagJtSykwFwiMiIiIisqtt27Y2n2djjYiIiIiISD/YRiN3aTGnmS0Wt55LKS9pFYjeCCEeklIatI6DiEhN69atw969e1GvXj18/PHHWodDKmGF1TXsmUdERERERERE5F16SZpRNiFETQDfAvgYQCEADwshbgI4BGARgOVqJNGEEAXg/jCZaZJX9ojITWvXrjUNdTZu3DgcPHgQ5cqV0zgqIiLXsCpERKQMHk+JiIhICbxxl9yl1Zxm1gwAdgHYmf1/wBFCPCGEWANgM4AWAP4HID+Mn9ELAOoDCAcQIYR4UYUQTgNIdfPfuyrEQ0QB4ptvvjE9NhgM6Nq1q4bREBERERERERERUaDSRU8zKWUGgE+0jkMrQoj8ADYBqOzE6h8C2CaE+ERKeVPdyIiI1JeammqxvH//fo0iISIiIiIiIiIiokCml55mgW4MLBNmewDUAvAUgCcAVASw2Oz14gCWey06IiIiBdgabonDJRARERERERERkV7oNmkmhMgnhKgihAgWQqwQQuwWQpwUQhwUQqwRQvwkhPhYCKHb9+AMIcT7ALqbPbUFQHUp5RYp5T0p5X0p5UEpZQsAw8zWqy6E+EylsIZLKYUL/06pFAcREfk5zltC/oIJ4MAyatQoPPLII3j55ZexZ88ercMhIiIiIiIrbKORu3SXcBJCFBZC/AjgMozzm40C0AjGnljvAigH4FMA/QFsBxAvhAgRQjyuUcieGox/P4dEAN9KKTPtrPsjAPME1XA1AyMiIlISK6xE5A9iY2MxaNAgZGZm4tq1awgODtY6JCIiIiIiIlKIrpJmQoiWAKIBhAAoDCCvq2sCwDMwJpMuCCHqqhuhsoQQzwD4wuypBVLK6/bWl1IaYBzKMUdpIcTbasVHRERERESWQkNDLZb37t2rUSRERPp1584dHD58GPfu3dM6FCIij2RlZWHRokWYNWsWUlJStA6HiLxAN0kzIcQUAL8CeBrGZFjOeE05j88DOJT9fxr+TajJ7MfPA1grhGjjvag9VhNAfrPl+U5sswTG95/jS0UjIiIiIl3g0JVERETki06fPo3ixYujfPnyKF26NGJjY7UOiYj8XGJiIiIiInDz5s081928eTMaNmyIPn36OJUECwoKQsuWLdGpUyfUrFlTiXDJSzjaDblLF0kzIUQTAF3xb4IsJxG2D0ATAP+VUr4jpawopXwHwFMA6gFYkV1EzjYPA5gthKjt5bfgripmj+8CiMxrAyllOoBjZk9VVjooIiIiNdhKArESS/6CSU4iIiKjIUOGIC4uDgBw4cIFjB07VuOIiMifXb58GaVKlULVqlVRrFgxnDx50u66sbGxqFOnDtauXYsJEyZg0KBBeZZvPsrA3r17ceTIEUXiJiL90kXSDECP7P9zkmUPALSWUlaRUq6QUiabryylzJRSbpRSNgFQFcBFs+0fAjBF+MZVuHfNHh/JHn7RGYfMHpdWMB4iIiIiIiIiIretWLHCYnnKlCkaRUJEgWDZsmW4fPkyACAhIQHz5s2zu+6IESMsbnabNGmSy/s7d+6c60ESkU/RS9KsJP5NmGUAqC2lXODMhlLKfQCqA7hk9vRb8I0eWObzkcW4sN01s8dFhBBPKRQPERGRV+m1d86RI0fw/fffY926dZrF4Bv3/1AOfl6Bg581ERERkX5cv37dYvnKlSt2181JrpH/YN2c1PCw1gFky+lhJQH8IqXc48rGUsrLQohvAezCv3OhlQUQoVyIyhJCPALgf2ZPxbmwebzVcmEYh3dUjBDiSQCdYJwz7T0YvyuXAWwDMFNK+Y+S+yMiIv/nK5XZU6dOoVKlSsjIyAAALF26FE2aNNE4KtK7nO8LERF5Rq831BARkT5ZnzeSk5PtrKnO/ki/fOUaBOmPXnqa3YSxlxkALHKngOxE2zGzch5TIC41PQ8gn9myK0f0O1bLhT0Px0JZANEAxgKoCOBpAI8DKArj3HNRQoiRQgi9JF2JiIgU069fP4sESNOmTTWJg40x/Vi3bh1KlSqFatWq2V3nt99+82JERERERETek56ejpCQENSuXRtz5szRdVvl/v37WodARD5OL0mPkwBey358wYNyDgAok/34uqMVdeBxq+U0F7ZNt1ou6GEs1j7N4/V8AEIAvCaEaCHdOFMKIV7JY5VCrpZJRET6Zut0occ7v7Zs2aJ1CKQj9+/fR9OmTZGamupwve3bt3spItKaHo9bRERERGqaMmUKfvrpJwDA5s2bUbRoUVSurM+ZcZg0IyJP6aWnmflVhqc9KCfT7PFBD8rxhiesljNtrmWbddLsUQ9jsecsgNYwzr1WEEAdGBOcOZoBGOxm2Vfy+HfIzXKJiIg8oue7JvXi0qVL2LlzJ1JSUrQORXVLly7NM2FGgYXHCCIiIgo0/fr1s1gOCgrSKJLcrOtmjpJmvPkpsPDzJnfpJWm2HP8mjWp5UE5OL7O/pZSnPAtJddY9zVxpfWdZLRfwMBZbNgAoIaWcL6U8J6VMlFJuAvAJgFtm6w0SQrytwv6JiIg0wQvijv31118oVqwYPvnkE5QvXx737t3TOiRVMWFGRERERGQpJiZG6xDscpQ0c9TWO3/+PJo1a4YWLVrg4sWLea5PRP5LF0kzKeVlGBNnAsBgIcQjrpYhhPg/AFVgTD4NUTZCVRislvPZXMs26ySZdVmeOgugkZQy15CRUsp4WP59CwDo68Y+iuTxr7wbZRIRkY9hI8T3tG/f3tTDLDo6GnPmzNE4InXx7kSyxu8EERERkX5YtymTk5PdKqNBgwYIDw/H4sWL0bBhQ6XCIyIfpIukWbY+AG4C+B+AX1zZUAjxMYBVMCbMFkkpf1c+PMVZj2fkSqIwv9XyAw9jAYDFAGZl/2tnK2FmJhyWQ0Q2F0L8x5WdSSmvOvoH/c9JR0RELvKVC81M5Dl24YLl9LOzZ8/WKBIiIiIiIiJL7sxpdvr0aZw69e+gZVFRUbh69aqSYRGRD3lY6wDMdAHwD4BqANoLIYoDcKav75MAPoUxASgBPCaEWODEdlJK2crdYBVgnTRzJen0WB5luUxKOciFdROFEJEAKmQ/9TiASgC2eRoHEREFFl9JpFHg4neUiMi7ePMKERG5wvq8kZqaCoPBgIceyt1XxF7d3laiLS3Ndn8Cnqd8B9ty5C49Jc0Gw5j0kjAO01g5+58zhNl2X7qwvpZJs7tWy0+5sO1zVsvxHsbijmj8mzRD9mMmzYiIyC42LvyTvzdE/P39ERERERH5m5SUFDzxxBNah0FEPkpPwzOac/WqmrT63xfcgOWwiq+4sO2zVsvXPA/HZTetlgtpEAMREZHi9JLc00scgY5JM7LG7wSRuvgbIyIiV9hqN7kzrxn5JtYbSA16S5oJL/3TnDQe0c2Hn3zThc3/Z/Y4DdrM/5VptWw9ZCQREZFPYrKKzLERRkTkXTwPExGRp9yZ14z8D9ty5C7dDM8opdRbAs8bzgAomv24hBAiv5Qy3Yntypk9Pi6ltE5gecPzVsu3NYiBiIhIcbxY5xp/b4j4+/sjIiIiInKV1nVkKSXu37+PAgUK2Gy/KZE0s9cuZHuRyP8FYqJKT/aYPS4Ay2SYTUKIRwEUN3vqiNJBOam41fI/mkRBROSk1NRUHD58GAkJCVqHErC0bljp3Z9//olXX30Vr7zyCtasWaN1OAFHSomdO3di586dbAgTEREREelURkYGmjRpgieffBLvvfce/vkn9yVJV5Nm9tqqbBcQBSYmzbS12Wq5qRPbNIZlD8ENngYhhKgmhHjShfULAihv9pQEsNXTOIiI1HLnzh2UL18e5cuXR9GiRXHkiFb3GwQ2X2lwaBGnwWBAhw4dcPnyZcTGxqJDhw7IzNSiI7nr/CUZ2qVLF3zyySf45JNP0LVrV9PzDz3E6jIREZEeSSmxdetW/Pbbb8jIyNA6HKKAomXbbvPmzVixYgUA4MKFC9i+fXuuddSc08xf2j+BYPny5VqHQD6KVwG09Tcs5zVrJoR4Ko9tupo9TgKwyZMAhBAFAMwFMFM4f9TvBSCf2fKfUso4T+IgIlLTjBkzTHef3bp1C3369NE4IiJLly9fxtWrV03LCQkJiIyM1DCiwHLnzh3MmDHDtDx9+nQkJiYCYKOYnBMTE4O7d+9qHQYRUUAJCQlBzZo10ahRI3z66adah0NEXhISEpLnOmrOaeYrN4MSkfuYNNOQNB5lJ5g99RyA0fbWF0LUB1DB7Kl5Ts6B5kgvAG8AaAZgbvbwj3YJIcpkb5MjE8D3HsZARKSqMWPGWCzv3LnTpe2joqLwyy+/4OjRo0qGRWRiq+HFxphrjh49isGDB2P16tUub2uesMwRF8f7gQLN6dOnUaZMGfz3v//FsGHD7K5nK5H6xhtv4K233sL+/ftVjJCIiMyNHv3v5ZNNmzbh+PHjGkZDFFj0fmOZvaSZ3uMmIn3QbdJMCPGMEKK5EGKGEOKQEOKKECJVCBEvhIgUQoQLIb4VQjyvdawemgMg1my5kxCip3WvLyHEJwAWmD2VCOBHe4UKIYYJIaTZv9Z2Vj0BwJD9uDWAo0KIRkKIXN+N7Bg2AXjC7OnvpZQc54yI/NaRI0dQoUIFdO/eHRUrVsS+ffu0DingSSnRu3dv5MuXD2+//TYvkGhMDw3Pc+fOoVKlShg5ciS+/PJLLFiwIO+NnKSH90feMXToUERGRiIpKQnDhw9HdHS0S9snJCR4pSfzrVu3cO/ePdX3Q0Tka/7++2+tQyAinVCipxlvYiQKXLpLmgkhSgkhFgK4CmOSqAOAcgBeBlAAxt5YJQF8DWAegFghRKgQoohGIXtESpkK41xmOROXCAATAfwjhJguhPhFCLEbwHYAz+RsBqCrlPK2Avv/A8YhH3MSZ0UBrAJwQwixUggxSQgxTQhxKDsG8yTlSgCW3TeIiHTg7t27uH79umnZk4ve3bt3R3q6sVNvZmYmOnfu7HF85JmoqChMnDgRBoMB586dw/Dhw7UOSRVspDlv1KhRpt8pALRq1cqp7S5fvozy5cujZMmSdtdh0ixwLFu2zGLZUW8ze/bu3atQNLYNGDAAzz33HAoXLow1a9aoui8irfD8R0REnlJzTjOep4j8n26SZkKIh4QQQwAchHGowEdhTCABxiSRuZxlAeBhAN8BOCOEaO+NWJUmpdwDYy+vVLOniwLoDGNCq6r56gA6SSkXK7j/GQAaAYg3e/o5AF8C6AEgCMAHVjH8COBrKaUBREQ6smXLFvzvf/9D4cKF0bZtWwCeVWqtL4BGRUV5FB95zjpJ5s5wfL6AjTHn2Zr82xmTJ0/G4cOHHa7DpFngysrKsvm8Vt+Jy5cvm4Ybvn//Ptq1a6dJHERERER6p0RPMy3qfJcuXUJ8fHzeKwYotpHJW3SRNMseCnAlgGEAHoExGWaeGLsJYCuAFdn/X4BlQk3A2AttphBimLfiVlJ2EuxDABvxb68va38DqC2lDFVh/2sBvAdgBIAEe6sB2AGgupTye8kjFRHpUFBQEJKSkgAA8+bNw5EjHEGWSE16SCo9+qjDKVntmjBhQt4rUcCy993Wqgq8du1ai+Vbt25pEgcRkV7poU5CRPqg1PCM3qz3devWDa+99hqKFCmCJUuWeG2/vo7HflLDw1oHkK0jgIYwJmXMk2XhACZJKQ9ZbyCEeA9AGwDdYEyY5WwzRAhxTkq5SPWoFSalPA6grhDiFQAVARQB8BiMPcAOZb/ubFnDYExCurL/OzD+/YYBKAOgNIzDMWYCuARgr5TyqitlEhF527lz5yyW586dy0oU+SR+b52nxt+Kf38iIm3w+EtERJ5SImlWp04dm6NSqHGeunDhAqZOnQoASE9PR8uWLdGsWTPF9+Pr2H8jMO3atQsTJ05EkSJFMHLkSK/sUy9Jsw5mjwWMPZ2+llLutLeBlPIUgGAhxAwYe6CVw7+9zkYLIZZJKTNUjFk12YkpzZJTUsosAIez/xEREemKP1aUeYFQf/zxe0a+jd9JChT8rhMRkSPOnCdcndPMVnvswoULNnt8qXGe+vPPPy2WDQbOhkMEALdv30aNGjWQmZkJAEhNTcXQoUNV368uhmcE8C7+TXjdB1DNUcLMnJTyIoD/B8B8kpnCAKopHCMREXlZYmIipkyZgiVLlvACCuVp1apV6NWrF7Zs2aJ1KAGFCT8KNPzOExEREembvZ5mrtbjunbtqkQ4eeL1Dufw7xR4Jk2aZEqYAUBYWJhX9quXnmbpMA6xKAGMze5F5jQpZZIQoiWMibOcX8/7MM5/RkREPshgMKBSpUo4dcp4Sjh27BjGjRvncjmsVAWGtWvX4quvvgJgrFRFRESgcuXKGkflGX53tcXECFl/B4YOHYpJkybh7t27LpUTExODHTt2oFy5cihZsqSSIRIRBSzWk4jIESWGZ7QnLi4OCQkJeP7551Xbh1ZOnTqF27dv48MPP8RDD+mlrw0FstjYWE32q5dvfwKMvcwAYKU7BUgpTwDYa1bOIwrERUREGtmwYYMpYQYAP//8M/bu3YsiRYogf/78Lo1jzIvf+qDmxY2mTZtaLHfu3Nli+dSpU6hZsyY+/PBDbN3Ke2qUpIfflxrfLV6MI3PR0dH44YcfXE6YnT17FqVKlULbtm3xwQcfYNeuXSpFSEREeqiTEJE+2EuaKVHH79evH1566SWEhoZ6XJYj169fz/VcZmYmsrKyVNnfrFmzUKxYMVSpUgVffPGFKvvwhMFgwObNm7UOgwKEXpJmx80eezKX1zGzx9c8KIeIiDT2999/53ouODgYV69eRUZGBgYPHoyrVzWb/pF05sGDBxbLx48ft1j+7rvvsHXrVhw4cABfffUV0tPTvRke+aBixYohPDycyTOVTJkyBW+//Tbq1q1runswLi4OYWFhiIiIUGQfGzZsQN26dREUFOQw2ZWYmIgRI0Y4LGv48OFuxTBo0CDcu3cPAJCRkYEOHTrksQURETmD52eiwOVMglzNnmaAMXnVsWNHxRJYto5pU6dOtVieNGkSHnvsMTz77LNYv369Ivs116lTJ1Mc69atw6FDhxTfhye+/vpr1KtXT+sw7EpISMDUqVPxxx9/aB0KKUAvSbPtZo9f8KAc8+Emd3tQDhGRX5JS4sCBAzh48KDWoeTJVqVxz549FsuzZs1yqxwKPHv37jU9TkpKwu+//65IucnJyejcuTM++ugjzJkzR9HvG7+72uvSpYvF+OmkjFOnTqFHjx44d+4cNm7ciKFDh+LWrVsoVaoU2rdvj48++gjh4eFIS0tzex/Xrl1DgwYNsHHjRsyYMQMDBgzItU54eDg+++wzFCxYEEOGDMn1uvkFGXe/BytWrLBYPn36tFvlADwmEBERkX7ovWdncnKy6fGlS5ewceNGJCYm2o3b3feTkpLi1nbOMK9/JiYmolevXsjMzERSUpJX5lr766+/VN+Hs06fPo1Vq1ZpHYZdqampKF26NLp164ZPP/0UEydO1Dok8pBekmZLAaRmP/7Mg3I+hHFOs71SysseR0VE5Gd69uyJDz/8EBUrVkTfvn21DodIM9Y909w1evRozJw5E3v27EG7du1y9XALBM42MM+ePYvKlSvj5Zdf9plGxJ07d3Dy5Emtw/A71gmqOXPmYPz48UhISABgTA41a9YMjz76KNq0aQODweDyPkaNGmWRZJoxY4bF64cOHUKzZs0US6ATERERkX7k9DTbv38/3n//fdStWxfvv/8+bty4oeh+1LypybydZd2z7OLFi6rtV48iIyO1DsGhuXPn4tq1fwe96927t4bRkBJ0kTSTUt4EMBfG+cgGCiGecLUMIcQ3AEpnL+a+lZSIKMDduXMHU6ZMMS2PHz/eNGSUPxNC6P4uuECm1WejVOPGem69Pn36KFKuPxo0aBD27duHa9euoXfv3oiJidE6JKewd4/yzO/8zWEvefXrr7+6NQ9YXFycw9e7d++eZxm3bt0yPeb3gMh7+HsjZ/B7QqQtLX+Dzuw7J2k2aNAgU90zNjbWJ0bdyWHeVtbi783rKM6zHhWJfJ8ukmbZQgDEAHgWwGIhRAFnNxRCtAAwD8ZeZmOllMpMhEBE5EcuX87dAdfWxLLekpaWhuDgYI/KGDFihMUdVwcOHMi1DhvU+mHrs/C3zyevC/WBzHqYulGjRmkUCWnN1d/90KFDFY/hzJkzea7z119/qTJfBBERqYMXeIkoR07SzNkhBtVul96/fx/Xrl2zux9bz/OYRqQdPSXNpgG4DWNvswYA/hFC7HLi3zEA8wHkzy7nIye326nR+yQi0oTekhPjx4/H2LFjPS6nQYMGpjlievTo4XF5REoyGAyYMmUKmjZtisWLF7u0rd5+s+fOnUOnTp1yPe9uYy49PR2AcV6pb775Br/88ovu3jNgnHCb1Ofos1fje+Fsme3btwfAixZERERE5vReN0pLS9PN3MSHDh3Cm2++iZdffhmff/65buJSi5QSoaGhqFChAlq1aoU7d+5oHZJHEhMTMWjQIPTv3980nLw1vf8eyHUPax2AmRYw9hSTMCbO3gDwuhPb5Xwrc1q+lZzcRn9XZUgTN27cwPHjx1GiRAkUKlRI63CIVKOHO5f27duH4cOH4+mnn8by5csdruvKRdLg4GCsWbPGZk8z8j96TKzYs3DhQlMyd9myZShcuDD+7//+T+OoXJeZmYkqVaogPj5e0XJ37NiBZs2aAQCWLl2Kp5+fQ7NUAAAgAElEQVR+Gt9++62i+yDyRFxcHObNm4fVq1drHYpPHfuIPMELT+QMHhOJKC85vc2coea5p3///qa51H7//Xds2LABn332men1AwcO5Jp/1zomXxqe8cSJE+jYsSMAY8LwhRdewLhx45QMzau++OIL7NixAwCwdetWHD16VNuAyCv01NPMXE7yTOl1iSycOXMGJUqUQK1atfD+++/j5MmTWodEpBpHSbNbt26hRo0ayJcvH+rVq4ekpCTF95+WloY6depg06ZNeSbMXOVomC0pJS++6FiDBg0wY8YMpxsBaWlpuH37tspR5bZv3z6cOnXK5e1at25tsdyuXTub6+n9O7p69WrFE2ZCiFx/j1atWrlVFi+c+Yb4+HiEh4cjKipK61Bc+s21bdtW0X2vXLkSa9euhcFgULRcIn/BYzqRtiIiIjBw4ECsXbtW61AoACQlJWHFihU4duyY4mW7kjRTU07CJceYMWNMjzdu3IjKlSvbbGtq3UZ0d//9+/e3WP7555+d2i46OhoffPABXnrpJUybNs3p/dmLM2dkE0/cunXL4vM7duyY6bO6ffs2Ro4ciV9++cXvew8GIj31NLsMJr/Iy4YMGWLqWnvr1i2EhITgt99+0zgqZYWHh2PQoEH473//i7CwMJQtW9btsqSU+Pvvv/Hkk0/i9ded6QhKeuIoaTZv3jzTWN9//vknwsPDbQ7D5olVq1bh7t27ipZJ6pBSYsuWLUhLS0O9evWQL18+1faVlZWFoKAgvPbaa6hbt67DdaOjo9GgQQPExMSoFo+9ebYqV66Mhx56CDNnzjQN1+YONWNX09WrV+2+5klj7vz5825vS77j999/R8OGDTVPEh05cgRCCJQtW1bTi/KNGzcGYEyiz549W7M4iIj05PDhw9i5cyc+/vhjlC9fPs/1mVxVx7Fjx/Dxxx+bztmrVq1Co0aN3CorNTUV+fLlQ/78+fNemQJScnIySpcujYsXL+Khhx7CsmXL8NVXXylWvjeSZu4ci8zbTy1btrRbR9a6p5m73L3Zsn///jhy5AgAoFu3bqhYsSJiY2NRpkwZl9ucBoMBn3zyiVtxmEtJScn13O3btyGlxEcffYTo6GiP93Hz5k3ExsaiaNGiPF7aMHfuXE32q5ueZlLK16SUr3vzn9bvmbRn3dtlzZo1GkWijnv37qFNmzaIiYnBsWPH0K1bN4/Ka9WqFUqVKoW3334bYWFhCkVJetCvXz+L5c6dOyu+DzV6r5E6evbsidq1a+Ozzz5DkyZNFCvXUUXfmSH5hg0bplrSKSkpCU2bNsWgQYPsrmMwGNChQwdV9m+LnpLMvtRII30xGAzo3LmzRwkzpb5/H3zwAcqVK4fg4GBFyvNUWFiYzYY4EVGgOXDgACpVqoS+ffuicuXK2Ldvn1vlaN0rwx90797d4pztblvghx9+wOOPP44XXngBf/75p1LhkZ8JDQ3FxYsXARjrjI7ahFJKbN68GcuXL0daWppT5ScnJysRpqpu3rzp1Hq2RteZN28e/vjjD9211dw9Fq9fv970WEqJ8uXLo2HDhihZsiSOHz/uUlkbN250+1xiztZ7kVJi165diiTM9u/fj3feeQelS5dGlSpVfOI760325pDzBt0kzYhIeUuXLrWoTOzdu9ftsk6ePImFCxcCMPYM8aSnBZEz9FbxCxRpaWmYMmWKaXnVqlWmhoyanGksrFixQrX9z549G8uWLVOtfF/n6PfoTKPowYMHbm1Hvu/y5cuIjY3VOgwLY8eO9cqdx84MJXvv3j3V4yAi0rvOnTubhrbKzMw0zYVD3rdnzx6LZXeGHIuLi8PQoUMhpURSUhK6dOmiVHikkSVLlqhS7sqVKy2WU1NT7a77/fffo3bt2mjSpInD6RnM6WV4Rnddu3YNgPE3NXLkyFyvt23bFp9++imGDx+uyv710l5LSkqy+f4d2bJliyL7tvc3UOoaSa9evXDnzh0Axh7X8+fPV6RcfzFv3jzN9s2kGZEfc/buG2ds3bpVsbL27t2LV155BY888ojdodAChZQSU6ZMQfXq1TFgwADTZ3bv3j2cP39e0XGRHQ3PqKa4uDj89NNPWLBgger7skcvlT1fYKvXw9mzZzWIRF3Wx0fr3paBIiMjA7NmzcKUKVMcNio9TWJv3Lgx13NZWVkelemOGzduoH79+njllVcwYMAAr+8/EGk9JKM9Ssxx4EhGRgbKlSunaJnO/A4NBgOmTp2K9u3bm4ZdJtecPn0aJ06c0DoMooBiPZfR33//nec2vMFOv6xH9PHV4cnpX82bN1elXFfqiSNGjHC5fFeSZt68ZuDsvubMmYN79+7hhx9+cLieWkkzd2l1/SUqKgp//PEHUlNTfeYcsX//fovlCRMmaBSJPmn5OTJpRkReFxwcjNjYWGRmZmLQoEE270CXUiIlJcXvJ9Pctm0bevTogR07dmDMmDEIDQ1FVFQU3n33Xbz11luoVq2aYt2ztUiapaWloWzZsggJCclVGVDSyZMnMXnyZNXKJ9/k6C6txYsXmx4rWRGLjo5GeHi4ojctqOnbb79Fp06d0KNHD5tzyh09ehSNGzfONZmzLX/88Qdq166Nzp075xpaUosEmS0TJkzAhg0bEBsbazEBN5HSFi9e7JVeutamTZuGbt26ISwsDP/v//0/nDx50usx+LLRo0fjvffeQ4kSJdCrVy+twyEiF/FGObJFSokVK1bg559/xvXr17UOh8yofXOVr/c0A4x1u+3bt2uyb3ePqVocixcvXoyyZcvi008/RYUKFRzeIJfTg89dzl4/UPMaGKlP0aSZEGJu9r85Qoh8SpatJCHEw+axah0PUaCxHvIhNDTUYjkjIwNNmzbF448/jqJFi/r1BZ/vvvvOYrl79+4YOHAg4uLiABh75Zlf3Fea2heyFyxY4LWGSc+ePW0+7yt3GJHyunTpYne+oJyGR1xcHCpVqqTofps1a4aaNWsqWqYaHjx4gKVLl5qWd+/ebXG8TUtLQ/Xq1XMNm2JNCIHY2Fh8+umn2Lx5M2bOnImQkJBc61hT8rd5+vRpp9YbO3asYvvUo9TUVIwcORLBwcGm84g/8MXjuLON5MOHDyu63+7du5seSynRt29fRcv3ZxkZGRg4cKBpedKkSfjwww8xcOBAn7kRgiiQ+OK5gbQxevRofP311+jXrx9Kly7tcAhAcp4SiRG1k2Z6nR/Klb/dvn37NBu5YcGCBbq5+TEvLVq0MP2dTpw44XBIUVd6LXrSjq1atSpOnTrl9L58SUZGht8fS5XuadYaQKvs/3WbNIMxttb4N1Yi0pGNGzeahnQ4d+4cfvzxR40jUs/ly5dzPWc9UXJeXfGdZevEvnDhQlUbnJGRkW5tp2Sl8MyZM7h165Zi5ZHvuH//PjZt2uRwnenTp+PAgQOK73v37t2qlOuphIQE/PHHH4iJibE5z9jVq1dNj5csWZKrx5g91g2PadOmWSy70jB0tWEWHx/v0vr+rE2bNhg8eDDGjh2LKlWq6GJoRGfPMUqfi7S+mOrs8I8NGjRweWJzV7h7Hg5Eto53Bw4cwOjRo/HTTz9pEFHg0vr3S+QMKSW2bt2K9evXW9Rd1q9fj1dffRX/+9//8Mcff2gYoX9JTk52OwFifjPXjRs3MGcO751XghLHarWP997oaab2e7h27ZpmiauoqCi0b98+z/WklAgLC0OVKlXQsWNHXSQrk5KS7L7myrHZk+RwVlaWUyO2mNNLHWjDhg14+eWX8eKLL+a6iTYiIgJFihTBf/7zH9VHZtCyB7kawzP6Un94X4qVyG9ZnxSsTyrh4eHeDCegDB8+XNO5xuypV6+eYhd7d+zYoUg55DktKoBSSof7dWdsfGdFRUWpVrY7rly5ghIlSuDTTz9FiRIlbCb1zCulriSjrly5okiMgOtzaHKy5H8tW7bM9DgmJkbR+UjJNbt373Z6XTUbm3ppePu6nLlCsrKyEBYWhp9++gkJCQkaR0VEWurTpw9q1qyJBg0aoEmTJgCMN/61b98ely9fxpUrV9C+fXtd3MDibUpf5JwzZw6effZZFCxYENOnT/e4vEOHDikQFSkhUIdndOU3cvjwYVy4cEHFaBybN29enkm7nOTa3r17ERoaqvvRolz53tkbucZZERERHm2vBSklOnXqhGvXriE+Ph4dO3ZERkaG6fW+ffvixo0bAIwjM0RHR2sVqqo4pxmRH+OFEjJn7/vQunVr7wbihE2bNmHbtm1ah+FTZsyYgffeew9169a16C1E2nHlGHzv3j0VIzEaOXKkqXJ7//591KlTJ9c65g04ZxtzBw8exPr1612Ox7zibc7VY9JDD7E6a4+tOUMDhdbz2rjSGP/rr7+cWs/eMWXbtm148cUXUaBAAaf3uXPnTgwYMADr1q3DjBkz0LVrV8674ITevXujffv2CAkJQcWKFX1myCIif+SonnX27FksXLgQZ8+eVWXfGRkZmDhxoml51apVuHDhAs6cOWMxPPL169fxzz//qBKDnil5HSIjIwPt2rVDeno6MjMz0aVLF78fEsxX+MLwjP6QNNODvD4nZ4YD19PoIOb1t8TERMydO9fu9acVK1bkek5KqdpnqIfvRmxsrMVNsbdv37YYUt66zWA9yoy/eFiFMnPOjrOFEHptReh56EgiIlW42ng5ffo0/vvf/+LFF190a3/37t3D2rVr3doWAHbt2uX2toHm/PnzCAoKAmD83AYPHoxff/1V26B0Qo2GWFZWFjZu3IhHH31UkfLS09MxZcoURcpyZNasWarvw1zHjh3RpUsXFCtWzGbl37xXlDlXG1S+kDTLyMjADz/8gJ07d6JOnToIDg5GvnysjjrLF28C8maDt2/fvi79bg4ePIjq1avn+rvOmjULZ8+exWuvvaZwhL7Bme+Z+bE6JiYGa9euRaNGjdQMS/euXLmCwYMHm45zb731ltYhUQATQiAyMhJVqlRBSkoK/vOf/yAiIgKlS5dWdD+2hrg+ffo0Xn31VUX3Q7anM4iOjka5cuU0iCYwWc9Jn+POnTsel23r3JuZmYmHH1bmcnVycjIKFCgQEHOTxsTE4KWXXsLo0aNx8eJFdOnSBR988IEiZZ8+fRrvv/++3dedmUt51KhRmDRpkiLxWHO13p2TNEtLS0OZMmVw8eJFAMZ6Xrdu3SzWHTp0aK7tXWmb+GI7xtWY1Ux+a5lEVCNplqOFimUrQYLDM5Kf88WDM+nHe++9h8ceewzh4eH4/PPPXdo2JSUFZcuW9fleDqdPn9Y6BKdYz/s3f/58Js2yHThwAF9++aWiZX799ddYvXq1x+WsX78e27Ztw/z583H79m0FItOX0NBQhIaGAgAqVKjg9HauVrrtVaTj4uJQuHBhl8pSy+LFi01Dge7evRvvvfdewF9od4U78yJoWQcaO3asV5O5juYts/V36NKli92LVN9//70uh23WK1+pJ6ipUaNGpruPDx8+jNOnT+viLmnyfRkZGXjkkUfsvm7vON+7d2/TcFopKSno1asXtm/frkqMzgjE34Or7/nUqVOYOHEiXnjhBQwcOBD/+c9/VIqM3NG7d2+7r6WlpbnU092ard/xN998Y7N3jzvu37+PRx55xKmkmTfrjmocF0qXLo1atWqZ5p9asmQJ4uLi8Mwzzzi1vaO5rIODgx2OLOLM327y5MmqJc1cldPenD9/vilhBgDdu3fPlTSz9Vmp+V3xxeu4StzwLqXEb7/9hqtXr6J58+Z49tlnFYjMM2q15oSP/CMiHTlx4gR69uyJU6dOaR2KX3Ln5Juamoq2bdu6vN2cOXNw7tw5l7fTm5w5TPRO7aH9fLHiluPnn3+2G7+7xxpnE2b2hh8EgAkTJqBBgwaYOHGiSwmzmzdv5nouMTHR5ljrBw8eRKlSpfDGG29g+fLlTpXvzvCMzjh48KDHZcTExGD+/PmoVq0aXnrpJaxZswaA/Z5mb7zxhmkdrbVp08ZiuWnTporvw1HiRG3p6em4c+eOzYSns8cPR+sdP34c165dczs+bxswYICuhqCxZj68irVjx455MRJ9ceeYFxISgnHjxgXknEWA8Zxk/n06e/Ys/v77bw0j8g2ZmZkO6whk9Prrr7s195R1gsyb8xv7cp1ZK2lpaahUqRJCQ0MxYsQI0+gZjmzbtg1lypRBhQoVOD+ZFzj6GxcrVsyj6ze2zp8rV65UrB51//59ZGZmOrXuunXrFNmnVu7evWtKmAHG+vn48ePz3O7vv//G1KlT0b59e7vr5DWUuK8d+3J6mu3cuTPPdT19b47ql75+k3kOJeY0GzVqFL788kv06NEDZcuWRXp6ugKReUbppNmu7H87fegfx/8i0oFbt26hfPnymDx5stah+C13T/bWF/SzsrIwYsQIlC5dGkIICCHw/vvvW4zXb15Z82X2xsv3tUqhN0RERKBq1aqoUaMGTpw4kev12NhYfPHFFxpEZl+/fv1ULd/6LjVzffr0cavMsWPHWiz369cPBQsWxEsvvYSNGzdavBYUFITjx48jJibG6eS3lBIJCQm6G8Jk/fr1KFq0KFq3bo1du3YhLi4OX3zxBU6ePGk3afbgwQNdztkIWCZUjx8/joiICI+PKyEhIZ6G5bKIiAgIIVCgQAE888wzqF+/vtvzjOQ1YbgzjX5zWt64IaVEUlKSS9u89NJLuji3BGKPiBzu/v379+/v1EUXf2RriDq9zh+jFwsXLsRTTz2Fp556KuBGBYiOjsbhw4ed/q3FxsYiODhY0RhiY2Nx6NAhVZKWejiG+6JFixYhMTHRtDx//nyL122dl4KDgxEZGYlDhw7ptq4XKC5cuODRjab2bjqJj4/HsmXL0KBBA4SEhLjdNnElaWZrGD5n5Pz2r127hm7duqF37964deuWw228Vd86f/68w9ePHTuG8uXLo1u3bg5vsvS3Gz1ykmZbtmxRfV+Ozg3mc2Pm0GtdXO1z3ODBg02PL1++jEWLFqm6P2coOjyjlPITJcsjosAgpcS4ceNsNrwJuru7ftu2bRgyZIjFc//88w+GDh3qN8myvBw9etRiHP0NGzbg0qVL+Prrr3XRjRwAbty4gUcffRRPP/20x2XlVXHLyspCo0aNTHcEfvvttzh69KjFOn369Mmz2/7zzz+PunXrYubMmV4ZluWPP/5QfR9KM09Onz9/Hj///DMAICkpCUFBQbhw4YLp9SNHjpgeO3sRs2bNmrq86NO6dWubjeWSJUs6HOYjJ3Fx/vx5XfZ+HT9+vGni7K+//truPG/O+PPPP5UKy2nWk35v3LgRq1evRvPmzRXf14QJE5xOnB0/ftznervExcUhMjISZcqUsbuOHn+bZNSuXbs8L0x50/nz5/HVV1/h5MmTaNeuHaZMmeK1IUO9cbEnOTkZUVFRePPNN1GoUCHV96eUzMxMdOrUyXRzQadOndCsWTPkz59f48i8o3jx4gCMva/nzp3r1DaOhlV09Zi4ZcsWfPHFF7h//z4qVqyIXbt2BczfXs9szVnmiujoaNy+fdvpIeh8iZQShw8fRoECBVCyZEmtw7Fr6dKlCA8Pt3ju9OnTmDJlCgoXLox+/frZHcLRXtIsOjraNDLD+vXr8cQTT7gVW3JystNJM3flHItq1aplaqsdPnzYYdv3+PHj6Nu3L959911VY8urJ3z37t2dSkjmJJn0yp2knsFgQEJCQq7nZ8+ebdHrTs3hGW21bVjfNzp06JBbo14pSf8zpxNRQNDLxa0DBw5g1qxZiImJ0ToUC3o6cX733Xc2n1+1apWXI9HOgAEDTI8nTpyI+vXrIygoCKVLl86V/M3KysKPP/6IcuXKoUuXLjaH0VNDoUKF8Morr+D3339XfV979uyxGELj2LFjucZEdyYZcPPmTSxcuFDx5Kutnm9aymt4C2ctWbLEYlmJ45aejjXmbA1LCRgvQOZ1gVYIgbfeegt16tRRIzSPmCedli9fnmdvK08YDAZMnDgRrVq1ytUr0VWpqamIiIjA/v37c71mnUjTgqO5N/Rs4MCBipep19+0v7l+/brWIVgYPXo0IiMjkZaWhmnTpmHfvn2q7EfN71dcXBw6dOiANm3aWMw3kpCQgDJlyqBq1aooVqyYw+FGHbl7926ePQGUdv78eYt6YFpamqrHfbUYDAaEhITg5ZdfRp06dRAXF+fS9vPmzbO4yUdJjuoEHTp0MN1EdODAAY9uVHFl33rtNaAXShxH/PVc16lTJ1SoUAGlSpUyzY3rC1JTU1GxYkVMnz4dQ4YMQY8ePeyua++z69+/v8XyoEGD3IrF1Z7/7jpx4oTFzY27d+92OAT/rVu3MH78eHTo0EHVuPL6bezZs0fV/XuLO3Voe0MK9ujRw3SuyMzM1N0ILIEip56g5TmUSTMiP+ZLlUc9xLp+/XpUrlwZnTp1QunSpS0a6FrT+mK4+bY3btzwOBZfZ37HlvnF2atXr+YaamfTpk34/vvvcfToUUyfPh2hoaFIS0vD6NGjERwcrMg41vYqEsnJyejYsaPH5efFVi9RT+Z3adWqlSfh5NKrVy9Fy/NUjRo13N52w4YNCA0NRUREhNcagVrL69jlrd4TzrCVRPLm9o788ssv6N27NxYsWIC6deu6nUxOTk5GxYoVUbVq1TzXTUlJUWX+trxs27bN6/tUghpD39y4ccOlzzqQL+7603sPCwuzWNbbedAZX375JWbPno1ff/0VtWvXNp0LJk+ebOo5fOfOHbeS5KtXr0bhwoXx3HPPaTK0ra+LiIjATz/9hGvXrmHTpk2mXu+uOHDggAqROWbdtnO2t5sr9NCmDUT+dPzOERsbi9DQUNPykCFDVO8xpZRff/3Vop0ya9Ysu+vaazNeunRJkVi80V6SUuLOnTu5nnf3pg4lKXlMio6ORsWKFfHqq69izpw5iu7n1KlTGDVqlEdluCIjI8Nu77nU1FRs2rQJANw6v/kDPRxTN2/erHUITJoRkXd5OvyCmlq2bGmqtN29exfDhg3TNiAzSkww70lFxrxnjB5OoFpz9DeIiIiwWP72228tlnv16oX27dtj4MCBGDt2LCpVqqTqcAeu3v2r5vADWtHiwoyaOnbsiKpVq7o8x5OvOnjwoMPX9XRMcjSPnTPU/K317NnTYtndHmFz5851unf4qlWrLIYJJcfU+vw/+OADp2++0dPvydt8/VzniBL1SG8z7x135swZHD9+HEDuuT13797tctkdOnQw9fj66aefcOXKFQ8iDTxdu3a1WJ4wYYJX9//rr7+iePHimvYg98f6slYC+bzjSM4xz5y788Z6mys9SdU+P5nPl+eIGu1xtefPdoaSx6XevXvj4MGDuHz5Mtq1a4dNmza5/Pm9/vrrCAoKsrjp9sqVKyhXrpzbvQndkdfUMDnHJXs92NQ83uvhmGjr/ekhLnMlSpRQfR9MmhH5oJSUFJw8eRLJyclah+KSkJAQvPrqq1qHYZf13UH+NtygJyf2du3amR7r7WSpd7aG/lm4cKHp8ZUrVzyeW0vJSptSZfF7oi1/unCzbt06h6/rqaeZWneUSikxevRovPnmm2jQoIEiQ8HZS3ylpKRg48aNOHXqlM3XZ8yY4fQ+rG8aIMfU+t2mpaWhc+fOqpRNgc2bF1Wsh332hHXdzBtDWfsTbw01bsvVq1fRpk0bREdHu5UwNedPdSW9ceU4ECifw4IFC/DBBx+gSZMmFsPaB4py5cqhU6dOueZZVvvzdzZptnPnTrf3Ye892Ep8epuSf9+c3lc56tSpg4YNG0JK6fR+Ll68iBkzZmD16tWm54YNG6bJecWT+oorf1eDwYBx48ahSZMmTk1DIaXE/fv3ERQUhMqVK2Pq1Km6OE5qFYO9z8nZ37Yn9HOVgYgcysrKQlhYGHr16oXXX38dxYoVQ8mSJXU395Y98fHx+Omnn+y+rvQBODIyEtWqVUOlSpUQFBSEqVOn4t69ey6VYS+mrKwsJCYmenV4hPXr13ttX7aYD2fCZIjyPB1+Ys2aNQpFYpuvf+Z6qGSS62JiYlCmTJk8h+rQ2/fT+nh97do1j8s8duwYBg4ciAsXLmD9+vUOz6fmXP3up6am4oMPPkDdunVRsmRJrF271p1wyU153a1r6/N0NF+GuU2bNuHGjRt51if09nsKdHfv3vW5m+TU+g7lfP/VOKf7Yk88X+fu98S6p6Ev4HHVNyxfvhzNmzdX5QJ1TEwMWrVqhSNHjmD58uUYMmSIouVbMx96LiUlBUOGDEHnzp1x5swZh9vdvHkTM2fOxJYtWxSP6ejRo5g1a1aum6/Ubqc52zvP0bxrvsxgMODIkSOoWrUqKlasaDGHmRLDIf7+++/Yu3evy9s1b97c9Hjr1q0ex6EFZ4/tSUlJ6N+/P5YvX47GjRvnOYpKVlYWxowZgxkzZmDfvn3o1q2b342c4yuYNCPyEd26dUP79u0xadIk051JMTExGDlypN1tvHmhODMzE0OGDEHFihUxYMAApKenW7zuaAJyNeJs3rw5du3ahf3792PGjBno1q0bPvroI4/3FR8fj8qVK6NgwYKoUqWK1+4S69mzp+YXTXI+Uz316vAX7nwv4+PjceLECWRlZXl0sSc5ORmLFi2yGIJTaUr8xvU8tKse+XqiMCMjAxMmTEBkZGSe6+rtvTZo0ADvvPMOihYtCiEEXn75Zae3lVIiIyMDixcvxrJly0wXPKyHUpwyZYqiMef49ddfcfLkSQDGz6BFixaq7Idsc+e7PG7cOKfXLVGiBBo0aOBwncjISFWHDPZXahyHJkyYgIIFC+L555+36KGuJ7be95UrV7Bp0yabPe31ikkz35HXTZCuJKjUSGbprU7iq8zPQ858Tp5+lnv27EGTJk2wZMkSdOvWLdcc1Z764YcfLJbN5ypTkpQSPXr0QP78+fH666/j8OHDCAoKwogRIzBz5kxUqlQp13WaHLExjPwAACAASURBVCkpKShVqhQ6d+6MWrVqYfr06R7FYY/1kIX+cPzV++++RYsWiIiIwMGDB9GkSRMYDAYkJCQoNhxi1apV80zI6pEno/148plbD3Fs7fLly/jxxx8tngsKCnJ7f95SqFAhVeZn1hKvfBL5CHvDIVlPwOmKtLQ0DBo0CI0bN/b47o6VK1dixIgROHjwIMaMGYPw8HCXtleyohEfH4/o6Ohcz0dFRXnU7R4wTmKbc2fIwYMHXRqmylOLFi3yaHtP/8Z//vknAMeNkjlz5uQacsEfaX3H6NatW/HWW2+hRIkSqF27ttvlZGVloWLFimjZsiVq1KiBiRMnKhaj+fetQ4cOHpUVFham66Fd9cjZ3id69dxzz2Hq1KlOrWtr4m2tnT171u7who5ER0ejcePGaNGiBZo2bYo2bdoAcHyR8N69e3Zfz8jIwNtvv+30MWvp0qUWy1rfrBFo3DlPjx492ul1ExISnFrP34andoaUEvPmzfPqPk+cOIGlS5fixo0buV67e/cu+vTpA4PBgAcPHqBt27Y+c2Hxq6++Qp06dVCyZElcvXpV8fJt/U4mTJjg0d/H0bYJCQlYuXKlzbYFuc/durSSdXBvX+hetGgRChYsiEKFCmHDhg0217ly5Qrat2+Pjh07ujwvsT/Ja2hupVm3Vdq2bato+WrWy0+ePImiRYsiX758qFatmunGqitXriAkJATz58+3iGPJkiU2y5k1a5bF6AhdunRRLWZzejm36T3x5a64uDiLNsm1a9dw+PBhu8cgLWh1bcWbc6iZ++eff1zeRomRS1zhzmdy48YN1KhRQxexKIVJM6IANmzYMIwaNQorV65ErVq1XJ4E27yL8DfffGPxWuvWrS2WvVkJcXSHdM4d9O76/vvvLZaHDRvmUXmu8HScZ08/g/79+wNwfNJq164dnnjiCYvhHClvrn42HTt2NF0k37Ztm9v7Xb16tcVFoN69eys2sfnUqVOxc+dOpKenIywszOXtS5UqZZq/pH379i5vb07LuTe0kJycjFKlSmkdhkdcmbsmODhYxUi8a8KECRZDIi5cuNDh32L27Nl49tln8cwzz9h8vW/fvjh37pzN1+7fv+/1eSXIMb38/Zs0aaJ1CF4XFRVlque4w17dKD4+Hvv27cuV2N6yZQtKlCiBb775BoUKFcL+/fuRlpYGwPg96Natm8X6mZmZLg8z7imDwYCrV6+6nTy/du2aaSjZS5cu4dChQ4pcHLX1O+nTpw9mzpypaJmA8QJQqVKl0LhxY5QpUwZ9+vRBy5YtMX78+IDukanlBSytb1xzV1paGrp06YLExETcuHEDXbt2tfm9q1evHsLCwhAaGorPP/9cg0j1YePGjS6tP3v2bEyfPt3pofisv0eeXiPwFlvfmZEjR+LUqVMwGAy55vmzNcyivWs+no46Yh5boM1pp+f3YGsaiBYtWuS6XkeucWUeN2tKncd+++039OzZ03Rzu6fS0tLQv39/CCFQpEgRt8pwNNfob7/9hoEDB2L//v3IyMjAtGnTMGrUKIcjE8THx6NPnz5uxaIEJs2I/FheB3Hzu5OllChbtizu37+P+fPnY8OGDXlun1e3YrUcOHAAkyZNcmtiVb3cyaQFpSpzzlw88Zeh9B48eOCV/bj62Vy4cEGR/dqq1Cj1PRkyZAg++eQTLFiwwK3tjx8/jrlz5yra+y1Q9O7d2+t3o5F6kpKSbD6fnp6ODh06ICMjw+4cm46O10lJSXjmmWc86rFui7cuaCYlJZkaWZcuXcKxY8d0fdHCGb4evy/r1auXR9vb+uyOHz+O4sWLo3LlyihdujSuX79uei2nF2mOSpUq4fHHH8fEiROxbt06t8+dSklPT0f9+vVRpEgRvP322zh8+LDN9fL6zk6fPh0rV67EO++8gwoVKqBOnTpuf8+llLh7967durx5r4gNGzbg888/R79+/Zy6iG4vATZu3DhTb5/09HRMmDABixYtQt++ffHLL7+48S4oh68mv9whhMDu3bstboKJiYnJ1VP+zJkzOHHihGn50KFDFscNf5OWloZ+/frlGobMHcHBwejSpQvq16/v1PpRUVGmY5G3pluwJTU1FVOmTMEvv/ziVLvT1vFz8eLFisRi6zjoyvHavDeTK9v5w/WZuLg43dbhbPVmP3v2rAaR+BZvnKOOHDni9rbr169Ho0aNMHnyZNSrV8/lEbWuX7+O4cOHY9q0aUhMTETz5s3x6KOPujTsuyuWL1+ORo0aYfTo0ahUqRKKFy+Orl27YtCgQahatard38+IESNUicdZTJoRkcnNmzfxxBNPoHXr1qhfvz6GDx9ues3WScNeA1pNO3fuRJUqVdCrVy9UqFABUVFRLm3vy5UyeyfulJQU/Pnnnzh58iQMBgOmTZuGTp06YdeuXV6O0L8sWbLE5bscAdgdJ15L9iZzdrZy70ml0ZNeYr169ULv3r3d3j4QjR8/HrNnz9Y6DFKQvSHBypcv73HZ6enpaNeuHW7evInMzExFGohxcXH4/PPPERsb63FZ9oSHh6NQoUJ47rnn8O677+Ltt99G2bJlUb16dd1etHBGXrH78nvTO2dGW4iJiXGpzODgYNy8eROA8WYX85vVbP0+srKy0Lt3bzRs2NBmed78/NetW2eqA12/ft1uLzxnYmrZsqWpbrRlyxa0adMG1atXR+fOnV3uPWc9hKwtFy9eRP369bFu3Tr8/PPPFu0Ze/r164eyZcvi999/t3jefFgza54mWsl5eqxbJyYm5nrOUc8DW89bn3Nt9Sx3tucUYOwpVLt2bbRu3dp07NGKM/WJsLAw/Pzzz4rud/v27U4lBCIjI9GpUyccO3YMxYoVUzQGVzRs2BA9evRA9+7d8dVXX+W5fokSJdCxY0ePpkPYs2ePzedtJc22bt3q9LnH3ZtNffn6TI4+ffrw2osH9HgThcFgsHsNBTAe0z2Je8uWLahYsaLb21vPO+3KNZfMzEyUL18ew4YNQ9euXVGwYEG7w7a6IzIyMtc0BdajWJgfp0+dOmW3p6vWNygxaUaUh/j4eOzatcvjOVOSk5PRq1cvfPnllw67rOqJeSNzx44dqu7L2crYd999Z6rQpaWludxgdeWCg6dzc0VFReHzzz9H06ZNFel5Zeuk/ODBA5QvXx716tVDyZIlUb16dXTt2hWzZs1C9erVLU5GvNjmPIPBgHbt2tl93dEcgKtXr3Z5f7Y+m5iYGFSsWBFPPvkkevbs6VGDokmTJn43KSvZ1rdvX61DIIXVqVPH5hCj7vS2tuf5559HhQoVFEt0rVu3DgMHDlSkLFvatm1rujhz5swZ0/Ft586dqFWrlmr7VZueLhx5OtetPypdurRL61vfeDN58mSP9v/888+jRo0aHvUkzszMxIwZMzBmzBiHbZucYRVzbN++3e19Wl9InT9/Pnbs2IGZM2e6fAdxx44d81xn6NChFstjxoxxquxjx46hSZMmATE3r68x70mT10VKb118bdy4sVf24+z7SUpKQt26dbF582bMnz8f3bt3Vzkyx5xpdzo7ao2rn6mzcymGhoaicePGDocGU1N0dDQ2b95sWl6/fr3F3KO2/oZXrlxBaGioRzfIme/TnK06SK1atVC8eHG39+UMvVyj8KQOtm3bNgwZMkTBaEhrX375paptijZt2rg0zLP178T6xg1Xeg+uXr3aozlnc4YTt6dMmTIoWrQoxo8fj5SUFLRs2TLPMpUaSUlpTJoROfDPP/+gePHiqFatGkqUKGFzPGBn9enTB5MmTcLq1atRo0YNVSeDVYOak8K7UlE6f/68xbKtRryjirW9ypC9OXEOHTrkdGzmsrKyUKdOHaxbtw7Lli1Ds2bN3CrHXM77ysjIQHBwMIoXL47HHnvM1AshMzPT4g4ng8GAkJAQj/drvf9AcOvWrTzv7DQfPsWcvWHSHLH1GxgzZgwOHjyI5ORkTJ48Gfv27XO53Bx37tzB9OnTndqvO3OaBdJ3g0gL9nqbKenYsWO5zrGeWLhwoWJlWXN0N7MvJ3v0lDSrWbOm3aFBA5Urcy2qITMzE3/99RfGjx/vdhkdOnRAUFAQBgwYgI8//ljzi5Vjx45VvEx7PQIXL16M4sWLo2bNmna3TU1NtUjQeOvvk5GRge3bt3vlWO+LzEc3UbLO6e7nm5KSgv379+d63tPYPPm+zZgxw6JHXnh4uEexBAp36j1xcXFYunSp3bags2wlo5y9RqRGT1d7dRC153vT+jyUw1fmtSN98OR7K4Rw+UbF+Ph4xdoJp0+fdnvbI0eO4M0333Rq3b59+2LevHlYtGhRnuvq9XoSk2ZEDgwcONA0tEFsbCxGjRrldlmhoaGmxxkZGZg0aZLH8fkLZ++KUGK8blsnmnv37tlttLs7Kfz27dstxqCPiIhQrKfP77//jrFjxzrVsI6MjDQ91kuF1F/8f/bOO7yt6vzjn6M9LMvbcRJnEJIQwBmsEFaAUChQCLRACS0BWkopUEh/ZaZQCrTsWTqgtECZoewRKEkJDUlIIDSBDEJCnGnHW57a0r2/P67teMi2ZEmWbJ/P89zH0tG997ySpXvPOd93JDtt4JNPPtnpebyTowULFvDee+91aov0e0hmSjWJRDL4SeWkJhaPzMFIut2nr7zyyrSzKVnE+z6jTaFWXFxMfn5+XH09/PDDMR/T9v6eeeaZ9rZNmzb1mE4q2t/5YPl+VFdXM3/+fL7++us+hfVY0uElAlVVmTNnDieffDIlJSW9poQcrqTqe6aqKjfffDMZGRnMmDGDbdu2AcQ8pxNCRPUe4nmfHSOU0oFUjhWS2Xd5eTnTpk1j3rx5HHbYYXz00UcJtanjdyCZ70NRFP7973+zbNmy9j5TNcZKJ4chSWpIV8GkN1599dUB73PlypVs2bKFdevWRXz9vffeiyobQX9TqQLcfPPNMa0XJSuieKCQoplE0gtd89p3FL7iZbgtTPc2CXj11Vej8maOJqy3LyINyroKCR3pT1rK1atX873vfS/m4/qi7UZywQUXJPzcsfQv0UhkarRoJsn9iWDryiWXXNLpeaQI0kMPPTTufiQSydDh3nvv5cknn2y/BqVykXyo1xD64osv0ioTwaJFi+QCfoIpKytLea2hjvSUDifSmG+wpC2MZPvjjz+etguzr776anvqfkVRuPTSS1NrUBT0NieoqKjg008/7fMcfr+fXbt29ZnmKZa+Y6Wvc3355Zfcd999uN1uvvzyS+66665e99+wYQMnnHBCwuwbzixevJjCwkIuvPDCfkWD+Xw+/u///o+TTjopobV+77777naBMhgM8pOf/CRh5wZtjOX1epMe2fyjH/2I008/nTlz5rSndo/3Gtnf32a6Xpslkt74xz/+0e9j+/tbmT17NgcffDCHH354xNfPOussSkpK+owke//99/vVPwzujB79QYpmEskQJtLCVqyLXffccw9ZWVmJMqlHPvvssz73ScRCXddBmaqqcadObG5u5rbbbuPOO++ktLSU2bNnxzwBjIa2m2ssXmDbt2/nnHPOYdOmTYPGG3g4Es3/Zv369T16FUVL18XY6urqqI6TgqlEMny55ZZbuPLKK6P2FEwmjz/+OH/6059SbUZSyc3N7TFldCru49dcc01caVyGE4qi8IMf/AAhRFzZKdKVSNkXEvGd7JiZoTei7SvSfi0tLTHZ1MZA1DoaSt+V1atXc9BBB3Hsscf2ue/8+fMZP348hx9+OBUVFQmzIZY5WF/fqd/85jednveVYuqWW26J6Ah6ww03dMr+EQvDdQxeXl5OdXU1r7zyCqecckrMxz/yyCM88sgj/Pe//+WKK65ImF3PPfdcp+eJqFvekQ8//JCRI0fidDq5+eabE3rujixatKj98cMPP0wgEEiZeCVFM4kkcbhcrm73rq70936UzHlIut7rpGgmkUh6ZeHChQmpaTGQF8He+nrllVeYNm0ap512GqWlpWzfvj3u/jIzM/n973/P7bffzoEHHpiwNIyJ4u233+aMM86QA9IEk4rFy8MPP7xb2kaJRCIZCNquPame1Pzyl79Maf8Dwf3338+uXbtSbQagRRfNmzcvKc5A6UQi7ulz587ljTfeALovtqcrH3/8Meeffz633HJLp7SEkX7nkWqjJoKioqKknLcj/bluffPNN0mwJL35z3/+w0EHHcTkyZNZunRpTMeqqsoxxxwTc4TM5s2beeyxx3rdZ926dT3WqutKLCUQVFXlySef5Mc//nHEMgCJSlf33nvvRXSGiOZ7mep7biTC4TD33XcfZ599Nn/729/SzjHz/fffT2hd74HkV7/6FQ0NDUDfWU3iSbHWFY/Hk7L0jOn2/Uk0NTU1XH755ak2I61Jx+vcYCZSNqF0J12/A1I0kww79u3bR1lZWarNSCi5ublcfPHFeDyePvdNZU74dGDdunVs2LCBJUuW8Ktf/WpAF4Hi/QziuZHs3bs3YsHqWPjmm2/Q6Yb2bWPx4sVcf/31/Pvf/+5z395qXlRXV7dPeBI9ALjyyisTer5oSJffr0QiSS2XXnqpLJQ+QKTThHf9+vVJ9XgfKvSW7jtdef7553nttde49957ufXWW9vb03Xxor/05/28/fbbfe7z29/+NqZzDuR4qr6+nq+++irqGm2KonDZZZexdetWtm3bxmWXXRaTw108c4T77ruv19c/++wzJk2axHPPPdfn//Lzzz+Put8VK1Zw5ZVX8uKLL/LjH/+4m1DYkzd+sn4fyfh+uFwuFi5cyK233poQR1jQoq1uvvlm3n33XX7+85/HLLAmmwceeCDVJgwIb731VsLOpSiKrGmWJC6//PK4UvlJ0pdo1owkg5uhvfopkXThscceo7i4mOLi4j5zkvfE/fffn2Cr4sflcvHCCy90W2AZjgvdqqry0ksvRbXvu+++S0lJSZIt2s/nn38eV5qXeCdo/U1N05Gh/J1aunQp3/ve93jooYeYP39+n/s3Nzf3+FphYSGjRo1q9zjvi6H8uUokkqGDrG81fHn00UdZvHhxqs2QJJGHH36Y3//+9zEdk27jl7ZaQwPFXXfdlXYZJgA2btzIlClTmD59Ovn5+Zx66qmcd955vUbPffvtt50cS8vLy9Mq2i4UCnHJJZckVdDtWp8q2jTm6Yrf7+f000/nnnvu4Q9/+APHH388N910EzfffDO7du3i/vvv5/HHHycQCMR03q6f02CowzcUqays5Ic//GFCzqUoikzPmCTeeeedVJuQ9sR6DUoXol13lAxe0kY0E0LoE3iuOxJ1LsnQIRAIsGDBgvabcqyegW3cdNNNCUnppygKTz75JAsXLuxXcdtIRLPQv23btoT0la789a9/5f/+7/9SbUZEjj/+eA455BC+/vprIPaC6tdcc01cOdnTbWEj3Uj0hM/j8fDTn/40oedMFaeddhrHHXcc+/bti/h611ppEomkb5555plUmyCR9Mg111yD2Wzu1HbppZcmtPZQOiHHSBq33XYbu3fv7lGYaGpqory8vP3zGsjPLZq+Hn300Yj79UdoifaYaDJ9xGNHf7jllluoqqoCtPnG0qVLef311znjjDPaP5+6ujq2bNnSHl0SaeF6uP0uos1G0996MH3R3/UJiPzdcjqdnSLvNm7cyP333899993H+PHjuemmm7j22mu55JJL2vfp6X/eW3aWoXpfSHeeeuop/vWvfyXkXKqqxi1edfwOLl++POrjUhXhJkkfhnoK8K705nydziRzDJOuGQ7SRjQDlgohsuI5gRDCJIR4Cbi1z50lw45Eeh7+4Q9/6NYWDAZZsGABY8aM4fzzz6e+vr7Xczz77LNceeWV3HPPPRx22GEDduE86qijok7TMRi5+uqrU21Cr1RVVXHrrbeydetWDjnkkJiPf+qpp/rd91D34oqViooKjj/+eCwWCxdffHGPglA8NDQ0RDUA6DhBbWpqYt68eQm3JV5WrVrFvffe2619zZo1aWmvRJLupCLVqmTwEGnhciAXsKdOncpDDz3Uqa22tpaLL75YjifSlFAoxA033MDYsWPjOs/DDz/c49hl3LhxjB49mnnz5qWloPLEE0/EfY4FCxZw/fXXp3S+9PDDD3PGGWfw0EMP9ev31lNU6M6dO1m/fj3Lly9nwoQJHHzwwZx66qk9Rsul4/94oOjJuXHx4sXMnj074f2FQiGWLFnSrT2ehcRoF6IXLVpEOBymrKyMo446KuI+U6ZMiWmulK4LoEOJNkfcRKCqasLEq/fff58vvvgi6v3TMVpXIhmqPPfcc/0+NpljgvLy8qSdOx7SSTQ7EfhcCHFQfw4WQuQBy4ALE2mURBKJSAPQ999/n8cee4y9e/fy2muvxTRpa2pq4s9//nMiTeyR5ubmlHi3D+dJV1fefPNN7rrrLnbv3j2g/cpFrs788Y9/ZOXKlfj9fl544YWk9RPN597x9/Hss8+yaNGipNkTD48//ni3tgULFqTAEolk8DNYU5FIhgdCCK666irOPvvsTu0fffTRkKwXM9jHqX/7298wGo08+OCD7Nmzp9vr69at47HHHovqXL19Fm1Oga+88gorVqzon7FJxOVysXLlyrjP89BDD0V0khwofv3rX/PBBx9w/fXX89prryX03G63m2uuuaa9vtWyZcuiqt+WLvRXjOnLobUrL774YsT2iy++uF/9R2Ljxo3tj1Pt1KooCn/84x97FDt27tzJo48+Glcfa9eu5ayzzuLHP/6xjE5LMxKZnjGW7C3hcHjQ338l8SO/A4kn0me6efPmTpHFsVJbWxuPSb3Ssa5uOpFOohnABGCNEOK7sRzUKrStAWYlxSqJJAq6DqAXLlwY0/EdB83JZufOnQPWF2hRfvfcc8+A9pnu9DQRSyZSNOtMpKipVFNbW8t1112XajNi4rPPPku1CRKJRDLkSIfULUIInn76aUaNGtWp/dZbb5XX/jSipaUlqrFDop1cbrnlloSeL5n0R2iJNvph2rRpnH766ezatSvmPqIhUTWLOrJp06ZOz//6178mvI9k0V/RLCcnJ6b9e6p/Hqv41hsnnHACixcv5p133iEzMzPiPgMVsSWE6NMhIl6HiaOOOor33nuPF198kcsuuyyuc6UTiqJw3333MX36dC677DKampq67ZPukXeJSM/YRiwZnmSUmUSSHO64o3vVqhtuuCGuc959991xHT8YSSfRrKH1bybwrhDiV9EcJISYA3wKjAcE4AYS5/4jGTIke6ASaXFj7969Se2zL3ry2FBVlfXr1ye9/yOOOIKXX36ZmTNnxhSiHyvffvtt0s49lJAePOlL2//mxhtvTLElEolEIkkHUl1cvG3cnJuby4svvthpHB0KhZg3b157pIpk4CkpKeG6667D5/OxePFifD5fQs9fWVnZ5z6ffvppQtODJZNkjoF3797Nv//9b379618nrY9E0tOcOJa5croLAIlgoOZN3/ve95g7d26Pr7d91p9++ikPPPAA69atGxC7ks2HH36YahMSxqpVq7j55pv56quvePbZZ7nuuus44YQTGD16NA888ABlZWW89dZbqTazVxRFiTs9Y3+caaRoJpEkhzvuuIPq6mouuOACZsyYwd///ve416c71sgcLqSTaHYE0ObypAceFEL8Qwhh6OkAIcTPgPcBJ5pgtg2YqapqameZkrQkFYLBnXfeGdP+1dXVPPHEE3z00Uf4/X5cLldS7N69ezczZ85MyLlqa2tZu3ZtxNf+97//cdFFFyU9sm0webqmEimaJZ5ERau1/W9SkTpVIpFIJOnH9u3bU9p/x0Xx2bNnd0ubsnPnTn7xi18MmbHFYHsfmzZt4o9//CMvv/xyUmyPNmpqsDj7dK3PlwzeeOONpPcx0KTj72KgBLt0eu8ff/wxxx9/PDfeeCNHH310ROFsOAiZ6cpVV13V6fmzzz7LihUrKC8v58Ybb6S4uDhFlkXPO++8E3ek2c9//vOYj5GimQTS63o7lLj99tt59dVX+fLLL/nZz37WLcpc0jdpI5qpqroDOBroWMjlUmBZa72yTgghHgCeAIxogtlrwBGqqg4OdzdJ1Nx+++3MmjWL+++/f0DSy11zzTU8+OCDhEKhmI6LNFCNRclvbm5m6tSp/OIXv+CUU07BYrGQm5vL2WefHXUR32h57bXXEjZAOfjgg3ssGDxQvP766/z3v/9N2vnbPv/ly5cnrY+BYMeOHak2YcghBVuJRCKRDBQDuajQdVz729/+lmOOOaZT28svvxxXQXFJ/PzkJz9J+PcilvNt27YtoX33xmBZVNuxYwdz5sxh8uTJPP300wk//+eff87xxx/PCSeckNRMHunKcBOHVFXl5JNPbl8HCQaDXHvttQnvJ9qUeoOp/l28RFt3bSgsRF911VUpyd4jRTOJJHk88cQTqTZh0NNjFFcqUFXVC1wkhPgCuA9N1DsW+FwIcbaqqpuEEFbgRWAumlgWAm5UVTW+qqSStKVtsrFmzRqmT5/OqaeeGvWxqqry5ptvUlVVxYknnhjVMX/+858BqKuri9nWSP1Hy7vvvhux/b333uOdd96J+jyPPfYYTzzxBJMmTWLixIlRH9dfYslZnUxOOumkpE2mv/76a1RV5aSTTkrK+QeKxYsXp9oESQ9s27aNM888c0D6mj9/PnfeeSfjxo0bkP4kEolEMvjoujBtMBh46aWXmDZtWqe0jFdffTWzZs1i0qRJA22iRJKW3HjjjSxbtgyAyy+/nNNOO43Vq1fj9XqZPn16v86pKAo6nY6XXnqJH/3oR+3t8+bNY9u2bQMiJDU2NnLjjTdSWlrK1q1bk95fTwwW8TRRPPXUU93aVq1alfB+Ro4cGdV+55xzTlT7DYX0vdOmTaO0tBSHw5FqU4YssTqqSyQSyYCiqmpabsBJQBWgtG5NwE+AtUC4ta0MOCbVtsotKf//0YDadSsqZHM8vAAAIABJREFUKlJj4bbbbms/1uFwdDtff7cLL7ywW196vb7bfqeeemr76/H0N2HChITZPli3aD7DeD/nnrZ169apxx57bMo/A7nJLVHbgQce2O/fSzgc7nTtS/V7kZvc5Ca3obpt3Lix0/V27ty5A9b3M888E3Fs/a9//avbvjNmzFB9Pl9MY/R0o7i4OOX/7/5uv//97xN6voH8nsWyvfrqqym3oa9NVXsfF8XzPVu9enXE9oULF6pr167t9H3u7TwrVqzo1jZnzhx1y5Yt3do3bNjQfs6rrroq5Z8voI4fPz7p/0NVVdWioqKUv9do7Gzj+uuvTyt7Uv35JGq77bbb2t+Toigptyfdt2j/923s3Lkz5TbLLXVbGzk5OSm3RW6DfhutJkGbSJv0jF1RVfVjtDpn/2ttygCeAg5HizD7GJihquqnqbFQkgqiDZFv46677mp/3NzcnGhzOhHJw08bM8TPQKSlTHfKyspS2n8yPPokklSxffv2fqdUWrFiRYKtkUgkEkkkFi5c2On5QKbF6ily5fzzz+dnP/tZp7b169d3s1UycHStNxcv6Zp+7fzzz0+1CXETS+r+rsyaNSti+913383RRx/N+++/D2hZSnqjpzlrX9Fqf/nLX6K0NLkku1a2pH8sWLCAefPmsXXr1rTJRJMIOq4n/e53v0udIUMUmZ5RIpGkM2krmgGoqroXOB9woymHbVQBP1RVdejcjSWSXpCTA9iyZUuf+1RVVSWlb/n5S4Yi/V3g7DgR9vl8iTJHIpFIJF3oKXX3QNDbAvqjjz7KlClTOrU9/PDDfPDBB8k2SyJJa84999yU9BsOh5k/fz4Al156acLOe8UVV/DQQw8RDocTds7BQqKcX5PFoYceysyZM9PGsfOxxx5j0aJFHHTQQWzYsCHV5iSURx99lNLSUu68885UmzLkkKKZRCJJZ9JaNBNCHA6sAGxtTa1/C4AvhBBHp8QwiSQCkRYXli5dmgJLhibR1HVLlgfkD37wg6ScVyJJJa+//nq/jusolP3zn/9MlDkSiUQi6YXq6uoB7a830cxms/Hyyy9jNps7tV9yySVUVlYm27SkkO4L5JLBwVtvvZWyvtvqcfdVl3vOnDnd2nr6va9Zs4brr7+eP/zhD/EbOMhI92vC5s2b+fzzz7nwwgvTLivNKaeckmoTEsqvfvUrZsyYkWozhiRSNJOoqpp21zCJpI20Fc2EEBcBnwAj0cSyvcBM4MXW52OA5UKI61NmpCSt2bRp04D0s3v3bq699toeb/iDdfEg3fjTn/7U5z7S+0siST4dvY3XrVuXQkskEolk+OB2uwe0v75StU2bNo0HH3ywU1tNTQ3z58+Xix8SSRrj9/u7tfUlEN1+++3JMidtSXfRrI2ysjJmz55NS0tLqk0Z0iS71Mdwo20OKUWz4c23337LIYccQkNDQ6pNkUgikpaimRDiPuB5wIomkH0BHK2q6lpVVS8GFgIKYATuE0K8J4TISZnBkrTk8ccfT3of4XCYY489tte+7r///qTbIZFIJANFx8VQnS4thxESiUQy5Bjo621fohnA1VdfzVlnndWpbenSpTz00EPJMksikSSBr7/+OtUmSOJg5cqVPPHEE6k2QyKJmrZanFI0G97cc889UZVhkUhSRVqtdgkhMoUQi4Hr2Z+K8U1gtqqq7eE6qqreC5wLNLfudzqwXghxzACbLBmmuFwu5s6di8FgoLy8vNd9H3nkkQGySiKRSJJPR8/baBZVJRKJRBI/6Xi9FULw9NNPM3LkyE7tCxcu5PPPP0+RVf1jsESVSCS9ESmKLBoqKyvl4nUX5DVBIkkeH3zwAcFgUF53hjnPPPNMqk2QSHolbUQzIcRE4DPgu+wXzB4EzlNV1dt1f1VV3wWOBXa17l8M/FcIcdOAGCxJGV9++WWqTWDJkiVR1diSSCSSoUbHSLN0XMSVSCQSSfxEe33Py8vjhRde6LR/KBRi3rx5NDU1Jcu8hCMXyCVDgQsuuKDfx7722msJtGTwI9PMSiTJ5ac//SmhUCjVZkgkEkmPpI1oBnwOTEITwELAFaqq3qj2MoNRVXUTcCSworXJANwthHg/2cZKUsd5553H22+/TVVVVapNiRo5EZdIJEMFKZpJhgt6hx7bRBuOwxxklGRgLjLvd+uSSAaYgb7extLfSSedxMKFCzu17dixg1/84hdyDCyRDCDxOHXKOtwSiWQgef7552WkmUQiSWsMqTagA05ABRrRoss+iuYgVVXrhBBzgL8Al6MtZ5yWNCslKae0tJRzzjmHgoICPv/8c8aOHRtxv//85z8DbFnPjBkzJtUmSCQSSULouAAqa5olBtMIE/bJdixjLBizjAiDQPErBOuC+Mp9eEu9+Cv6l3IpZoQmFumteoReIPQCJaSgeBTCLWHU8NBeANc79OTMziHzqEysY6zdXg+1hGhc3UjtklqCNXKiPyzQgXmkGUuxBWOOEWO2EZ1Vh9AJUCHYGCRYG8S7w4t3jxfCyTEjnUUzgNtvv51ly5axevXq9raXXnqJ0047jfnz5yfaPIlEkmCkI1RnpOAvkSQfKZpJJJJ0Jp1EM4CdwFmqqsZUCVBV1RBwhRBiM1pKR7mKNwyorq7mzjvv5B//+EfE13fs2DHAFvVMWVlZqk2QSCSShCAjzRKDwWnAOctJ9rHZWIotfe4fbAji3uKm5esW3FvcBGsTM8k0jzRjn2LHPsWOdbwVo1MT7SKhKiqB6gC+3T6aNzbT/FUz4eYkKQQDjDAJCs4qIPe7ueiMPQ8jDRkGcr+TS/aJ2dR9WEf129WoQbmwNtQwZBnIPCKTzBmZ2Cba0Jmim1qEvWGa1jXRuKaRls0tkIDsXqqqIoRIe9HMaDTy0ksvMW3atE5pGa+66iqOPvpoJk2alGgTE4pcIJdIJAD//Oc/mT9/vrwmSCQDgBTNJBJJrAi9IKMkA+t4K9VvVie1r3QSzVYDc1VVre3vCVRVfUwIsQVYlDizJOnM008/3aNoJpFIJJLEI0Wz+LAfbCfn5BwyZ2Qi9NF/fsYsI1mzssialQVAoCaAe4sb9zduPKUeAtUBLV6/D0wjTNin2Mk4KAP7QXYMzuiHgkInMI8wYx5hxjnTiaqotGxuoXFNI03/a0LxDc76H47pDop+XIQpzxT1MTqjjvzv5ZNxaAZ7/rxHRp0NEazjreR9N4/MI2L7fbaht+rJPjab7GOzCdQGcH3son55PeGW/ovLH3/8MSeffPKguN6OGzeOp556ih/+8IftbW63m3nz5rF69WpMpuh/YxKJZGCRIpHGpZdeyo4dO+TnIZEMAKkQzW655RbuueeeAe93OCNMAus4K5YxFsxFZgwZBnQWHYpPIdQSwl/hx7fHh3enVzojSnrEmGMk97u5ZM3KwuAwEHQFh5VodrKqqnHnHlJVdYkQYmYiDJIMTvx+PwsWLEi1GRKJRDIk6biIMBgWcdMB0wgTmYdnkn1ctlYXKxHnzDdhyjeRfUI2AGFPGO9OL74yH0FXkFBTCBRtkmLKNWEptmA70BaTSNYXQidwlDhwlDhQLlFo/qqZhtUNtGxs6XHCo7frMWQbMDgMoIISVAjVhwjWB6MS/RKJMc9I0Y+KyJyR2eM+SkAh1BBCZ9ZF/Oys46xMuG0Cux/ZjXenN5nmSpKIqdBE4XmFOI90Ju6ceSZGnD+CgnMKqF9eT/U71YSbYhfPXnzxxZSIZv3t74ILLmDp0qX8/e9/b29bt24dCxcu5MEHH0yUeRKJJME0NDSk2oS04c4778TpTNz9QCKRRCYQCAx4n5mZPY/7JYlDGAXOmU6cRzqxT7FHlbVB8Su4t7lp2dhC8/pmAjUD//2QpB86q+asmntq7xlhkkHaiGaJEMw6nOvbRJ0r1QghdKqqptR1Ox1s6I1t27Z1Svny5ptv8sQTT6TQIolEIhm6dIw0G8o1zYReYMwzYso3oc/Qo7PotDpfRoEaVrXaXmHaHwud0JJDC9CZdRizjBjzjFjHWTFmG/vsL9gQxL3VTaAigBJQ0Nv0mIvMWsrEnL6P19v0ZBySQcYhGQl49/tRldb31gc6kw7nkdrEKOwJ4yv3EWoMgQoGhwFDlgFjjrHHCZMSVPDu8OLe4qbxi0b8Zcmr4SYMgrzv5pF/Vj46c3d71JBKw5oG6j+px1Pqaa9RZco3kXNKDrlzcjulsDRkGhh30zj2/HEP7q/dSbNbkgR0kHd6HgXnFPQ5CQvUBvBX+AnVhwg1t4rSRoEhy4BljAXLyMhpVnVGHbmn5JJ1XBa1H9RSu7gWNZT+XrTxiHSPPvooK1eu5Jtvvmlve+ihhzjllFP47ne/mwjzEo6MKpEMd1555ZVUmyCRSIYZqRDNjMa+51XpgCHLgH2yHVOBCZ1NBwqoQRUlqGiPVVX7q6igts5JQ2rnv62PCbfu13acqp0rWB+MKxtCJIz5RnJPziXr+CwMGbFJDjqzrt0hs+iiInzlPpq/bKb5y2Y82z0D7mApSS1CL8g+KZuCuQWaw20KSBvRTKIhhPgOMB84ARgBGIQQtcBa4AXgX8kWsIQQNuAKYC5QAuQIIYLALmAZ8BdVVTcm04ZYOOyww9i9eze5ubkAzJs3L8UWSSQSydAlUZFmeoe+XUwKNgT7FYERLzqbJm6ZCkyYRpgwF5oxFZowFZgw5hijEoviQfErNK5tpGFVA+5v3D1OBEyFJuwHt6ZUnGLHkJnY4VugNoD7GzfuLW58ZT5CDSHC7rAmDKqayKSz6jDlmbCMsZBRkoGjxBFRcAJNwLNPtMdkg86owz7Zjn2ynYJzCvDt9dGwpoHGzxoTVr8NIGNqBkUXFWEeETnir2VLCxXPVeCv6C7aBWoCVL5cSf2KeoqvKu4kkugtesYuGMvuR3bj3iKFs8GAKd/E6CtHY5tgi/h62++zeX0z7q3uPhcVDFkGnEc6yTomC+t4a7fX9RY9hecW4jzKSfk/yvHuiC0ycbBEmgHY7XYWLVrEUUcd1WlB7JJLLuGrr75ixIgRiTAxoVRWVqbaBIlEkkZ0dBKTSCTREQqFYto/FaKZwZDey+C2STbyz8rHUeIYkP6UgEKwLoi/yk+gOkCgKkCgMoC/yk+wLvpMILZJNnJPzSXzsMyEzaEtoyxYRlnIPzOfUHOI5g2agNaysWXQlgWQRIGAzMMzKTyvsMc5O4BnhyfppqTN1UIIkVB39XSOjIqEECIDTRSbG+HlAuDM1u06IcQ5qqpWJcmOWcC/gNFdXjIBk1q3nwkh/qCq6u3JsCFW3G43DzzwAPfee2+qTZFIJJIhTzyRZjqbjtw5uTiPdmIZ1TkqI1AboGVzCw2rGvBsi30AZCo0YT/IjnWcFVO+CUO2AaEXWl0iAQgQ7H+sz9APeHh/G75yH65lLho+bUDx9j1cCVRpE5j6j+tBgHmUmYwpmoBmPcCKMSs2j8lgfbBdJGvZ0tJnPS41pBJuDuNt9uLd6aV+eT3CJMickYnzaCeOEkenyKtEYCm2MKJ4BCPOH4Gn1EPjZ1rdtGBd7AKaMAoc0x3knZaH7cDIAkmwMUjlokoaVzf2eT5/mZ8dd+6g+OriThNanUnH2AVj2fXQrn59hyUDh22SjTHXjonoARtqCVG7uBbXcheKJ/rpRKghRN3SOuqW1mE9wEruKblkHpWJztD5OmMZZeGAWw+g+o1qahbXRL0YMZhEM4Bp06bx4IMPcu2117a3VVdXc8kll/DBBx8M6UhliUQy+Glubk61CRLJoGPv3r0x7Z+KmmbpKpoJo6DooiJyTsoZ0H51Jh3mInPEEgJKSCFY0yqoVQYI1AQINYdQfApCLzBkGrCMteCY5sCU23vdWjWs4ivz4dvrI1gfRPEpWnaWXCOWYguW0ZZexTaDw9BeN1gJKXi+8dD0ZRPuzW78lX4ZhTYU0Gm1xgvOLsA6rrsDImjrEq7/uqj7sG5A0nem09UikVdLlfR6b70ihDABHwLHRLH70cBHQogTVVWtTbAdM4GlQF/u4Xrgt0IIs6qqNyfShv7yxRdfpNoEiUQiGRZ0FM1iWVTNPiGbEReOQG/TR3zdlGciZ3YOObNz8Ff6afi0gYbVDT0KOvrM/ekIM6ZkYMxN71QbwfogTeuaaPysMT5BRdVEG3+Zn7qldQAYsg1Yx1s1wTBPEwzbxAA1rKXeCNYG8e704tnuIVAd/wBTDag0ftZI42eN6O16Mo/IJGtWFrZJtqi8C0PNWupGnVnXY8RaG7YJNmwTbBRdVESgJqC9h6oAgboAildB8SpaGkmDQOgEwiwwOo0YcgxYx1qxHmBFb4n8vVMVFdcyF1VvVMUkkCg+hT2P7mH0FaNxztxf90Rn1jH2V2PZ9eAuvKWyxlk6knVMFiN/MrKbmKUqKnVL6qh+pzqm70IkvDu8lP2tDONrRgrOKSDruKxOvwuhExSeV4htko2yv5VFlRpnMNaQvOaaa1iyZAnvvfdee9uSJUt4+OGHuf7661NomUQikUgkkkSzffv2mPZPRaSZXh95TpBK9HY9Y64bg31SbJk6ko3O0LOgFi3NG5tpWNlA88bmXsfXerse+xQ7jqkOHNMcvdbh1hl0ZByaQcahWlmCUEsIb6kX7y4vgZqAFjFXEyDUEJJiWpqjs+iwjrfimObAeZSz17IUjV80UvVqFYGqgbtupJOwJNC+zoNvRhg/99FZMFsJ3AmsARTgEOBa4Eetrx+CFg12cqIMEEI4gVfYL5iFgYeBZ4BSwAmcCNwFTG7d5yYhxNeqqj6XKDv6y2BcSJBI0goB1nHa4rIx14jOqEPxKfgr/Li3uROaHk0yuOmYnvH555/vc3+dRcfon48mc0b0RZfNI8wUfr+Qwu8X4tuneaSFW8IIQ6tH2ygLpoLevdkSRag5pKUr9IVRfApqQAW9tujdHsmmQxvBqNrCuxpSCTVqx/n2+fDu9GqDuyQN2kP1IZrrm2lelxqv6LA7TP3yeuqX12PIMrRH++lsOoQQhL1hgq4gofoQwfogoYaQlvqxFX2mHutYKxmHZJB5ZGavnoqmfBOm/MT87z3bPex7fh++3b5+Ha+GVfY+uRcEOI/aL5zprXrG/Xocux7YhXenFM7SiYJzCyiYW9Ct3V/hp+zvZQkXOoOuIOVPl1P3nzpG/WRUN69Jx1QHB95xIHv/uler1dALyRrrmgpM2KfYtbpsoyzoHXr8FX7ernibMZVjOCT3EGzGyBGafSGE4JlnnmHq1KlUVFS0t99yyy3Mnj2bI488MlFvQyKRSCQSSYpZtWpVTPunQjRLt0h3nUXHuBvGRYysCXvCeEo9hJpCCCEQxtZNaPNPIbQsKkIvtPlp69xUGDr8bd1Am7+2ZV3RmXRJK0UQ9oapX1GP6yNX1AJH2B2m6Ysmmr5o0tamDrDimO4gc3omluLIdYPbMGQYcEzTxLaOKAGlXUTz7fbh3urGU+rR5vOShGJwGrCMtmDMNWqlJFq/j12z/Qijtp5jyDRgyjNFtabjKfVQuagSz7cDn8klnUSz/tL12z6o1BMhxKFoglgbS4EzVFXtmAz4c+DHQohvgd+1tp0khDhbVdV3EmTKb4CxHZ7/pIsYVgO8KoT4N7AKrdYZwN1CiFdVVU3pqpAUzSSS/mEZYyF7djbOo5y9Ftf07PBQv6KehpUNqEE5yBjOdIw067gIGgljrpGxC8b2ONBtK1ws9D1fwy0jLZ1qRyWDUGOoPe2Ev8qvRTG1eqhFkz5Rsp9QQ4jmL2MT78JNYVo2ttCysYXKVyqxTbSRNSuLzCMzYy4gHQ2BmgDVb1fTsKohfiFTgb1P7kUYBJmH7ReG9TY9426Qwlm6IIyCUT8dRdbRWd1ea1rfRNkTZSj+5P3WfXt8lN5VSv6Z+RScU9BpkcKYa2T8LeOpfLWSun/X9XiOjg4L8WLKN5Fzcg6Zh2dGnKxaRllYz3p+8uFP0AkdE7MmUpJfwtS8qUzNn8p453h0UWbWz8vL44UXXuCUU05pfw+hUIh58+axfv16HI6BqdkhkUgkEokkudxxxx0x7T/cRTOhF4y5dkw3wSzsC1P9RjWuj13JW3vRgzHLiDHHqDklFmpbW43vnrLD9Ia/wo/rYxf1n9THV3NMRYscK/VS/Xo1xjyjJopNd2CfYu+WLaIndCZde120Ngdexa/QtL6JxtWNNG9s1sJUJP3CPNJM1nFZZB6eibmw/9GIPeGv8FP1RhVNa5sSfu5oSSfR7J/9OMaIFvV0eOvzMPAIMJgqsN+K5qMO0ADM7yKYdeQu4ELgoNbndwBxi2ZCiGzgmg5Nr/QUPaaqarMQ4ufAp61No4ArgMfitSMepGgmkUSPMAmyjs4i+8RsbAdE5z1uO8CG7QAbhecWUre0DtcyF2F33+mkkoEwCtSQKkPtU0S0hdGt462MWTAGo7N7iH3j2kZqP6zFu8MLKpiLzDimO8g+Pjuu9A/BhiDuLW785X4tdZ9fgXDrYnPb96U1IizsC2vRYI0hKQSnEyp4tnnwbPOw74V9ZBycgXOmE8d0R1wCmqqouL9xU7+insbPG7URY6IIw96/7GXML8d08nCUwll6oHfoGXvtWGwTu9/vaj+spXJR5cDcT8JQ804Nnm0eRl85ulMtQqEXFF1YhH2ynfK/lyfn/iog49AMck/JJaMkI2rvYkVV2Fq/la31W3lt22sAZBgzODTvUKbmT2Vq3lRK8kvIsfRcg+Pkk0/mlltu4e67725vKy0t5eqrr+a551KesEIikUgkEkkKSIVolk5rhwXnFJBxcEantmBdkN2P7sa3t3+ZMKImrPUVrAtGjODRO/SaiFZgxjRCiwgy5ZnQWXXoLXpURSXsDhOoDuDd5aV5QzP+Mn9STA3WBnF95ML1kQudRUvN6JjuIOPgjF7T+UVCZ9aRdXQWWUdnEXQFcS13Ub+8XkvlKIkKU6GJEReMIPPw6DMJxYKn1IPrIxcNaxpSLmqmjWimqupl/T1WCHEc8BqQDzhVVb0xYYYlESFEDnBuh6bnVFWt7Gl/VVUVIcR9aCkTAaYLISaqqvptnKZcBHR0bbivt51VVV0thFgOzG5tugApmkkkaY9lrIXs47PJOiarX55DAIZMA4U/KCTvzDzql9dT92EdQVf8qRsNWVp4tiHHgDHbiCHDgD5D3751fK4z6lDDKqGGEP4KP55SD+4tbtzb3Cm/qQ4Hool2cExzUHxVcbdaVaGmEGX/KKPlq5ZO7f59fvz7/NS+X4t1gpWsWVk4Z/Ye/Qha6gf3N25aNrdoRYArkjNQl6SIMO0RaAgwjzJjn2jHVKRN3IxZRnQWHTqLlgZSDava1pYeszFEoDqAZ6cHz7cews3JE/rVkMqeP+1hzLVjcJR0F852P7o7vlp2kn5hHmlm7IKx3aKp1LBKxQsVuD52DbhN7m/cbP/tdoqvLO62UJI5IxPLHRb2/mWv5lTQgf5GmulsOrKPyyZnTk7CvEBbgi2sqVjDmoo17W2jM0ZTkl/CtPxplOSVcFDOQZj0+z/33/3udyxbtow1a/Yf8/zzz/Od73yHiy++OCF2pSt6hx77QXbMI80YnAaETqB4FQK12kKTd6dXjl8kEolEMuwYzpFmtgNt5J2Z16kt1Bhi5307E1J/Ol7CzWG8zV6829PL8U/xKfvTOALGHCPWCVZsB9q0aLnWVP46U9//Z2OOkcJzCyk4u4Cm9U24Pnbh/totnbN7QJ+hp2BuATkn5bSn/EwEaljFu9tLy4YWmtY14duTZME4BtJGNIsHVVVXCiHOQksbeLkQ4k+qqm5MtV1R8B2g4yw+mmi7l4AngLZZ7w+Ae+O043sdHm9UVXV9FMc8w37RbJYQokhV1d7zdCURKZpJhgxCS9VkzNZyAesd+k6p69rqJREGJdQaRRPS2toWi9Wwis6sQ5+hx5hrxDrWin2yHWNu3144/go/3j1eFK+CwWnANsGm5STugt6iJ++0PHLn5NKwpoG6/9Th2xXdzU1n1op9Wg+wYptgwzrB2snjPhqEXmifU65RKwA7V6s91by+mYbVDbi/kYOdZNFXpFn27GxGXjKyWxSDb5+P3Y/sJljTu8jaloqh4uUKrGNa6+zlGNHb9ChBRVtorA7gK/PhL/N3qo0lGcKo4C/zJ82DMRGoQZU9f+xBOLtxHPue3UfDyoYUWji8cExzMPrK0eitnZ1Ewt4we/+yVxNjU0S4KcyuB3ZRMLeA/LPzO10vTXkmxi8cT+3iWmreq+l3H5ZiCzlzcsialdXNgaErwcYg7m/c+Pf6CbvDmEebmXDcBFosLYR6TIDRmbKWMspayvhg5wcAGHVGpuRMYWr+VErySpiaP5UXX3yRGTNm0NS0P83KVVddxaxZszjwwAP7/V7TEgGO6Q5yT83FPtnea2Rf2BOm8bNGXB+70mqhQCKRSCSSZDJcI810Fh2jrxjdaWyghBR2PbIrLQSzwUTQFSToCnZL4WfIMmjRcQUmLKMs2CbbsI6zRhyPCb3AeYQT5xFOfPt81LxTQ+NnjXI9qRVhEOSckkPB2QW9Ot+HvVrkYbA+qGXyUTpk/Gn9LNWQqtWMb9IcXP37/Pgr/Gmb+WdIiGYAqqquFUK8BMxHqxH2sxSbFA3HdnjcBHzZ1wGqqgaEEOuBo1ubjkmwHcujPGZNh8cCmAW8kQBb+kU63PgkkljRZ+ixjLVgHWvFMtqCeaQZc5G5z8WtRBN0Ban/pJ76lfUEa7sIGjrIOCSD3FNzOy0CtyEMguzjssk+Lht/hZ+m9U14vvUQqAoQdocReoEh24B5hBnreM0DyFJs6bWGVX8xOAxkn5BN9gnZ+Kv82nv6pD6p0SXDkR5FMz2MOH8Eed/N6/ZSy+YW9vx5D4onBlf6MHh3emVaO8mgoifhTGfQMfry0dgPslPxYoWslZdM9FBwVncxCiBQG2D3I7vxl6eB+KpC9VvVuL91U/zz4k4OKjqDjoK5BThnOnHKDIddAAAgAElEQVTVuVDU6L4vwijIPCKTnBNzsE+297pv2K0VaW9Y1RAxBdAVB1zBTbfexJa6LWys3chXNV+xsXYjle4ek2J0IqgE2VC7gQ21G9rbciw5zPnTHFa+uhLPdg/enV5aWlqYN28eq1atwmTquxh4Mog27XC02A+xU3RREZZR0dXj1Nv05JyUQ85JOTR+0UjVq1UEquSimUQikUiGNsM10mzEhSO6ZUGofrM6aidkSd+EGkKEGkKdMn3oHXqcRzrJOjYL24TIZUosIy0UX1lM/ln5VL9VrUW0paeeMyBkHpnJiPO7f1/bCDWF2ssf+Pb4htxnNWREs1beRhPNfsDgEM0md3j8P1WNckYMa9kvmk2PxwAhRBHQcSV8bZSHbkMT+tqSmE4nDUSzRBZJlwxThJbOyTreijHXiCnXhN6uRxgFwqDV0lL8CopfIewJo3i0v21b23M1pLanDdNZtLzPBqcBY55WaNUyyhJV5FeyUBWVlo0tuD520byhlwKoyv70aJYxFvJOz8N5lDOi6GUuMpNflJ9cw6PEXGhmxPkjKDi7ANdyF7Uf1BKql3mqE0GkxUXTCBOjfjoK+8Tui7T1K+vZ98w+GREmGTa0CWfFVxW3F51uI/u4bDIOyaD6rWrqV9QPm5Rserse6wFWLGMsWiS107A/rYfK/vuoO0y4JUywXquxEHQFY3J8sI63UnRxUcR6nZ5SD3v+uIdQY3rdC9yb96drtB/U+RpqHmFm+4jtfP/t7zOncA7mIjP+Sn+nCak+Q49tkg3HNAfOI5zo7b2nX/bu8Wp1AlY3oAZ6vi5bLBasBiuHFR7GYYWHtbdXe6rZWLORr2q/YmPNRjbXbcYbis65weVz4cJF4Q8KAW0s4q/wU1FawfwH53PHlXdwYNaB6HX9SyHdXz744IOEnMeQZaDooiKcRzn7fQ7nEU4c0xxUvV5F3Yd1Q27xQSKRSCSSNoLB+Ms8xEqqRTPHdAc5J3auA+ve5qb2/doUWTR8CDeHcS1z4VrmwjLGQs7JPWdksIyyMObqMXh3eal6vSqlGSpSgXWClaILiyLWhAZQggp1S+qoea9mSDuDDjXRrLz1r1MIcaiqqptSak3fTOzweGcMx+3r8LhYCJGpqmpTj3tHb0PUdqiqqgohKtgvmh3az/4TghTNJP1FGIUWATXRhn2SHduBtj4XnAYz/io/jZ81Ur+8nmBdbINU3x4fZU+WUfV6FXnfzSP7+OyERsUpAYWgK6h5BTWGCLWE2hdQwy1h7XmLtqiqs+gw5ZuwHmAl4+AMrOOsEc+pM+vIOzWPnJNzcP3HRfVb1Si+oXtTHwg6XmcNWQbyTssj55QcdMbu34Xqd6upfr16IM2TSNKCNuFsxAUjyDu9c/SlMdvIqMtGUXBOQbtnXjqnnYwVYRRYxli09LutqXjjqaWlBBSCdUEC1QECNQHtb+vjUHMIQ4YB63grzqOdESOiARpWN1D+dHnapv4INYTYef9OLV3jmfnd6gSUNpZS2ljKxHsmovgVQo0hVEVFb9NHTKHcFTWk0vi/Rlz/cUUs9h6JjIyMiO0FtgLmjJ3DnLFzNNuVEKUNpVpUWc0GNtZspLSxNKo+hE5gGWXBMsrCZjZz3rvnYTVYOTTv0PaUjlPzppJvS65Dzr59+/reqTf0kPudXArmFnRLB9pG2BfGu91LoCaAGla1bAPFlojRaDqjjqILi8ickcnev+6VxeklEomkF/R27XpqzDGis+lQQyphdxh/hZ9ARUA67qUxwy09o96hZ9Rlozq1hb1hyp4qk04yA4xvj499z+6j8pVKso7JIuekHCyju4/JrOOsjPv1ONxb3VS9VhX1OHqwYio0UXheIc4je3YAa1jdQNXrVd2zVA1Bhppo1jFe8FAgbUUzIYQRGNOhKZZ6YF1XIIvQor76Q9cCArHa0RYtV9TP/hOCFM0k0aK367FNtGGbZMM+0Y5lvAWdIfUh+l0J+8KEGkOEm8MoQU3kEUKATsu5LAxi/9+2xx3alaCiCUzNYXz7fPj2+HBvcePfF//CbLA2SMULFVS/XU3OSTlkH5fdY7h2T6hhFd9eH55SD95SL55ST8ypiHy7fTR90UQVVRjzjGQenkn28dkRBzs6g4687+bhnOmk4oUKmv7X30vm0EOfqceUb0Jv1SNM2rVU8Sna5t+/qUEterLWWMvL37zMJ2WfMPnByRGLwCpBhYrnK6j/pH6g345Ekj6oUPlKJd49XkZePLJbDnhjtpGCswsoOLuAQG2Alo0tuLe58XzriXsS0r6AlGdsj+zSmXRa1HTrPULxalvIrd1rQi3a37bHvXoNCi3CyeDU6gWYC82YCk1YxliwjEnsfVVn0mEu0tIXx4oaVql6vWpweO8qWmqexrWNjLp0FLYDI3t26sy6qO+5wYYg9f+tx/VfV8zCS7SLSgadgck5k5mcM5nzJ50PQHOgmU21mzQRrXYjG2o2UO+P7n7gDXlZW7mWtZX7k18U2Yv2i2j5U5mSMwWLIbrUh9EQz/zBNsnGyItHYimObI9vr4/aD2ppXNsYUbQ15hjJOj6L3O/kYsjoPDW3T7Yz4XcT2PuXvZ3SC0kkEslwxzLWgnOmFpnbWyrcsC+M+2s3TV809XgdlqSO4ZaecdSlozA4O9/rK1+u7LPmtyR5KF4F10cuXB+5cMxwUHBOAdax3R2y7ZPtHPCbA2j+qpmq16v6V4NWaLWLjblGdFadtv5iEFoWK3cYf6Vfc2xPwWXKkGUg/6x8ck7M6bGUinubm8qXK4dV+YyhJpqN7/C4e1GV9CIf6Lh6EkusZ9dZZxGwtZ92jOjyvL92xCSaCSFG97FLV7v6Ol8su0uGCTqzTvPiba0bZp1gjbq+xEChBBR8ezVRy1fuw1/ux7/Pn3bpoyIRbg5T804NNe/UYJ1gxTHVgW2iVrPM4Nh/e1FCCsGaIP4KP55ST3sdk97SQsVKsDZI3Yd11H1Yh3WCVQu1n5nVTdAxZhsZ88sx1H9Sr9UV8g+fqDNhFFhGW7COs2Idr6VJMxWaevSK74nlLGf5Z1r5y0iCWaAmwJ4/75E52SWSVhpXN+LZ6mHkpSNxTI0cCWXKM7XXNAII1gf33xf2+fGX+wnUBgi3hLtNpAxOA5Zxrb/tca2/7dz4a0OpIbVdSFNDaruTht6mR+/QRyyknU74K/yU/a1s0E3s/GV+dvxhB5lHZlJwdkFER5C+aNnUgmu5i+Z1zSnxsHeYHMwaOYtZI2cBmihV1lLWSUTb4tpCSIlurFPhrqDCXcGS3UsAMAgDk3ImUZJXwrT8aZTklTA2c+yAzgcMWQZGXDCCrGOyIr4eaglR9a8qLQ1rL/+CoCtIzds11C2to+DsAnJPze302zJmGRl/03gqX6mkbkldot+GRCKRDBp0Zh3OY5zkzsmN+t6ot+jJPCyTzMMyKfpREa5PXNS+XytrXqcJw0k0yzoui8zDO6dtb1rfJJ1M04jm9c00f9lM5uGZFJxbEHHt0DHNgWOag+avmmlc24jnWw+B6kDn1OkOPaZCzanQXGTGNMKk/S0wRczO05GwJ0zL5haaN2i2JPtaZSo0kXdGHlnHZPVom7/KT9W/qoal4/mQEc2EENnAgg5NvVe/Tj1d7Ysl/KPrnSU7DeyI1Ya9Me7fKzLSbOhgHW/FNtmGdawVg9OA3qrX6ogFFMLeCDXEvApKQNHqhtn0mudGvrHd672/i3qB2gC+Mh/BuqCWBimoti8a6syttcqsWp9tm86meYvobfs9RhSfQtin2Rn2hAnWBgnUammlfLt9Wm2SIaDbeEu9eEv3L0wKo/Y5tdWAG0hvGW+pl/LScqrfrCbv9DyyT8juNgDIPiEb2yQbZU8OvgXVqBFgKbaQUZKBo8SB7UBbRJErUaghldoPa6l+uzqhgqhEMhQIuoLsfng39il2Cr5fELH+X0eM2VqEmGNaZ5FNCbam5gurCCG0CLIEpsntiDAIjFlGjFmJqb+pBBS8u7wEKgMEG4LtTgtCL/bfS+2aIGfM0d5/T56OvRFqCVHzXg2uj1yD16NchabPm2ha24T9IDtn3XgW6xvWY8yO/L9QggqebR6av2qmaV1T2qVLEUJQ7Cim2FHMmQecCUAgHGBL3RZ+efcv2enbiW2CLeoIupAa4uu6r/m67mte2foKAE6zk0PzDmVa3jRK8ksoySvBaY6utlgsYpvBaSDvdC3ts84U+bfnWu6i6tUqTeSOEsWjULmokqZ1TYy+YjSmvP2fhdALii4qwjbBRvkz5TLNtEQiGVaY8k3kzMkh+4TsblH7saC368k/PZ+ck3KoW1pH7Xu1w8qBMh1paUlenSir1YrX232enwqHe2OekaIfdY4zCDWFKH+mvIcjJClDhaYvmmj6XxNZx2RRcG5BpzFZG23iGWg1esMebcyns+jiyriht+lxHunEeaQTVVHxfOuh6X9NiR3fC8g4JIPsE7PJPCyzxzXTUEuImnda51TDNM1t2ohmQohP4jjcjpYmsGMMZSxpBlNB10IBsYSVdBXN4gmdSZQdKQ3fkaLZ4MbgNLQX4Yw1zV8iUJXWVIHfetpTY4Xq44z00jEkxLD+ogZVwsHUevAFa4NUPF9B3ZI6ii4q6rb4bB5h5oDfHEDVm62pu4bA5UOfoSfjkAwySrTN6EzMYndvKAGF+pX11H1QR6Bm4L0FJZLBhHuLm51/2Il5tJnsE7SJSqSJWE/ojLqY9k8VqqLi3+fHu8OLZ4cH7w4vvnIfxHJb0GnjA1Ou5gxjKjBhyjdpfwtMncS8YEMQb6mXpv810fhF49AR7lXtO7PoskWAFt1kKjChz9AjhEDxKQRcAS298SAbc5j0JqYVTOP137zOtGnT2FaxDb1Dj22CjYyJGRx/wfHsDuzGHXRHdb5GfyOrylexqnxVe9u4zHFMzZ9KSV4JJfklTMqehFHX/b7Y5/xBgP0gOzkn5eA4zNHjYoh3j5d9/9zXyYkoVjzbPJTeXsroK0d3q9HnnOnEXGxm75/2JiTdtkSSTEyFJhzTtSwUxmwjwigIu8MEKgN4vtVE/rBbRvtIekBAxsEZ5HwnB8dUR5+OsEpAIVCtReQLvdCcb3Ijz4P0Fj0FZxWQdUwWFc9X0PxlczLegSQK1qxZk7RzZ2RkRBTNBjzSTMDoy0d3y+5S/mw54SZ5DUxbVGhY1UDjZ41kn5hNwVkF3VJrtiF0oluK7UQgdAL7ZDv2yXaKLirCu8tL0zpN0POXxz4ONDgNZJ+QTfYJ2Zjye55PKgGFuiV11Lxfg+IZZBOMBJM2ohlwHPEtWYoOxweAD+O2KLl0dTGO5b13vbL2v7p64uwwCSGEGr1qVdzH6yOAtX3s045Mzzg4MRWayDs9j6xjew4FTgaKX8Gzw4PnWw+ebVq6wIR77Q7ve0taEagKsPuR3WQdk0XRxUWdBqzCIBhx/ggcJQ7K/lZG0JVe3vl9oTPrsIy1tAtl1nHWfkVXttXAU/yKVqvIote8pCJEsKiKyoTsCRycezB/veGvNH/VLL3eJZIY8Zf5qXypksqXKjGPMpNRkoF9kh3bRFun9LbxoAQVLaqrPkioIUTYG94fNW0S6K1ahLTBbkDv0GPIMKDP1Md8Pw7WBwlUBfBX+QlUBfDu9OLd6Y3/uqBAqD6kObFs7/6yMAl0Fh2KVxm8EWUxEmoIxVybrL8M1Ng6Pz+f559/nu985zuEm8M0f6mlo1m3fh1r/7eW2nAtG2s38lXNV2ys3cj2hu0oanTfrV1Nu9jVtIt3St8BwKw3c3DuwUzNm0pJvpbasdBW2OPx1gOsOI/SvH17WnwFLZVO1etVuD52JWT8F3aH2f3wbgrO1WoedsQy0sKE2ydQ/kw5jWsa4+9MIkkwtkk2Cs4uIOPQrr65rUyBnJNyUEMqzZuaqf+kXhMt0nQoKUxa9oy2utGAtmKitgrurY9BGyOD5jwox8b9Q2fRkXVsFrmn5PZZyzRQE6Dxs0aa1jXh2+3rFgmhd+hxlDhwznJ2c0IAMOWaGLtgLI2fNVL+z/K0XBw2ZBvIPCyzU+rtUFMIX5mPlk0t/aurlEaMHDmSrVv7W2mmd6xWK0KIbo4xA712mH9WPvaDOi+71n9ST/M6KdYOBtSQius/Luo/qSfv1DzyzsiLK+IVtHFjuCWszc1CWt14g9PQp/DWloq/8PuF+Cv97RFo3h3eHlfydVYdmYdn4pzpJOPgjF6zeChBhfoV9dS8WxN/EMEQIZ1Es0Qg0IZb16iqWpVqY/qg6x05ll9d19FDPHf3RNmhxiCYoapqWW+vx3ojk5FmiceQZcA8yox5hBmDw4AwCQhDqDmEv0LzHu+vd6B5pJn8ufk4j3QmvSaKGm71dt/jxbfbh2e7J+KgWjL0afi0Ac+3HkZfORrbBFun1+wH2Zl4z0Rql9RSt7RuQL2+hElLgdZWDFZn0XXa2gWsLm36TD3mEeaYfkOqouKv9OPb5cO7y4tvr49AlbaoHnGgJUBn0iHMAp1Rp6Ub9YTZpGwC4N7P7k3QpyCRDF/85VrNsrp/a/WKTCNMWMdbMY80YxlpwTzKjCnf1OskJ+wL49ut/a69u7z49rSm/+3HpUyYBAZHq5DmMGhRTXrRLrgpfoVQU4hQY4hQS6hffSQCNaASDkgP3aHAnDlzuPnmm7nnnnva27Zv3851v7yOf/7znxyYfSDnTjwXAE/Qw+a6zWyo2aBttRuo9dZG1Y8/7Gd99XrWV69vb8u35uMwOMg7Iw9PqQedWUfGoRlkzsjs1QsXtIWU+hX1VL1ZlfhxgwrVb1TjLfUy+orR6O37p2g6s47iK4vJnJHJvhf3JbbvtsuMHCZLYkTv0FP0oyKyjo5c568rwiDInJ5J5vRMArUBXMu0RclY0pomGr1Dj2OaA/skO5ZxmkjR8bcXC2FvmKArSLAuSKA6gL/ST6BS+xus62HcPYwxFZrIPSWXrOOyeq23rCoqzRuacS110fJ1S6+fY7g5TMOnDTR82oAp30T+WflkHZfVbe7knOnEOsHK3r/ujStSOJFYD7RScHZBj7VwAbhAEw7rV9RT/0n9gDnVJJJkrt/pdDpsNhtut7tb+0BhP8ROwTmdnV8CNQEqXkr3xGiSrqgBlZr3aqj7Tx2OGQ4yD8/EPtHeY/SZElQI1ATar/uBygD+Cj/+Sn+PdcqMOUbsB9txTHOQUZKB3tLztdA8wkz+mfnkn5lPsD5Iy+YWLdrWE0YYBKY8bT5pHWftM9192BvGtcxF3ZI6Qo2D7zqSTES6iAxCiF30f+jgA2qAL4C/q6r6daLsShZCiOnA+g5NN6iq+mCUx84F3urQ9ENVVf/VTzseBa7r0JSvqmpUM08hxJvAOa1Pvaqq2nrbP0a7RhND3bNzzz2XN954A7/fj8WS0kyRgxZDloGMgzOwH2THPsXe50IBgGdHa37dL5q01EB9YB5tpuCsAjKP7DlvLoC/0o97i1u7obi1FAs6cw81xGx6dCadVu/MpxBqCBGoDmiTkwo/vjLfsPFAl0SJHgrmFpD/vfyI30M1rOLe6saz3UOwNkjYHUYNq9qmqKAQ+a/a/Tmqlj/f4DRgyDK01ykyZLc+zjHG7anUF/5KPy2bWmjZ+P/snXd8FEX/xz9z/dIrSSAJhITem9TQOyIoihSRjnRUJAgIAhY6EgERkSYg8HsQ0QfQR0VEEZEWCCgC0kFDQnrPlf39sclxl7vLtd3bvWTer9e9kp3dnfne3u7szHxbHvKv5XNi+Vo2dqBevhSKm5AAMj+235D5ywwL29pc1hNLk0EX4CjcsnHjRkydOtVt7Wk0GsTHx+P33383Kd+1axdeeuklq+cxDIOU/BQkP2aVaJcfX8af6X+iWMdf+EJ9iR5Zv2Uh7b9pbskfJw+VI3paNNS11Gb7DPkmjjuWw08WIIMygjWOU4QroAxnk9XLQ+SGsZE2R4uSxyUovFOI/L/ykf9HPg2nR7GIdwNvRE6KtJp30V70JXpk/ZqFtCPuebbK8G7gjeA+wfBt7Mtr/t8y9Bo2lKBhMfUR+7c4pbhqhWsjgE8THwT3DK5YOQTWMyPz50xkHMtwKRy8MkKJiFER8Glo7gnJaBn8s+sfZJ7IdLp+V5GHsrmv/Jr7OXRemTIx86dM5F7OFcygyVFiYmJw+/ZtXuquWbMmCgsLkZqaalJ+6NAhDB482MpZ3CEPkiN2cSxkfk+UKoyOwe3lt1Fwo4D39inuQeonhdxfDqm3FAzDehnr8nUuG0cQOYFPQx/4tfKDbwtfziKRGFN4rxCZxzORdToL+kLxedo6SJQt5xxnEI2nGcMwtYSWwc2U7yUdUTiVnzG50uNyJQft9T0QVbQKvs194dfCD+oY84m4Lbxqe8GrthfCXwhH8b/FyL2Ui7w/8lD8sBjaXC1r4RCqgFddL/i39Yd3nfLRQJ+g17CTpIzjGSi669lhBigiR8dab+ddyUPkpEiz/EBEyg5QLE2mPAF9sR55V1klWd5l1uKIQqF4OHr3huajUNyNXC7H3r170bx5c+Tk5BjKp0yZgvbt2yM2NtbieYQQRPhEIMInAn1q9QEAaPQaXM+8zirR0i4j+XEy7ubcdVnGovtFyDiRgaxTWW4N46VJ0+DWe7cQMTICQV2DTPbJfGSIGBGBkAEhyP4tG3l/5qHkUQkYDQOJUgKpr5TNBRjGfpRhrJKsIutlQ91+Msj8ZPCq7YXg7sHQa/XIu5KH7N+zkZtEQzNTWIL7BiN8aLhFQzRtrhY553NQeLcQTDEDWaCMzVvY2AcShbm3h0QhQVC3IATGByLz10ykfZXGa+h0VbQKYS+EWQzdxycSuQSqGiqoapgb+2pztazX+O1CNt/2X/mVzgBU5i9DQKcABHYOhDKs4hCMRQ+LkP5DOrJPZbNh5F2k+N9i3Fl5BwEdAhA+ItwkHBqREdQYWwOKMAUe/eeRW42RiJQgpF8IQp8Jtfhs2Dxf8sRzU5OtQfapbGT+kin6/JclJfzOU729zdef3GH0SaQEUVOiTBRmAPDowCOqMKtk6HJ0vBg7MBoGuZdykXspF5AA3nW94duS9XArC9XqDPpiPbJOZyHzp0wU3haHZ62YEY3SrAqSU27bEVOSkHLbqRaPcq8crsjgMjQ8o50QwCvWC35t/NjONsT5zrY8ygjWQjWkb/nbs2J0BTpkHKeuwBT3U3C9AH8v+hthz4chqEuQTbd1scLoGDau/Z95yEvOQ8GNAjBa2hdSKBQKxXmE8CSOiYnBxx9/jBEjRhjK8vLyMHz4cJw8eRIKhX3jVrlEjkbBjdAouBGG1x8OAMgqysLlx5dx+TGrRLucdhk5JeWnQeYUpxQj+0w2sn/PdirpOlcwGgb/7PgH+X/lI+KlCLO8F3J/OUL6hjg8DncEiUxiWJTVa/TI/zMfORdyUHCzAMX/2ggHKwGkPmzIV5Pwr+X/eksBPetxxGgY6DV6MCXsX31R6adYz0aYKDYqKy3XF+qhK2ajTzAldCzEKwQIfzHc4j2ny9fh0ZePkHki06LCR6KSwK+1H4K6B8GrtrnNLpERBHUJQkC7AKQdTsPjbx9zqjiSh8oR9lwYAtrbF0rSnch8ZfBt4mtQ5OmL9cj/Kx+5yeziqTs98DiBsEoyVZQK6lpq+DT2gVecV4XzLkbPIPdiLtK/T0f+1Xyrx7lC1qks5F3NQ9TkKHjXM1WshPYPhaKaAg8+eeCWfsSrrheqj65uUYkKsOsluRdz2Qg6egbKMCV8GvlAUc3yO1HuL0dIvxCE9AtB0f0i9t5JzkXB3wWi80DTaPi9n318zI1g3RGeMWxoGLzqmPZtORdy8Pgb+8JJUygm6MF6/P+Vj5TPU6CqpYJfKz8236GVfsPkdK0eeZfzkH06GzlJOXR85ABUaSYcj8CGlSy7wyMdODe43PY/LshR3uwyEsAVJ+RwRQbOoEozcyReEnjX94ZPIx/4tfRzKGyGrlCHkpQSlKSXgClhQKQE8mA5VNEqpyygTOou0CH9u3Q8/u6xKJPuUqoG+gI9/v3sX6R/n47QAWyePYnSfXHOTWTR6J8sABWyf3VFOvPFIKOy4pRiFN2jIUgpFAqFUjkYPnw4vv/+e2zfvt1QdvbsWSxcuBArVqxwut4AVQDiI+MRHxkPgJ0z3M25i+THydh3Yh/O3D8DVaQKIEDB3wXIu5KH3Eu5KLonrugH2aezkfdHHiJeikBAW+EW/CVyCXyb+cK3Gbuwz+gYaHO10OXpDCGqiZSwuVq9JBXmKOILRs88GT8ZK9yMx1ZFeujydIbQeGVeepSKIVKCGhNqWFQ65V7OxYMtDyq0vNcX6ZF1MgtZJ7Ogrq1GcM9g+D3lB4nMdAwuUUoQNiQMgfGB+Hfvv8hNynVJbqmvFKEDQxHUPcisLYNsxXrkXs5FwbUCFD0ogiZDA12hDoyWMRilGbzqCPsxGBmUVilVSSEPZsOwy0PkbBjUMAWUEUqHw7JLlEbP2iig6J8i5F3KY5UgNgzlJF4S1rs0TAFFtVKP0xAFJEoJG4aSYRXU+mI9q6guYQzf0xCa3ugDHfusM1oGIHjyfHuV5l9WSJ7kQlZIIPWWQuottTv/sjZPy4Zg/DHDLcpBbaYWt1fcRtiQMIQOCDXZ59/aH/JAOe4m3uUtZKbES4LwF8MR1CXI4n5NtgaPDz9GxokMi4vc6hg1ArsEwr+tv9U+VhWlgipKhdABodAX61nvxevs4nvh7UKH+zsiI6wCNFYNr9pekPpKwegY6HJ0KLxdyCp2HfAO5dPTjBBi6mlWGuo8V5/Lyq1hePGY9m/vj5A+psYEJaklePAp55HjKFWUojtFKLpThNQvUqEIV8C3qa+hfy/r2zXZbD7NghsFKPi7gCrKnEQ0Oc2qIoSQPwE0KN08xzBMGzvP2wpgXOlmMQAfhmGcctEhhDwFwDh5wHSGYTbacZ4cQC6AMn/6rQzDTHBGBiv1O5U81/EAACAASURBVJTT7LnnnsMXX3yBwsJCeHlxllrNY5AoJWwIlbK8SSFydjATrYayhtLugaquQMdaMFzNR95VNsyipbAERErgVc+LtW5o5Qd5gP2KOE2Whk0y+UM6VZZRRIdEJYF3Q2941/GGIlwBeaAcEpUEREJYi0hJ6UTZ2l8Cs+dNr9VDm61lP1ls7iFNpsaQh0iTyX48aSBDc5pRKBRK5WbTpk2YPHmyIG3n5eWhVatWuH79ukn5//73P/Tu3Zvz9rZs2YJJkyYBUrDjXg8Znqrj1Ah7Ngw+jZwLJ60v1j9RFhklqtcX6QEpIA+UQxWpYvMdN/SGRC6MUZE70Wv1KLpbhIK/2UWmwpuFvIYH9EQkKgmip0fDp7H5fffoi0dIO5zmVFg7WYAMIf1CENQtyKpxZt6VPPz7+b8Oh5yTKCUI7hOMkH4hVpULmkwNUr9ORfZv2byGHpX6Sk1yCSrCnvx19BljtAz73KaVQFegAyEEEpWEzZscKjfzSBUrRffZEIxZv2UJNh8K6BSAGmNqmOW0K0krwd21d1lvWg7xa+WHiFERFtdRGD2DjGMZeHTwkV15hiQqCfyf8kdg50B4xdm/FqbX6FF4sxD51/NRdK8Ixf+wKTZ0BTpABxAFm2pDFaWCOkYNr1gvqGqqbN6nRQ+KDGHlCv4uqPCd6uXlhYICfsIV1qpVC7Xr1Ma57HMI6hIEr7peZrIXPypG/p/5yP49G/l/ue7V6NfaD1FTokw8KfUaPW69e4umIKFQ+IWXnGZUaSYghJBDAAaVbhYD8GMYxqapBSHkIoBmpZtnGYZ5ygUZAgFkGBXtYBhmrB3nNQeQZFQ0jWGYj5yVw0L9DinNhgwZggMHDqCgoMBi3GJPxyRZdwSbj0AWKIPMhw1n4soktiS1BDlJOchNykX+jXzHXfYJ2FALTX3g29gXykil2WSk5HEJ8q/ms+1c8pzEtBSK0xgp0SqjxTLDMLh+/Trq1asntCgUCoVC4QEhlWYAkJSUhHbt2plYoYeFhSE5ORnVqlXjtK1PPvkEr7zyCqd1uhNldSX82/nDu543VNEqk3G4vliPksclKEkt/TwqQfG/rKJMm6W1W7khUUng19KPbaeht1UvncqIJkuDwluFKLhZgMJbbK6pqprPTeonRa3Xapnlwma0DB5ue4isU1kutyHzlyF0UCiCugZZNPxkdAwyf87E4/89RklKxUsnREEQ1C0IoQNCzXILlaEr0CHtSBrSv08X1oCNAIoQBVS1WAWFdx1vqGPVdhu/ehr6Yj2yf89Gxs8ZKPxbHHl1vOt7I3pGNBsm1ghdvg731t/jRKmirKFE+Ivh8G1qOY9e4e1CPNz5EEV3nFOwKCOUCOgUgICOAQ4ZNpeH0TGcpC7QZGmQ9WsWMk9mouRf8+dVLpfzEqJRHiJHzKAYqNuooVPZt/hU9E8RHn/zGNmnslnPSgcJ6ReCsOfDzK7bw+0PkXki0+H6KBSKQ1ClWWWDEPIGgFVGRR0YhvnNxjkqsB5eZaO+jxmGmeKiHFcANCrdvM4wjM1VUELIeACfGhW1Yxjmd2vHOyGTU0qz/Px8i3GLPQWpnxSqGiooayhN/pYfuLlK0cMi5JzNQfa5bBQ/4D4/g8xfBqJgBwvaLG2lVBpQKFWZ1NRUxMTEID+fnzwDFAqFQhEWoZVmALBu3Tq89tprJmV9+/bFkSNHOM1J4ulKs/IQGQFREOiL9bwYqkm8JGzOpZa+8Ir1cjhHsjZPC12u7snfXC10OaV/83UAYcM/Ejkb4o0o2L8SpYQNAVf2UbJhH43L3aVg0GRqDJ55JY9LoM3Rsp9sNkRlWag7fbGeVUwSGOSU+csgD5RDFlAaJcRXxuZ785GxIcKlbFQPIiVgdKUhJkvYUJKMplzoPC3zJLxekR6aTA1K/i1BcaqNHHNOoAhToNbsWmZ5lHRFOtzfeB95l/M4bU8VrULESxHwrmvdIDbvah5yzuUg/6981hNIDxA5gTpGDb9WfgjoEACZr2VlmV6jR8YPGUg7nMbedyJE6i2FT2Mf1ji1ia9VxZ8noCvUofhhMRvC73Iu8v/KF2WUDWWEEjVfrwlFqOl9zugYpB1NQ9pXaU7ljlZWVyKkXwgCOgZY7Kd0hTo8+uIRMo5lOOWpaYYE8Krtxd47TX2hrqW2fQ7PFNwoQObJTGSfzeYn4hABfJv5IqhbEHya+Dj9PtCka/D4W+thMcsj8ZIgckIk/Fr6me17/L/HSNmb4pQcFArFITxLaUYIiealYjthGOaekO3bAyGkKYBLRkUfMgwzy8Y5owB8ZlT0DMMw/3VRjrUAjGekLRmGSbJ2fOk5xwB0L91MBVCdYRjORpuVWWlG5GxeMEWwgg3LUP2JgszaoN5V9CV6FFwvQN7VPOQm5Toc0oJCoVCMmT17NtasWSO0GJWajz/+WPAFawqFUnURg9KMYRg8/fTTOHr0qEn52rVrzZRprlDZlGbuRuothTxEDpmfjDX0K1un1LMLwboCHfQFeujyWUUZnxEniIKwyjSV1FTBpnqidJOqShVtanZbHiSHMkwJebDzXhkVwWgZs5BvfKMv1iP/ej7yLuch+0w261XoAt71vRE1NcpMaaPN0eLuB3dReJs/TyH/dv4IHxoOeZDt30dforeZd5vRM8g6lYXUL1OhSfeg0JuEzWHl25TNb1be288ajI554m36iP2ry9OxnjQEZoppIiMGpa1BgWtUZtgH9vnWF+rZZ7wsf6BRfjRdQakyPFcHbY79nq1CI/WTouasmvCKNQ91WJJegsdHHyP7dLZNZatEKYFvC18EdAiw6lkGALmXcvHPzn94DQUr9ZHCq64XG263njdUUSqXjAyKHhah8GYhiv8tBpESKGso4dPEx66QoIyeQfE/bFhRTaYG+uJSgwANYzAQKElj71VNusbmfSMPlSOgfQACOwc6bMRREdocLdK/T0f6MetpRbzqeiFyQqSZMQEApB9Lx7+7/uVMHgqFUiG8KM34NFW5A+Feiwz4/W5ccRnAbQAxpdsjCCELGYbJqeCc6Ub/ZwP4HwdyfAVTpdlkAFZnjoSQBniiMAOAg1wqzFzB3Z6TREGgqsEmV1XWUEIeJGetBX2lTwaUEkAiezIY5cLN3Rr6Yj00WRpos7Uo/rcYRfeKUHSvCIV3HE/ySqFQKNY4deqU0CJUerj0oqBQKBRHEUPOSkIItm/fjmbNmiEl5Yml9ty5c9GlSxe0bNmSk3Zo5BXX0OXrROOpw5Qw0JXooMt1XB6JSgJ1bTW84rzgFesFdayak5xQ7laYAaWL9U184dvEF+HDwpH3Rx6yTmUh53yOY949EiD06VBUG1zNbIG9JLUEd9bcQckjm9klXCL7dDZyLuQg9OlQhPQLqTAtgS2FWc7FHDw68IiXSCu8w4AND3qrEKmHUiHxkpgY3kq9pGD0rHejLlfHKh3SSqB5rHEq1FxVRpejw+0VtxE5KRL+rf1N9imCFag+qjrCh4ej8O9CFN4phCZdw/aBEkDqJYUiVAF1LTVUMaoKQ9lqsjRI2ZeC7NPZfH8l6PJ0yL2Qi9wLuQBY7yjvOt7wqucFdbQaqmiVVU/GkvQSFN0vehKm9nahZSUSAdSxajR5pgnSA9Khjras2CUSAlWkCqpIlU259Ro9G1L4QTE06RqDV69EJYEyQgnvet52KZDz/8pHxk8ZyL+aj4P/OYhnhzwLeaAcPo18EBAfAFV1c1lkfjKEDQlDSP8Q5FzIQV5yHopTikFkrDerfxs2LHJ5GD2D1K9SkfZ1mk25KBSKuHGHYkn4GZdIYRiGKfXyWl9aFAJgOYCplo4nhAwAYJy/bLs9OdDskOMEIeQ8gFalRRMIIdsZhjlt5ZSlxqcD+MRVGVylbGLP26SXwJAEVRWlgjJSCVWkCopqCreFAdEXlw4YHpWGAkljQ4EYhzepqvH1KRSKe6ELjPwjhgVrCoVCEZpq1aph165d6N27t+Hdo9FoMGzYMJw/fx6+vtat9ykUR9AX6ZH/Zz7y/3wSeloRpmAVaLXVUNdmF5Y9LZ8bkRCDAk1XqEPOuRxk/ZqF/Gv5FZo4e9X1QsTICKhrmi9IF94pxN0P7kKb7ZoHm70wJQxSD6Yi48cMBPcIRmC3QIcUmrmXc5F6KBWFN8WRO4sL9AV6FNwoQMGNAqFFqZQwJQzub7yPoqeLEDoo1Oy5l8gkrNdWfevhQ62hL9bj8TeP8fibx2wIVwHQF+iReymXzTdfCpERSL2lkHpLQeQEugKdY2tMDFD4dyFa5LfA5rWboayuRGB8IBsm1d+5pWeJXAJ1tNqqAq5CcYoY1C6qje9WfmcSaclH5gNdLvvdiu6xecx8mvgg9OlQi0owqVqKwI6BCOwYaLNNbY4W9zffR/4fNIUBhVIZ4FtpRld8bLMVwJsAapRuTyaEXAeQyBitShJCusI0LGMWgHesVUoIWQzgbaOisQzD7KhAjqVgPc4AQALg/wghAxiGuWxUpxTA+wCeNzpvl61QjkIgC5DBu4E31DXVkPmz8eH1RaVhQXK0rDdWFht3XpOlgb5QbwhJIPOXQR4sZ0N1VFeyirJIFRtj3g2UKceKHhah+OGTv/a4plMoFAqlckCVZhQKhcLSs2dPJCQkYMWKFYayGzduYMaMGdixY4fL9VNDEIo1Sh6xIe2yTmUBYMPsK0JLQ+yHK6EMV7K5yfye5Cez5VnG6Bhos7SG6CDaHDYPmjZPC32h3pCvDHo2NJ5EKQFREkhV7EK2Sbg8WWlYPZUEEi8JFNUUkPtbD2MoVUsRGB+IwPhAaLI1rJLwWj5KUkqgK9JB6i2FOloNv9Z+FkPTAay31oOPHwhirKnN0uLRF4+Q+nUqfJr4wL+1P7zqeUERbB4arfBuIXKTc5H1SxZKUvn1hqNUUhgg7b9pyL2Yy+bXs6BQcQRtnhYZxzKQfiwduhxxeOcaw2gZtk9yURlet25dAEDxP8VI2Z+ClAMp8G3qi8D4QPg08anQW5QLCm8XIuN4BgJSAtBhbAf89x/TbDaWonnkXc5D3uU8eNXxQujTofBt5rhBTsGNAtzfdJ/XMJsUCsW98Kk0G8tj3ZUGhmEKCSHDABwH+3sQAB8AmEQI+Qls1PfmADoZnwZgOsMwGRzK8TUhZDOehGWMAnCBEPI9gGsA/AH0AhBpdNpdsAo/UaDVazFt4zTEvBkDr7pebvMAcxZtnhaaxxpWQfaAVYwVPyxGyeMSqhyjUCiihi4wUigUCsWdvPPOOzh+/DjOnDljKNu5cyd69eqFkSNHulQ3fadR7IXRsLl4iv8pRi5yzQ8grGJNopSwyiyFBEROnuTqKWaNOPmc60l9pPCu7w3f5r7wa+UHqVpq8Ti5P5sHKKB9gF31MnoGj754hMdHHws+V2U0jEmoOam3FLIAGSQqCfQFejZPEo3AQuGIovtFuL3sNrwbeCOoRxB8m/narfhhdAzyruQh+/dsZJ/Ldiw8qocSFxdnWqADcpNykZuUCyIjUNVSQVVdxaY28Zexfaac7SuJnEDmK4MiTGG177KENleL7DPZyDqZZcixGBATAG9vc0VnRYaJBTcKcPeDu1BFqxAyIAT+bfxtritqsjVI+28aMo5n8Jqzk0KhuB/elGYMw+zkq+7KBsMwJwkhYwBsAVDmd9yg9GN2OIDJDMPs4UGUWQCCALxQui0D0K/0U54HALozDCN4ZksiJciKzsLALwfiQcQDeEe4ZgHkKIyeQcmjEhQ9KEJJSgk02RrWjV2jB3TsfkbLTpQYDRtnXJutpQN5CoVCoViFeppRKBQhEVsfJJfLsXfvXjRv3hy5uU+UFVOmTEG7du0QGxsroHQUSimMUV41gVZPdXlsCMacczn457N/4NfSDwEdA+DTyMdpo9Ki+0V4uPMhCv8WZ3hDMeXVo1Re8q/mI/9qPiRqCbzrekMdq4YyTGlQ2DI6BkwJg5L0EpSklqDwbzYHWFVb9zFTmhnBaBk2F5wdfYnUVwplBBv5SRmhZD16/WSQ+knBlDDQpGtQeLcQBdfZMKWWcvdZUprZkze66F4RHmx6gEf7H8G3hS98m/o+yftGgOKUYhTeKmRDXF7IpXkDKZRKCi9KM0JIDIArYL2mGABtGYa5wkdblQWGYfYQQi4DWAGgN9gQieW5DGA2wzDf8yRDMYChhJBJAOYAsPS20wL4v1I5UizsdxtEThAYH4iQ/iFICUkB8vhvU5ujRdH9IhQ9KDL8Lf6nuEpYDFEoFArFfYhtwZpCoVCEpnbt2ti8eTNGjBhhKMvNzcXw4cNx8uRJKBTmIdrsgXqaUSorTAmD7NPZyD6dDZm/DP7t/RHYMRCqKJVd55ekl+DxN4+pBwWFYoS+0DwfGOUJMTExTp/bunVrnDt3DgCgy9WhILcABdedz9vnrNKsDE2GBhnHMpBxrDTIV9n0jA4bKJQqAV+eZo3xxGPqL6owsw+GYZIB9COERAJoCzZEohpAKoCzpfvtrWsxgMVOyvEJgE8IIW0B1ANQHYAGwG0AvzAMk+ZMvVwhUUoQ2C0QIX1CIA+0HrNdV6BD/l/5KP63GPoiPSQqCWS+pfHmA0o/vjIzizu9Vg9tphaaDA1KHpeg6H4Riu+zIRTdleyYQqFQxMzvv/8utAiVHqo0o1AoQiLWPmj48OH47rvvTHKZnT17FosWLcLy5cuFE4xCETnabC3Sv01H+rfpUIQq4N3QG94NvaGMUEIRqgCREjBaNoJK4Z1C5FzMQd6VPKoso1AoDqFWq20fZIWFCxdi0KBBnMni4+NjVubS+IYqyygUl3nttdfwwQcfCC2GXfClNCvLe8UAuGTrYML2WvFl2wzD/MyTXB4BwzAPwIY/FFqO3wGIZmVUWUOJwC6BCOgQAJmP9Vu34GYBHn/zGLkXc8FobbzVJIDMTwaJUgJ9sZ6NNV+opy9DCoVCoQiKWBesKRQKRWjWr1+PX3/9FTdu3DCUrVixAj169ECvXr0cro96mlGqGiVpJSg5UYLME5lCi0KhUCgGYmNj8fTTT+Pw4cOc1OeqpxmFQuGeNWvWeIzSjK/eItDof3tyXikA/ATgOIAf+RCI4rmEDg5FneV1UOe9OgjpHWJVYdayWkvcWXUHt965hZxzObYVZgCgB7RZWpQ8KoE2Swt9AVWYUSgUCkV43K008/X1BcB6cVAoFIqY8fHxwb59+yCXm0acePnll5GamiqQVBQKhUKhUFxBLpdzNgdiGMai0owaJlIowuLMMzh+/HgeJLENX0oz4+xS4Q6cR/AkSiyFAgAI6hwEZbjS6v68K3mI/i0aO/vtRN4fbkhsRqFUAd5++22hRaBQqjz16tVzW1t3797FnTt3sGfPHre1SaFQKM7SsmVLrFixwqQsJSUFY8aMgV6vd6gu6mlGoVAoFIrwlDeGcRVLSjP6zqdQPI9atWoJ0i5fSrPzRv93I4Q4H9SWQrFCzsUc3Fx6E3dW34FPpnmsYgqF4jx9+/YVWgRKJWTw4MFCi+AxEELwzDPPuK29wMBA1KxZk1pfUigUAJ5hiT1r1iz069fPpOybb77Bhx9+KJBEFAqFQqFQnIVLTzO9Xm8xp1lhYSEn9buD+Ph42wdxxBtvvOG2tigURxFqXsKL0oxhmF8B/F26WQ3AUj7aoVQ9NJkapP43FdfmXMO9dfdQeIt94XnCxJ5C8SRorG8KHxw4cAAnT54UWgyPgL7XKBQKpWIkEgl27NiBsLAwk/KEhARcuHDB7nqo1TmFQqFQKMIjk1lOxeIsljzNPElp1rNnT7e19dZbb7mtLQrFU+C2RzJlOoAjYBVzrxNCGgA4DKDAwrEmPriEkEWuNs4wDFXUVRJyL+dCk65B7qVcFN0rojnHKBQ3QBfsKXwglUrRoUMH7NixA/v378c333wjtEiiZcCAAbh06ZJdx4aHhyMlJYVniSgUSlXCU8YB1apVw65du9C7d29DmUajwfDhw3H+/HmLVuYUCoVCoVDEB5eeZoBlpVlBgaUlafHx/PPPu7U9qVTq1vYoFE+AN6UZwzDfEUJeA/AhWDVHv9KPLQgALpLpUKVZJeGf7f8ILQKFUuWgnmYUviCEYPTo0Rg9erTHLMq6g65duyIpKQn5+flYtWoVAgMD7fZ+6N+/P06dOoW//vqLE1ni4+Pxyy+/cFIXhUKh8E2vXr2QkJCAlStXGsquX7+OmTNnYtu2bTbPp55mFAqFQqEID9c5zZRKpVlZ/fr1OW2DS2QyGbRaLWrVqoUlS5bgiy++cOj8lStXIiEhwam26foPxZ28//77mD9/vt3HV6rwjGUwDLMBwDMAUsEqw8o+fEJX4CgUCsVFqDKDQnEv/fv3R3p6OgoLC/Hqq6/afZ6Pjw8WL16MjRs3ciaL8cIzhUKheALvvPMO2rRpY1K2fft27N271+a5VGlGoVAoFIrwcOlp1rJlSxBCMHv2bENZjx490KhRI07q54Pi4mI8evQIV69eRcOGDR0+f86cOU63zcf6D03LUPnp06cPWrZsaffxZffZvHnz3O5N6Qy8q5IZhjkMoA6ASQCOAbgPQA9TJVr5p7P8Pkc+FAqFQnERMVtgUShC8Mwzz/BaP8MwkEqlJrH8K1rIbdKkCdauXYukpCRERUWhe/funMnSrl07fPfdd5zVR6FQKHyjUCiwd+9e+Pr6mpRPnjwZt27dEkgqCoVCoVAo9sKlp1mZF8uqVatw5MgR7N+/H0ePHuWsfq7x9fWFRCJBtWrVoFKpnK5HoVA4dR4fSrOOHTti6NChnNdLEQ/ffvstzp8/b/fxL7zwguH/fv3sCUbIUik9zcpgGCaPYZhPGYbpxTBMTYZh5AzDSMo+ALxMD3+yz8kPDcZaxaAWopWP3r17Y9Eil9Mbcs6kSZMQGRlp17Fr167lWRr+8PLysn0QhVKJqVmzJg4ePIhJkyZhz5492LNnDzp27GjYf+fOHU7bs/Qeq1mzptXju3fvjtdeew1xcXGcymFcf3lefPFFXvIDHTt2jPM6KRRXmT9/PkaNGiW0GILhiR7nsbGx2LRpk0lZTk4ORowYAY1GI5BUFAqFQqFUDVwN8SeVSjkbf4SFhQFgxzP9+/fH0KFDDQqlKVOmcNIGl1iaCzpzLXbt2uVU+8aGm1zSvHlzXuqlUNyBWIKWMuX+UigO8X//93+oVauW0GJQOEShUGDJkiVYvny50KKYEBQUhIsXL9p1v/Xv359/gSgUCm88++yz2Lx5M0aMGAEfHx+cPHkSDMOAYZgKFVq2iImJseu4CRMm8KKksgdLyaC9vb1x5swZTJs2jdO2uPSSo1C4xB2Ko7JFHbHhiUozABg5ciRefvllk7Lff/8db79tPWU238Z3tI+jUCgUSlXAlbEDl6EZbSFGRU5oaKhZmTPXwxnPrvj4eMhkMrz00kuGssaNGztcD4ViC2dz7lVqTzMH8MzZGUUU3L17V2gRKDwgtkWbZs2aITg42MSt2BqWFp0p4oAqNCm2sGcR1ZmF0BYtWli0ALTUnpeXF06dOoWxY8c63I4jtG7d2q7jGIZBgwYNsGHDBqfaoeE5KJ5GSEgI723cvn2b9zaqGhs2bDDzwl2+fLlgXq1+fn6CtEuhUCgUijtxVWnmah2ezKeffurW9ry9vQGw881169YBYHPBbtmyBYmJifjhhx/MznFmTsq1YdKRI0fw7rvvGuSneA6jRo0yyX/myL1R1ZVmJQC6lX6oKR6FQjEgpkFTTEyMQ8kqY2NjeZSGPzZu3Ci0CLzTokULoUWgVALWrFnjsCfYhQsXTMI8lmFt0NikSRNs27bNKfkqoiw8iUKhcNszv2/fPrPQaWXwKUNFHiaewHvvvSe0CBQeUavVQotgkYEDBwotgtP4+vpi3759JrlRGIbBSy+9hLS0NLPj+fY0mzx5Mq/1UygUSlVm3rx5KCoqEloMiouUhQfkav3Hk1K4vPfee+jatatb27x48SI+++wzJCUlGRQZMpkMEyZMwMyZMy0qpQYNGoRVq1a5Vc7y9O/fHwsWLKCecB7Ixo0bRbW+aw+iUJoxLCfKPkLLQ6FQxIOrcbG55OzZsw7FeiaEeNxL4eDBg5g6darQYvCOvZ41FO548cUXhRaBc5o3b45Lly5h//79qFu3rkt1uXNiFxcXh7Nnz2LDhg04c+YMnnrqKbe0SwjBpEmT0KBBA0PZ7NmzAQAvvfQShgwZgsDAQM490jzdEnHevHlCi1Al8bT3tyPYM5Zxh5cdn7Rq1cosxHdKSgrGjBlj1t/y3f8GBATwWj+FQqFUZd5//30olUqhxaC4iLGhC9+IbYw3f/58i+tefMoZFxeHUaNGWZ3DWmtbLMbHnqQUpbCUv6eaNm3q9LnuQjyr0RQKhWIBsQxoXnjhBQQHBzt8nrMxe4Vg//79ePbZZ+0+3jjmtafRrFkz3LhxQ2gxqhTr168XWgSHsHcgXrt2bQwdOtSlHGeOtOfs8eVp2rQppk2bhmbNmjl1/ptvvml1X0U52yQSCX777Td8+OGH2LNnj8Fa0c/PDwcOHEBGRgb2799vs31HPDfE8h5xFk+X35MZNWqUyXZkZKRAknBH+/btcffuXdy6dQsfffSR0OLwyquvvoq+ffualB09ehQffvihQBKJn9GjRyMxMRHDhw8XWhQKhUKhVCG4VppRpQqFYhmxRGFp06YNunTpYtieO3eu1WNdXWtxFqo0o1AoomTatGlCi2BC+UVLexcx33jjDfj6+nImx8cff8xZXQAbw7pJkyZISEiwS2GWnJyMJUuWYO3atW6Pu80lMTExiIuLg1arFVoU0VGrVi1e6rWU3LiqkZiYaHWfcXxvrhg+fDjmz5/Peb0AMGLECKv7bHmx+Pv7Y8aMGRgxYoTTCiFrYR4tQZVO1tm6davQIoia5s2bY/z48QDYkH+bN28WWCJuqF69OmJiYjBlyhQcO3YMI0eONNm/ZcsWgSTjFolEgh07943ALAAAIABJREFUdiAsLMykPCEhAUlJSYZtoRbWfv31V/z888+iut4+Pj6YOXMmPv/8c6FFoVAoFEoVguucZhW92yu7Qq38uMcZLP0OYrpudH7nHBcvXhSVYf93332HvXv34ujRo1i2bJnFY8LDwzFkyBA3S8ZClWYUCkWU9OrVC4B4XobOWtyGhISYLMxwIUefPn0AAO3atXO5vo0bNyI5ORkrVqywy7orNDQUixYtwmuvveZ0GAxnEshySXp6uuF/qVQqoCTiZNmyZQgPDxdaDKeRy+VQKBT45JNPXKqH60lB7dq1MXPmTMP2woULDf83bdrUzBuCCxo1asRpPizja+Ll5WXXcRT30qRJE4eOf/nll0VjbShWPv30Uzx48AD37t1D//79TcKLeiINGzY02e7evTt27dqF7du3Y/DgwVixYoXg72kuCQsLw2effWZSVlJSgmHDhiEvLw8AoNfrhRANHTp0QHx8PCZMmCBI+5ag4yIKhUKhOIsrazfuDM/oKTh7PblYQxPLOpw1HJ1vcrF2VhlwNsoMF1i6pxQKBYYNG4Z+/fpZvedOnz7tUJocLqFKMwpFREydOhWBgYFCiyEKxDBpV6lUAIDOnTtj4MCBTtcTGxvLlUjw8/PDN998A41Gg1OnTlk8pvyCWEUIMThdunQpevfujdq1a7u97SZNmiAoKMjt7XoSSqXSoy3MMzIykJGRgYkTJ7q1XVsTi/Lx4pcsWYKvv/4aW7duxalTpziZmBhbjXl7e2PGjBku12kNsU+kjPEkWV0lOTnZoeNlMhkWL17MjzCViBo1ahjyUnlySEOJRGJRSUoIwZgxY/Dll18iISFBFGMwLunduzfmzJljUnb9+nXMmjULAFX0GyOUJS+FQqFQqjZce5pVhKfMDZw16qkoVL67EcMYKywsDCdPnhRaDNEg5vu/bA3WmLLQjELk+aZKMwpFRLz11ls0hFk5uOzQHQn5GBISgmvXruHMmTM4duyY2QKSkC8aQghkMplVGXbt2mW3t4EQC2ORkZH43//+h5s3bzqk4DNmypQpOH/+vMPnlYXZolhHLpejW7duQovhND4+PvD29na5Hr6tsAghGDhwIMaNG8eJvADw3nvvYc2aNZg5cybOnj0LPz8/q227SkV1iGFyZIyYJwa2WLRokdAiUMrRtWtXdO7cWWgxbLJx40Zs2rQJ+fn5WL58OcaMGYMTJ04gKipKaNEE4d1330Xr1q1NyrZt24Z9+/aJrs8Skvj4eKFFoFAoFEoVxJ1KM0+huLjY7mNnz55t+N9W7tauXbvarM/a79CxY0e7ZQJsh+13Fkfuk59++smhdS8+0iZQ7PvNKhqT82kQbA2qNKNQRIRMJqMT93JwOWhav3693cd+9tlniI6ORps2bQRzBXaWli1bYvfu3SZl1hbPPe27lfHRRx/RwQxP0NAYbL+zatUqocWokMaNG5uVyWQyvP7660hMTBQ0hJzY3mOeOPlesmQJfvrpJyxZsgQAMGDAAMFk+fbbb5GSkiJY+2KkWrVqQotgk6lTp2Ly5Mnw8vLC3LlzsX37dnTq1ElosQRDoVBg79698PHxMSl/5ZVXcOvWLV7bjoyMNCuzNi4TkqCgII/sLykUCqWywXUec0+A5jQzJyIiwuq+vXv34qOPPkKLFi0wYsQIkzzWrVq1wo4dO9CrVy/MmTMHp06dglqtBgCo1Wp88MEHTsnDMIxFT6CKGD9+vKBjiwYNGqB+/foOnfP111/zJE3VxtXnLiIiwu1rNFRpRqGICE9VYPCJRMJdN0UIQdOmTe06tl+/fpy1KwRNmzYFwzD48ccfsW7dOqt51SpbCCaK61ClGfD9999zrnRydZA4d+5cw//VqlXDyy+/7KpIDmP8HSqa/Pj7+7tDnEqJVCrFq6++ioULF6JLly6G8qeeekoQeUaOHIkePXoItrgQHh6Oq1evYtasWVi7di0yMjIwYcIEtG3blvcQv1R5UPmIi4vDpk2bTMpycnJczoFpixo1apiVGT/fYoHLHJgUCsV+FixYgIkTJ1aYL5ZStXjllVeEFsHt0LUwc6zN97RaLYYNG4YpU6bgwoUL2LNnj0kKCkIIRo8eje+++w4rV65E+/btceHCBWzbtg1JSUlo3ry5zbYtjYOdmQ+EhIR4XGhzS+O2yoSY5zi2ZHP3+iVVmlEoIoJ6mrnOypUrhRZBUMq/ZLp164ZZs2ZZXVysXr26O8SyinEOJoo4UCqVQosgOD169BBaBDPef/99fPrpp1iyZAkuXLjg0u/E90B5w4YNvNbvKGKdGLRt29asTKvV4oMPPjCTWYjvUFxcjN27dzu1iDF06FBOZCCEoH79+li3bh1ee+01BAYGYsuWLTh9+jRu3ryJ5cuXc9KOJdzhTRYXF8d7GxRTXnrpJYwaNcrt7Za36l6xYoXbZbCFLUvskJAQN0lCoVQtIiIi8MknnyA/P19oUTyOZ555RmgReEOM8xE+cafhpljnBuWxFsLfGcVB/fr1MXbsWNSrV89VsRzG3bnGKeLE1fCMANCzZ0+uxLELqjSjUESEUqmkSrNyODqgmTx5coX7jS1wXMFWHOjExERO2nEUR6+Xo94LXA8whw4dynvuKGOq4vMVHh5u97GhoaEWF/IpwiORSDB+/HgsWrRIFNZv1vqCd955B+3ateO17XHjxgGw795etGiRKCfGLVu2dCh3EN8JvTt06GBWplAoDP87eg3fe+89dOjQATVq1HA6BEx5GSzBpwde2X1GqXxs3LjR7QrLmTNn4qOPPsKkSZNw/PhxQUPoVgb47hMpFIpnwKfxjNCsXr0ajRs3rjI5790ZnpFim4p+B0fzxItxLlaVceb3aNy4sdncyNhhYfTo0Sb73nzzTeeEs0GTJk0wbNgwANxGJbMGVZpRKCJh1KhRNheHKBVz6NAh+Pr6VnjMmjVrOGmrT58+Jot1s2bNMvzfr18/s5fGpEmTrNbVvn17TmRylL59+wo+gFGr1fjxxx8FlYErxDqh2bhxo13HxcXFYfv27Qavkqrutekotp6lyjBxsxWe8bfffsNbb73F2wC2RYsWGDJkCN5//30AwNatWw2hjAYMGGDRM2jhwoWc9nNTp07lrK65c+eaeAwuXbrU6rEvvvgiZ+3yTYsWLRAXF4dff/0VDx48wKuvvup0XZs3b+ZQMvvp2bOnVetee+nUqZNZflGKOPD19cXevXvdGgpKIpFgypQp2Lx5s0XDK0tzgAsXLlRYJ9eeX2IwyLCHhw8f8p6HjkJxJ0LPxzyZymyA0Lx5c1y+fBmpqalCi+IW3OlpVhnmZXxTUb/0zjvvYNCgQRZzbFtCIpHg2Wef5Uo0igAMGjQI8+fPNxidtW3bFhMmTDDsnzdvHho2bGgY7zprRGvP+/Dzzz/HhQsXcOLECafacASqNKNQRMDWrVuxbds2p84dO3Ysx9KIC0cmEfYkVW/RooUr4hgghODnn3/Gl19+iVOnTmHdunVgGAYMw+Do0aNmOX0WLFhgNRTigQMHMG7cOLz00kucyGYv7gg9ZQ+VJX75o0ePhBbBIs2aNcOlS5dQt27dCo+7ceMGBgwYYNieOHEinnvuOb7Fo3goXMW5t5eYmBhcuHABBw4cQFhYGACgf//+uHXrFv744w98/fXXFpV1MpnMrvdI37597ZKDK8MLgF3wPnPmDGbOnIn169djwYIFVo/1pFyD9ir4yn5HS/j5+WHy5Mno3r17hXXwcc+FhoZi3759LtcTHR3tkDchxb20bt0ay5Yts7q/U6dObpTGOQVxSkoKZ+136dIFderUMSnr1auXyfb8+fM5a68qwFV0CwqlqmFPviWAXaSlPKFJkyZCi+CSAph6momfsmsaERGBQ4cO4fLly3afu3v3bpo71cOJjY1FcnIy7t+/j19++QWBgYGGffXq1cMff/wBnU6Hjz76iFcvMEIIWrRogVq1avHWRhlUaUahiIBx48YZFAeOvtzpYOAJFQ2wysI2cmnJp1QqMXjwYLs8xaKjo5GcnGzx5VG9enVs3boVu3btcntiSwp3CGElao8Hh5+fH5o2bYpr1645VHdAQAC++OIL3Lx501nxKEZUtpwLlu53vV7vdjnCwsIMVm3lcwTZq7zp06cPjhw5gnv37mHXrl0VHqtSqZyW1RJNmzZFYmIipk+f7pYQE+7Anu8hk8mgVqut7s/OzsamTZsEURYmJycjODjY5XoIIXaP0Ro2bOhyexTHef3119G7d2+L+z7//HPMnTvXbbI4oqQjhOA///mPXWNGW2PUjRs3IjExEUePHjXbt3z5coP32XPPPYc+ffrYLSOFQrEf6mn2hICAAKxfv96uY+kCvCnJyclCi+BShACulWYVQZ8523B9jby8vHg3vrE0F3X2e9gy3PNkXPlt1Wo1IiMjnZqjeeJzVzlm5xRKFaZ169ZCi8ArjnSsFS3ULVmyxPD/unXrXJLJWYKDg3lPXOnI9fLElxYADB48WGgRREP5OP7jx49Hly5dDNu9e/d2OWykp94n9mLLA48LYmNjRZUfiYvf1NJirdBK/+eff96wAB4TE4O3334bgO3vGxsbC4lEgqioKPj4+PAuZ2XH3vtLjH3L6NGjHcoDyRWJiYkIDg6GRCLB66+/7vb2qyoSiQQ7d+60uI8QYhI+1RYVKYHtwZKC1doz8ssvv+D555+3q95Tp05h2rRpVvdPnToVM2fONIS6NaZly5b4+++/kZaWhgMHDjgVGaBVq1YVepVWZuxRmpf35qvstGnTRmgRRAkf78OWLVtyXiffXLp0CdevX7fbiICr6/b9999zUo8YcDTXFNe88MILTp/LtaEUNS4XlsTERF7rt/T8cxkJZdWqVWjYsCFCQkLMDDMrK2VzEFdD1FvDE59JqjSjUASm/ITc0Y5k3LhxTk1G+eoI7aVbt24A2MXKirCmCLOkCLA2cJ43b55JKMLp06dj9erVGDlyJA4fPmyvyIKzadMms7LIyEiT7REjRvAqg5CLnIMGDcKECROwZcsWp+vwxBe1NZYuXQqlUgmGYXD27FmcPHkSW7ZsweHDh7F8+XKsWLECBw8eFFrMKoOlxcTz58/jP//5Dy5cuODygqrYCA8PN+m/q1WrxutimD3PrpeXF7755hukpqbi6tWrTuW5EKMix9Nwp9KM6z7d3vrskZ0QgoCAALvq69mzJx49eoSioiJOQ4BSbBMeHo633nrLrJwQ4pAhwK+//oqXX37ZaTkstWXpvVKnTh107NjR6XaMscebQ6VSISQkxKnnVSqV4ty5c5XaWttVvv32W0M0jMrOuHHjcPLkSaHFECX2Pl/2Ltw+fvzYJN+2p9C0aVNBckSXn097MtOnTxe0fVfWmCpLyobKgisKqMOHD2PmzJlci+SULM7SsmVL/PHHH0hLS0NCQgKvbYmFNWvW4NGjR3j48KHZvsq0juYIVGlGoQiIUqnEZ599ZlLmaGekVquRlJSE5cuXY+/evXZbKAs9kD58+DDS09Px559/VnictVBYlrwBrE04yl9TqVSK2bNnY/fu3SY5nMTK0qVL8Z///MfipHr79u2GAaa/v7+JR50txLI4bI8cw4YNw6FDh7BlyxbOE997KsaLfK1bt0bHjh1BCIGPjw/mzp2LhIQETpTjYrlPAEChULh0/qhRo0y+z4cffuiqSAbeffddk+2RI0eiZcuWeP755+3Kt+gJGPelhBBs374djRo1Qr169bBz505ePc3sDV0okUgQGhpqYpDiyD3M1YRAiLCmd+/edXublhBTnyEkPXv2hL+/P4YOHWrX8VKp1KNy11UmLIVoJITglVdesbuOFi1aWPVas4eYmBiT3AyRkZEWw3Zy9Xz17NnT7bl0KytxcXFOnyuRSJCQkGDwCpJKpXjw4AFXoomKOnXquDyOq6wYP9cVhV6vX7++O8ThDVeeFYp9eHKob3eGZ+SDgQMHCi0Cp9j7O4waNcpkOzY2VlRrbBV9jxo1aqBx48Z21cOXEnDnzp0YMmQIL3Vbo6L5brVq1eDv789Lu/bcU+Wvhb0GiHwh6h6VsNQhhAwmhEwmhCQQC1eZEKIihNQkhLQlhPDz61IoPHDv3j2zxZRmzZrZff7TTz8NgE3EOXfuXAwbNgzz58+3K49LmaeXq8TGxjqVhFcikSAoKMji5Mm4k7ZmceRIGBtPwtJ3WLhwodUwPD179sSZM2ewdetWXLp0CTExMXyLKAieGGKEb9x1vwv9XMXHx2PEiBHo3r27Tc/QxYsXm2x37drV8L9EIsHq1atx7NgxTJw4ERs2bKgwZJWjNGvWDHPnzoWXlxeaNm2KhQsXclY313D1m8bHx+PKlSv466+/0LdvX07qLKP8xMSVHAlC3MO1a9fGihUr3LJ4cf78eej1ekRHR/PWRlW1LnSETz75xPB//fr1DZ7fe/bswfbt2/Hpp58KJRrFBtbGlGFhYZzkt7MHQgh2796NFi1aoFmzZti9e7fF/sOZ/szS9/v+++8dXoioqG1HFwurV6/u0PFi5saNGxbL7e03Y2JicP78eTAMA61Wa8gjV9l47rnnAHBrsFQZWbNmDXbv3o0PP/zQ5F7w8fGxmoPREd5//31MnDjR5XqcoX///oK0awuuxzhChPouW1MRy3jN3rx0xnh6eMYNGza4tT2xsGTJEsN4Qi6X8zreNZ5v2jseqsjbvV69ehg+fLhd9axZswaJiYl48803cffuXezbt8+wz8/Pz6J3li2USiWeffZZM+PbqszSpUsNfahEIsHu3bsFlUeUSjNCSCdCyDYAqQD+AvAFgI0AlgGw1JOuB3ALwCkAn7tLTgrFVYxDBpbhSLzc8vmMADZvlnEHbg1rll6OWp3KZDK8//77Dp0DmL7kyn+PXbt2Gf5v0qSJxfP5VJrx6S1ha/DmzOCuRYsWGDduHGrWrOnQec5cLz4Wn615E3oiXCS3FZvlt9BKs7CwMOzZswfHjh2zmPsjKCgIgwcPxvz58/Hmm2+a7Fu1ahXq1q2LgIAAfPDBB6hWrRq6deuGTz75BNOmTeNUoUEIwfLly5Gfn49Lly6hXr16nNXtKuXztjniPSEUs2fPRtu2baFWq/HKK6+YKEA9hYSEBOTk5FjMFcQlCoVC8OfUUQghVmX21EWHiRMn4tSpU9i3bx/Onj1rWPyRyWQYM2aM4HlGKNapaEy5dOlSm+dbGo87Q8eOHXHhwgVcvHjRJD+pq3C1cFjR+DgqKsqsrOwaWmqfi1wnlqJmdO7c2eV6PR0xeqxOmzbNMBaZMWMGzpw5I7BE4sL4fSiRSDBy5EjMmDEDu3fvRu3atREeHo4tW7ZApVKZGRU5mmvnzTffNDMycwc7duwQ5b0JAHq9ntP6XDH0cpYyzx6xeHOW9z6yB0/2NBs4cKDTxmti9VCz93eIiYlBcnIyPvvsM5w/f56XOVtUVBRat26N1atX2zx2+/bthv99fX2xYMECTmSQyWSYOXMmli1bhujoaLz44ov48ccfkZiYiIsXLzplDJSYmAhfX1/Ur18fq1evRnR0tGhDWrvLiL127dpISkrChg0b8MsvvwjutSgqpRkhJIYQchzACQCjAQQDIEYfa8wGkFJ6TF9CCHezDIromDt3rtAi8IojC62NGjWyus9W8nJLL8Hw8HCLoWD4ZsqUKRg5ciTi4uIwZ84cEwuSZs2aoUePHmbncKk0+/jjj0229+/f71Q9noYz18vWfVWe8krPlStXmh0jl8vxxhtvOCwLVxgPrAA4lTOtLPzee++9hx9//BFfffWVU6HSNm7ciG3btjl8XlXC+PqoVCpcuHABX375Jd577z2z+7N169a4du0aMjMzeY+rLmY2b95sCNXZuHFjpxfv3WmxGR0djdOnT6OgoAAff/yxS3kOHOnruJ6oe3t7VwrDAD6uoSXDIUBYpa6r93j79u3x4osvCmJlTnEeS6F5goKCAABjxoypUPE9atQozJkzx7BtbPgFAJ9/XnnsOcuHkHSFVq1auVyHJW+Zjz76CHl5eS7X7WlMmDABffv2RcuWLUU3j7l06ZKZMYQ9OVAPHTrEl0iiw9p7s2vXrrh58yb+/fdfDBs2DACbq7t///6Ijo7G0qVLLYbvDwgIsGhoVtZW9erVER8fz5n8GzZsMBiivfbaa1aP43Icaa93iD1wPb6taI2GL8q+g1hCePr7+6O4uNihc7hWmrlz3uLr6+v0ubaMc8rnxebSqMZRrF3TqKgojBo1yqrBu6vcu3cPZ8+eNXm2rK1bjhkzBkeOHMGKFSuQlJSE8PBwXmQC2OhdM2fOtCva06JFi8zKjOc8s2fPxt27d3Hs2DFOZXQWY3nr1q2LwYMHu63tuLg4TJs2DR06dHBbm9YQTaZFQkgHAIcB+INVfukBfAXgvwC2VnQuwzA5hJD1AMrcXSaAVbxRKFWWXbt2YdSoUVYHK0Jb8Bi37+fnV6Hb7dGjR+1S1jj7ncaMGYPr16/j559/Rr9+/TBo0CCn6uECoX8XWziam+mNN96An58f9uzZg2bNmlmdSK1cuRIDBgxAdna2xRcyV4NeS/WMGDECf/75J44fP47evXtj9OjROHz4ML766isArOV3jx49zAa03bp1w/Hjx6FUKk3ymJSFPnXURX/atGmYOnWqo1+Jd4S+J8u3P3bsWPj7+yM5ORnPP/+8wx6W5RE6TrY76Nq1K65evYo7d+6gdevWZpOvyg5X97AzXtXuQOhntDwtWrSw67h169ahbdu2ZuWOKEjFEoaI4tkEBwdjzpw5WLVqFQBg2bJlBmt9Ly8v/PDDD1i+fDm0Wi2OHj1qcu7EiRNNvJaHDRuGGzdu4IcffkDPnj3xwgsvuCRbtWrVkJqaatgW0hudEIJdu3ZhxowZuHjxotk+S8dbg4tnlz7/T1i9ejVvOUhcYfDgwWjatKlT5wo5HxMz4eHhOHLkiEnZmjVrMGfOHMjlcnz88ceQSqWIiIiosJ7//ve/nI2Bp02bhqeffholJSWoU6cOPvjgA7NjCCGcGhFZWoB2lsrQl5R5y4lpTKhQKDB9+nS7Iwh4sqeZswQGBqJ58+YVHrN3717D+ohUKsW6devcIZpofgfj8OfGLF68GDt27DDc+8ZrNf3797c7HKy7nn8xvaPt8fpdvHgxmjVrhpSUFIwYMcLhaFyWFKhi9TauCFEozQghAQD2ASh7a98A8CLDMBdL91eoNCvlUwDvlf7PbWINiqgQS+dtCYlEYrd7f1muC7544YUX0LFjR2RnZ1u0whA6Sawji2KWwgxYus7O3htKpRJr1qxx6lxHqQyD8oqoX78+/vrrL8P/w4cPh1wut2mZQghB165dUVRU5A4xTVAoFGYecPv27cPmzZuh0WgwefJkix5y33//PZKSklCtWjVOcgmJ9d4Qus+11P5zzz1nyI3hKomJiWjfvr1h29hjoDIRFRVlMXxWVYCre7gi62khKR8OZNGiRXaFlCvvEVMR9vZPTz31lN0WsG3atEHjxo1x5coVu+WgUPhi5cqVGDt2LORyuVkI8/bt2+Orr77CP//8Y5Zvqvx4VCaTYcmSJViyZAkncu3YsQODBg2CRqNBzZo1HcrFWRaymMvxRadOnZCUlGTWr1rzHBUCocctQiCmxbgyJBKJ6LzexIqr3kGvv/46xo8fD0KI3QaO9twz7du3R5MmTVCrVi2bIeiNjdgmTJhglteIEIIZM2Zg2bJlLvdJ8+bN49Sjius5mBD9oVjnkY70TVwvqHPlGW0PfF7/QYMG4ejRo/jtt9/Qv39/m0o2PrFk7MYXNWrUQI8ePayum0ZFReHnn3/Gtm3bUL9+fdHO08REnz59ANi3FkwIcWm9pVatWhgxYoQh4sJbb73lUuQYoRBLeMbxACIBMAAeAuhcpjCzF4ZhHgNIBuulFkQI4ccvlCI4Yp4IOaKIWrZsGY+SsFSvXh0NGjSwuE/o6+iq0o7PnGZVBT6u14QJE/Dbb79h//79JjldhJTJGVQqFWbNmoU33ngDPj4+Fu83qVSK1q1bc6IwEzNi+U34om3btnj//fdRt25dDBkyBAkJCUKLJFpcCT0iJK7G1q9duzbS0tI4tZDmKnzJpEmTEBgYaFI2ffp0g7GMNUvzzz//nBOPFYVCgXHjxuHrr7/G7t27ceLECbv7DEKIxZxE7kAsE+vyChiKsDRo0MBqzl/A8vuQ74XKfv364dKlSzh06BAuXrxo9ryHhIRYPbcssTwfeRVffPFFw/9qtRrjxo0zO+b555/nvF2xUZG3i1gXsR3F2fwqEyZMEE1+JbHTsWNHl+vw9/d3OCKILU6dOoXNmzdj3rx5Dp1XPsdwGeHh4di8ebPLUSK4vq+4flZtefnxgVj7G0fmkVwrzRxNKyFm+vXrh6VLl6Jdu3ZubTcxMdHwG06ePNlt6x4JCQl48OABdu7caUgxYImOHTti69atmDNnjlMKmcq+zgE8iarj5+dniKjgLnbv3o0ff/wRv/32G9555x23ts0VYlGaGcetWMowzCMn6zE2VW3mgjwUilPYO1gZPHiwRy60W/JYs/ai4TvWsqVrbU0RJ6ZBpK24vO68L/gaJLRr1w5Dhw51KqeLUqm0qugVEq4nZ7ZC1VgKa1IZmTRpks1j+B7MEkIwb948XLt2DQcOHKhwAbKqMXLkSJNtRxdNxELdunUxevRoAJbfE8bx5Dt37my2Pzk52aX7Yvny5WZlXHmhlM/JCQChoaE4d+4cLl26hD///NPieY7mArH0HP70008oLi7G1q1bMXDgQIwcOdIj8rft3LkTa9euxenTp8328T1eKL/AXlX6+sqCUIsrDRo0wKBBgyyGUvviiy8sntO5c2dDKJ3XX3/dZN+QIUNclumjjz7CpEmT8Mwzz+DYsWMWF7XK3iFcP1cV/Q6EELf8Ti1atMDYsWMxe/Zs3tsSGjF5EYoFrq3lK9vCbWxsrNUv+UukAAAgAElEQVR9EydOxJ07d1yqn+vrxWUfZU1h6AjOGHsZf4eKrr+7ceS34vK5sjSepzjOzJkzcf36dSQnJ2PTpk1ua9dd63diWifki+TkZBw8eBDJycm85ZyzBiEE3bp1c7uyl0vEojQzNuk7YvUo2zw2+p+/bH8UQRFzx2avbM56mRkrIZ566imn6ijDUU8vb29vbNq0yczFfujQoRaPHzBggNW6KspfZi9chmd0J6+++qrJNSy/YFY+lAWXYSObNTO1JbCUONpVjMPcOQufAzJn+4/JkyebPDO9e/e2eY4167YlS5bg3LlzFco2duxYPPvsswgKCkKnTp2ckJg7+HyuFixYgPj4eISGhmLBggVOWzNT+GH58uXo378/GjVqhG3btnl0eMft27fj4sWLuHbtGo4fP47g4GAAwNSpU02U2IGBgVi+fDkkEgnUajU+//zzCi0c7WH48OGIj483bH/66adOWVmX98oaNmyY1edTrVajadOmCAgIELWlratjOkfPf/vttw1hXlwJMeNsv5iQkIDp06ejS5cu2LZtm6AhdiiOI4SnmS06duxoMR+qsVw1atTAJ598gtq1a6NLly5YsWKFy+0GBQVh8+bN+Oqrr6yO/fjqe2xdc3fMBy5cuIBt27Zx7tkjNKtXrzYrs3U9yytl7T3PU6levXql/W4VUea5Wh5755NcXjOu+10uw5s60+81bNjQMM9UKBRO5awyviaOfJ+kpCSH23IEZzzNuLhXbNUhRiNdsRIXF+d2ZQuFO6KiovDss8+67OFbVRFcaUbY3izIqCjNheqMTROKXaiHQuGFNm3aYOvWrTZjcM+YMcNi+Z49e9CgQQM89dRT2Lx5s0uyODoYuXLlCjp37oxdu3YZrIBq1KhhWMQzttRXq9UVDqC5sHD11PCMgYGBuHjxIt5991383//9n9kiaNeuXZGYmIj4+Hi8/vrrFhdCnCUxMdGwUDxhwgS0bNnS5TqNXby7d+/OidKMby9FZwgNDcXmzZsRFRWFVq1a2aXMDAkJMVmUrVevHvR6PRYtWmQx/ET5yc7BgweRnp7OiZLZFfh8rqKjo/Hzzz8jNTXV6mS8RYsWvLVPqZjIyEgcOXIEV65cwdixY4UWxyUIIWjWrBni4uLQtWtX3L9/H5mZmdi4caPZsXPnzkVmZiZSU1Md9siyhI+PD44fP44HDx4gPz8f48ePd6qeOXPmGKyHa9SoYbe3mtCL+pbgql9xJJRPUlISFi9eLGg8fW9vb6xfvx4//fQTxo4d6xHjFsoTxKg0k0qlFvux8kycOBE3b97ETz/95HYvBL6um9DX3hZil88S06dPt/vYsLAw9OrVC2+88YbF/ZW1fyOEeORv6yoLFizAiRMncOjQIWRnZ2Pz5s3Ys2ePXf2PmHnqqacQExPj0DlceU0wDAOGYfDHH3/gl19+werVq3HmzBkzQ1d763KGqKgoi7m7uULI8IwV0bFjR7Rq1cpt7VEco7K+P8RE+X6mbJ2QYorgWdgYhmEIIXkAylxoogDccrI6Y5PR+y4JRqnS+Pr64tixYy57cxkTGxuLM2fO2HXs2rVrsX79erPyZ555Bs8884zDbX/33XdmnjGOhpoqS6Q6cOBAnDt3DteuXUOPHj0QFMTqvD/44AMEBwfj4cOHmDVrltXcN++++y4n4Zs8VWkGsNdywYIFFvcRQjBz5kzMnDmT83a7dOmCe/fuobCwkLOX4htvvIFOnTohIyMDvXv35u034Gpy6kqohgkTJmDChAkOnXPw4EEsWrQIWq0Wixcvdur6uGNivmPHDqv7hH6upk2bJmj7lMqJWq2GWq22up9r7wGpVOpy/qoaNWogKSkJN27cQO3atS2GahMrXbp0wYkTJwzbc+bMAeB6/2KvJ+7ChQudWoSiUIwRo9JMLFQ0Lq+M4RnFjlqtRmFhocPn2eslk5CQYNNj0ZPeURT7MJ5H2RNi3RhHn8vx48dj69atnNRVnoyMDKxatQp6vd4wHnGEgQMHWgzx7AgTJ0402e7QoYPNNA4V4coYZ86cOTh9+jQOHjzodB1cwKWnmS0I+X/27js8iqptA/h90hvpiQkEQocgAqEjvQYIAlJFukjvIEgRaSIIWOgokSaioIhKVxEQVD6Q6iuoiHSRIIFQQijJ+f5IsmyS3WTL7M5s9v5d116ZeubZzezszDxzzhHYt2+fRd1JUMGi5DnKxx9/jF69eiEtLU2xMm1l2bJlqFu3ru79f/TRRypHpE2q1zTLpF8n2KJHeoUQdQBUzxx9BOAHa4Mi59WzZ0/UqFEDO3fuVKzMDz74wORllX4Kunnz5nj11Vd14ytWrDBrGzmfvqpcuTK6dOmSLfHi7e2NWbNmYfXq1XnWDLHlSRAvkvPn4+Oj+FMktWvXRuvWrVV9et8UrVu3Ro0aNey6zcKFCyMhIQGrV6/WJZ6NadasmcHptr4ht3//fl1/T1rEixmiJwoVKoSqVauadTPSlN9GaxN6+Xn77bcRFBQEIKOZl5y1rC3l5uaGlStXGp3fpEkTpKSkYMaMGSZ9DqYebwsXLmxyjFRwOFLSTKtxKaEgv7csOVuDWL58OTp16oRx48ahffv2+a7/ySef2Co0AKb9rhhrttEaRYoUwUsvvYQlS5awrzUHY24T7JMnT0bJkiUNzqtYsaLB6QsWLDCp7KCgILz55puYM2eO7rp41KhRJseWX+I+PyVKlMCkSZNM3l5+vL29jdb4NJWtrre02jwjAKubX9fnDL9L9mSv+3pKb+fFF1/E//73P0XLtEZWk/SG1KlTB99//z0mTJiAbdu2oVWrVnaMzHFoJWn2WeZfAWC8EKKsOSsLIQoDyGq/SgLYIaVMUjA+0hAlf5CM1RrJqgkVFxdnclkffvih0dg6d+6sepNzc+bMwY0bN3Dz5k2za8uYk/DLj1L/P0OJn4gIdmVIufXr1w/ff/89vv76a7VDyUa/idXY2FijN0Hyqg2jhPxqatgzGc0LDiLlmfK9mjVrVrZxa2++5FStWjWcOnUKBw4cwNGjRxEWFqZY2c2bN8817ZtvvsGlS5fw7bff2uQYOmHChGz9XNqij1DSHkdKmtmbPWua5UcrD9FZ877fffdd3XFy9OjRGDhwID777DPMnTsXPj4++a7ftm1brF69Gr169bI4hixCiFxNeub3sFWjRo0UPc5nadWqFT788EMMGTLEov+zubWjDFF6/7KkppOpcvZhbs8mzz/66CNdzcWJEyciMjIy2/ycXU3kbGWnRIkSOHnyJP74449sXVeULFnS6DXTsGHDsGjRIvTr1w/z5883K3Frzv/B0n0gLCwMJ06cwMmTJ/N9mDI/bm5uWLZsGcaOHYvDhw9b/FBs1nspaEkzIrWUL18+17EXsO9+3aJFC/Tp0yffBwkaNWqE2bNno3Xr1naKzPFopVrAhwDGAigGoBCAb4UQbaWUJ/JbUQhREcBGAFlVYR4CeNX4GuToKlSooFhZ06dPxz///IPt27dnm27qCda6det0HWD36dPHaDJq/vz5cHV1tTpea2U1pWguYzVg8tOhQwebVfMPDg5G586d8dlnn+m2xaRZwZGzWZl27dpZXFaVKlXQuHFjJcJS1IABAxAbG4srV66gZcuWRo8Rau/XTJoRFXxlypTBhg0b8P7776N8+fKYOnWq4tuIiIjIdTyz1fHF19cXUVFRNikbyOjLZ8eOHViwYAGKFy+O2bNn22xblrDlTVhnxqSZNjjDDdUGDRrg8uXLePTokUW1IYQQ6N27N3r37o21a9eatW7p0qXx119/6cb79euHXr16oWvXrkhOTsbw4cMRExOTZxnPP/+82THrM+XBVUu+e/Pnz7f6YVAl9r+goCDcvHkTJUqUsEmNvCwbNmxA586ddePLli2z2bZy6tGjB1q1aoWHDx/mSpgBGTUgvvvuO3zzzTdo0qQJevbsmWsZX19flC1bFu+99x5q1qyJxMRE9O7d2+g1k4uLS65++d55551s48auKc2pQW5pTbMTJ04Y/Cws4eLiougDO507d8bSpUsVKy+LVvs0IwLsew5nz23t2rXLbtsq6DSRNJNS3hdCdAPwDQBfZPRrdkgIsQJAzrMaCQBCiCoA+gIYhIz3kbUHjpdS/mmXwEkV1rT1nFPhwoWxbds2nDlzBi+99BIuXbqECRMmmNxMUffu3dG9e/d8l3OUizul45w+fXqupJlS2xBCYP369WjXrh3S09PRrZvxll15Q8PxrFmzBr169UJqaioGDhyI8uXLqx2STdSoUcOkJiMHDRqE5cuX2yGi3Bzl+EVE1unSpQu6dOlicJ6tfke1Vq4567Vo0SJXf7FqCAwMxPLlyzFs2DD8999/KFWqlE1vwjoz/h5axprPzd3dHY8ePco2Lb9+twrK/8nDwwMeHh65ptv6/S1duhSdOnXC7du38fzzz6Nx48YQQuDKlStITU1VrJn3atWq4ciRI7mmu7u7Y/78+QbXsfa927rZt9jYWBw7dszo/Cy//fYbzpw5gypVqijeh6q+Tp06YcOGDfjxxx/Rpk0b1KpVy2bbMiSvfcXPzw8bN240qRwXFxf06NFDkZgsfYhYCUolzGyhYcOGiI+Px7Zt2xQtV62kmb1/B3i/SVkF5XfcHnx8fODq6oo7d+4AAFq2bKlyRAWLVppnhJTyIIA2AO4jIwHmDmAwMvo70z8CHRRCXANwBMCwzOVE5ut1KWX2et1U4NjiAFqmTBns378f58+ft+qJHWM/loYueLRKyRpxxtobV4qbmxu6d++Onj17ar4/LTJP586dcfHiRZw7d061ZJGW6Le5DwBLliyxqBxbXpgDGR1jG2Lo6VEiIiU464V1t27dsGnTJpw4cQJdu3bFqVOn8PPPP+PYsWOq11AuqLRc0yyrz8AsefVjYQu2ap5xxIgRePrpp3Xj9erVy/emd0E/JtStW9em5Tdv3hznzp3D2bNnsWnTJt3n6evra3LCzJT/+dy5c3NNa9myJQ4ePGjSNaQW/8+HDh1CcnJyvstFRkaiQYMGNj8vBzIeiFmwYIHBpoydkb36y7I1pX57st6LEAJff/01XnvtNUXKzVm+KZS8n6OF/xE5L1vsf0OHDjWY1Pb09MSOHTvQokULvPDCC0hISFB8285MM0kzAJBS/gCgBoA9mZOykmHAk8RZFQBhOeb9CyBeSpm9QwYqkLRycWqOp556yux1SpcubYNI8tevX79sibMGDRooWj5PYMhUYWFhVrf3DjjmMSOngIAAnDhxAu+88w62bNmCIUOGWFTOunXrso2b0kyLOd/Zr776Crdu3cLDhw8xdepUBAcHo0aNGnj99ddNWr8g/K+ItEaJ75Wz/HYHBASoHYLJoqOj0aFDBxQrVgxAxm9m7dq1UahQIZUjK7i0nDRbu3at7iG9ChUq5NvnlKMQQmDXrl0YPHgwRowYgc2bN+vm5ZWoK8j69u2brVUUY7WyrBEcHIySJUva9PM01IrE5MmTUbVqVZPWV+u7l9dn4ubmZpdEGKkrr33AVn2D2YOLi4tJLaCYg32akSXs1VewEMJuvyXW7NdPPfUUFi9ebLTvsbp162LXrl345JNPTG41jUyjqaQZAEgpT0spmwHoCOB7AGl4kiDTT5QBwO8ARgEoLaXcYe9YyTkMHDjQ5GU//fTTXNPee+89i7abs711S2uWmCskJARLlixBeHg4YmJi8PbbbytaPqsLE1mmSJEiGD16NNq0aWNxGa1bt8abb76JOnXqYNy4cejbt2++65hzgieEQEBAANzd3TFt2jTcuHEDhw4dUu0hACLSNiVujBjqbNvUWvM5EwuTJk2yOh4quAzta+np6SpEklubNm3w66+/YteuXTh8+DB8fHzUDinP77epN6mEEChSpAiWLl2KBQsWIDQ01Krt2pOtbsR5eXnh+PHjWLRoEb7++muMHTvW7DJatWplg8hsTwv/Wy3EoBRnbM3D3O/l7t27c00ztg94eHigX79+FsWlJC3to0yakSWio6PVDsFhaOXhrYJKc0mzLFLKzZnJs1AArQCMAPAaMpJkXQFESykrSCkXSilTVAyVCrhJkyahXr16Ji2bs2kyQ53RmqpRo0ZISEhAfHw8ZsyYgQEDBlhUjiUGDhyIa9eu4dSpU6hevbpVZa1atUp386pr166IjY1VIkSz8KnrgitnZ85skipvrq6umDhxIn766SfMnTs3335BAF64EJG2RUREoFSpUrrx8PBwk5+UnjNnDjp06ICqVavio48+QlRUlK3CpAJAyzXNAKBs2bJo0aKFJhJm+saPH59tvGnTpipFoi3lypWzeN3Q0FAMGzbMaLPY+Zk3b57F21aTFpJ99qyZYGsDBw7Epk2bMHPmTDRs2FDtcDTJUA10Q78FzzzzDDZu3KiJGuuG9s8pU6YYXNbW13nOkjQrKMcEsh3uI45Js0mzLFLKZCnlLinlYinlm5lJss+klJfUjo2cQ7FixbB//36DTUjk5OPjg5SUFMyYMQOjR4/G+fPnLe4jTAiBfv36YevWrZgyZYrD9tnVp08fnDlzBseOHcMnn3xil20+//zzumE3NzeLm7Ij7ZszZw68vb0BZCSp16xZk2sZR24mw9nwZJLIuYSFhVldhhACq1atwjPPPIPy5ctj7dq1Jp97RUREYNOmTThy5Ah69OhhdSxUsGk9aaamvD6HqlWr6s7Fo6KiMHv2bIPLlS1bVpFYTL3h6uXlpcj2LLVixQpVtjtkyBA8/fTTmDFjRrbp48aNU2wbpvwPTPnurFq1SlfDs0aNGhYnCcm4Dh064LXXXkOZMmXUDsUu8to3S5QokW28W7duJh/jjxw5kuthTi2ZMWMGtm7dmu9ySies1EqaOWLijdQRFxendghW4XmobWkmaSaEyLtHX6JMarUTvnbt2mzjBw8eNLict7c3pkyZgnfeeQdFixa1R2iaV6JECVSpUsWqk5fu3btnG58zZ47RZRcsWIDnnnsO1atXx8aNG/PtMJwcV/ny5XHkyBEsWLAABw4cQIsWLbJ1dO3r64sXXnhBxQgdn6nfWyVufhORc4mPj8/W72t8fLxF5dSvXx8nT57E6dOnHf7i11S8IWR/TJoZl1f/YkIILFmyBPfv38e5c+eM1gR98803rd5mfrLOVVxcXGz+MJ+h+D7//HOMGDECO3bsQP369W26fWMqV64MIKPPmKz/RaVKlTBy5EjFtqHU96JPnz44duwYduzYgQMHDlj8MCrlj78pQEJCgu5BZX9/f8ycOdNgKyaBgYG5ptn788vrO6al/6UlSTMie5FSombNmrqEt4uLCxISEmyyLS19L8l0Wqq68o8QYguANQC2Sym10UA8acqECRNMak7MFmrUqIHff/8dhw8fxrPPPouSJUuqEoezmjx5Mo4cOYLff/8dAwcORJ06dYwuW7RoUXz99dd2jI7UFBMTg5iYGN34ihUrMHLkSCQlJWH69Om6mmhkGUd5YpvIXubNm6foE/m2puWb+q6urti3bx9mzZqFgIAATJ8+Xe2QiIziDQ/r5HeeoN/MahZLPvO81jl58iR27tyJChUqoGbNmrnmN2zYEPPnzze5iVdzdezYER07drRJ2abK+nzCwsLw008/ISkpCUFBQXa/YW3q/7ZSpUqoVKlSrukeHh5Kh2QSY3GvXr3avoEozFmOb3mdEzVp0gSHDx/G0aNH0bhxY13Ns1atWmHHjh0AgE6dOiEoKMgusdqDFptnJLK3L774AocPH0ZQUJAitd6d5XjqDLSUNPMA0CHzlSiEWAtgjZTylLphkVa8/fbbGDNmDJKTk1WLoVy5cla1P691Wj64x8TE4PTp02qHQQ4gOjoaX375pdphOJ20tDSry9DyzX0yT82aNXHo0CHdeM7awo5s0KBBOH36NFauXKl2KAVCuXLlctXmJ3IU/N2yjKmfm9LXJhEREejTp0+e2yvoD1vpf/Zubm4IDw9XPQ5LJCQkoGXLlrrx8ePHo0yZMujfv7/B5d99912rtpfF2D7Zu3dvRcpXi5bvA9hTlSpVUKVKlWzTNm/erGv6uWfPntiyZYtK0VnHlP+xms0zKtkdiZZq/pF2Ze0nLi4uqFWrlsrRkBZppnlGPQLAUwBeAfCrEOL/hBCDhBC560CTU6ldu7baIRR4/LEnopxMvehQImlGBceiRYvg4+MDAAgJCcnVd4oj8/Pzw4cffuiwfY0SkWXYPKN5zL1pqcTyQgirb5Zm9aFlLe4b5jPnf9ekSRMMHToUQUFBaNKkCUaNGoXu3btjwIABKFWqFAYOHIi//voL8+fPx+bNmzFq1CgbRk6OwpLjg6enJ/r374+XXnoJ7u7ueTZHm0W/FRQAePnll83ebl4sOb6ocUxSq08zRzn+MlntPKpVq2aTch1lX3dUWrraHwGgJ4CsthCyjh7VM1/vCCG+REbzjd9I7hlOx1k6pyUi0hImzcgSNWvWxIkTJ3DixAnUqVMHhQsXVjskIiKrMGlmnK0+hyJFihid9/TTTyMsLAzXr18HAERGRipyvViuXDkULlwY//zzj9VlkXnM2Y/c3d2xePFiLF68ONv0999/P9v42LFjFYktS0G9yV1Q35da3n//fbRo0QKpqakIDQ3FlClT1A7JIC02z+hM+yLPIQomQ/tw/fr1Ubt2bRw8eBAA8Prrr1tVXhb29WlbmqlpJqVcLKWsBSAGwBwAlzJnicyXF4CuALYDuCiEmCWEsL6xUXIIw4YN03XcnPXkOhER2Z6pFy6PHz+2elu8cChYSpcujY4dOxbYhJmj7K+OEic94efnl+8yznRTSSuYNDOPJftor169dMO+vr7o16+f0WVdXV2xfPlyhIWFITw8HEuXLlWklpiLiwsSEhJQvHhxq8vSIh47rMPPjwzJ+VtQv359HD9+HBs3bsTJkydRrFgxlSJ7Qo19l32akTMyVht1z549WL9+PXbu3Ilp06ZZVPbEiROzjbOJe9vSTNIsi5TyDynlJCllNIAmAFYBuJ05OyuBVgTABACnhRAHhBD9hBCF1ImYbG3Lli1YuHChbtzcH9P9+/fjyy+/xI4dO+Dp6ambzs7mc+NFAOmbMGFCtvHJkyerFAk5AiVqmtWrV0+BSIiIHJsSnZCT8pg0My48PBzR0dG68aCgIIua1l+yZAnGjh2L7t27Y//+/fk+LNmhQwckJibi2rVraN++vdnbM6ZVq1Y4d+6cYuWRaRzhWrRkyZJqh2ATjvDZK8Gev6/lypVD586dERkZqXjZtvrtUbNPMybNqKDz8vJCt27dEBcXZ/F3bfjw4WjUqBH8/PzQr18/tGjRQuEoSZ/mkmb6pJR7pZT9kNHHWWcAXwF4mDk7K4FWB8AHAK4KIdYKIZqoEizZTJUqVXIdUF577TWT169Xrx7atWuHli1b4tChQxgxYgQWLVpkVhlEzmjEiBGoXLkyACA2NhbDhg1TOSJSgz2bZ3zllVdQqNCTZ2D0H5ggIm1hsoCcDZNmxgkhsHTpUkRERCAkJARLly7N8waosc/Nz88P8+fPx7p16xAbG2urcI1S8obxunXrso3nfBhNLXk1eak2R/g+zZ8/P984R44caadolNOmTRu1Q7CJMWPG6Ib9/PwwZMgQm2zHUZOOWmye0RGOA0R5seX3KjIyEnv27MGdO3eQkJAADw8Pm22LtNWnmVFSygcANgHYJIQIANABwAsAGuPJe/AB0B1AdyHERSllCVWCJU3x9PTE7du3cfv2bTx8+BDe3t66G/9nz55VOTr1LViwINu4p6cnzpw5o1I0ZG+urq7w8PCAv78//Pz8cjVpExkZiUOHDiEpKQkhISF8+stJ2TNpFhISguPHj+OTTz5BuXLl0LFjR6vLJCLrhYeHo1ixYrh48SIAICAgAHXq1FE5qoKLN4y0yVC/EQ0aNFAhEm1q3bo1rl69avH6St5kmjx5MmbNmqVYeZZo1aoVunXrho0bN6J69eqqPXzWtWtXbNiwAQBQrFgxtGzZUpU4tMDafeyzzz5DxYoV811u9OjR2LdvH44fP27V9uypZcuWqFevHg4cOABXV1esWrVK7ZAUMWfOHERGRuLixYsYPHhwtofzHEl4eDgSExN14506dVIxGtM5S00zS8/bHDXZSvbF/UQ9DpE00yelTEZGk42rhBDBAJ4H0A4ZTTlmtd+gfoPBpLqsmjFXrlxROxTNytk8gaurqyL9EpFjePz4MR48eIA7d+5ACIEiRYrkupDw8PBARESEShGSI2nYsKEi5ZQsWZJNgRIpSIkEjBACixYtQp8+ffDo0SMsXLgwW5PXRM5ACIE1a9ZgwIABePDgAaZOnarrc5m05Y033kDRokUxaNAg3bT69evbNQYvLy+sX78e69evt+t2c1q5ciUqVKiA5ORkjBkzRpF+32xFyzcGx4wZo0tU5BdndHQ0jhw5gvT0dIdJBLi4uGDPnj04cOAAIiIiUL58ebVDUoS7uzteeeUVRct86qmnFC3PFGvWrEF8fDzS09Ph6+ub50MBWvoeqZU048NHRKQEh0ua6ZNSJgH4UAhxDMAJAP0BhKsbFdlDfj+CsbGxGDFiBAIDA3XThBAGnxB1ZkWKFMGDBw90476+vnBzc+jDApkhLS1N912SUuLKlSsGE2dEpqhbt67aIRCRDbVt2xZJSUlqh0Gkql69eqFNmzZ4/PgxwsN52allAwcOxNmzZzFv3jxERkbirbfeUjskVfj4+OD111+36TaEENmuz1u3bm3T7VnKmhvp7dq1M6scFxcXTScoDXFzc0OjRo3UDkPz6tati1KlSulaLoqPj7f5faaWLVviwIEDOHLkCFq0aIHSpUsbXdac/TxnUkvNPs0c+T7U888/b9F6TO4VTFpKXJN1HPaoJIR4FkDHzFdRlcMhDfH09MSwYcMQGBiIqKgo+Pn5ITg4GD4+Pjx45fDgwQP8/fffSHmx/GQAACAASURBVElJQXBwMKKjox3u5J4sJ6VESkoKkpKScPfuXV3irGzZstwPSMfU4+aIESNsHAkRkXMw5bjLc1r1BAcHqx0CmWju3LmYNWsWXFxc+PCkDX388cfo27cvHjx4gMGDB6NMmTL5rmPoIb3IyEhbhKcI1q6mLEII7Nu3D/PmzYOPj4/d+iusU6eO4k1j2zppY0lNM0c7v4mNjUXnzp3VDoM0hMnQgsOhkmZCiKoAegDoAiDrjCrnEfU/AB/bMy7SlipVqsDd3V1XbT4qKsrhfnjtxdPTEzExMWqHQSoRQsDX1xc+Pj64fPmyLnF29+5d+Pv7qx0eOZCxY8dmq9lLRNoxadIkvPHGG7rxZs2aqRgNEZF9byiZ0+QXrxkt061bNzRt2hQpKSkoXry4Sev4+/ujY8eO2LRpEwCgadOmKFmypA2j5P+XlFOkSBG89957aodhkJb2c2fo0+znn3+2OHYt/a+cET9/yo/mk2ZCiMLISJT1BpDVsHLOPfsxgB0AVgPYIqVkp0xOrFatWvDy8nLYJ1WI7E0IgeDgYNy9excAcPv2bSbNyCyVKlVSOwQiu3OUpwhHjBiBjRs34s8//0RoaCjmzZundkiUD0fZt4iUxGs2x2ZJc6Xr16/H6tWr8ejRI7z00ks2iIqI8qKl5hnzSjy5uLggPT3d5LLseR7FWqjmqVGjBg4fPqx2GABst5/wfKbg0GT7W0IIbyFEdyHELgAXAMwGEIPcybLfAIwDECWlbCel3MyEmXPI6yAUGRkJHx8fO0ZD5Pj0my99+PChytGQo+GJIZF2hYWF4ciRIzh48CBOnTqFKlWqqB0SETk5Dw8Pk6bZWs2aNbONjxo1yu4xODMPDw8MGDAAQ4cOhbe3t9rh5IkPM5CjKFeunNoh6Jh6jajfB6Ch79qlS5cUjcteevfurXYImrNw4UKDzfMSaZGmkmZCiCZCiFUArgFYC6AZgJyNj98CsBRATSnlM1LKt6WUiXYOlTTMx8eH/TERmUkIoevrIS0tTeVoSEuYECNyfH5+fqhVqxbCwsLUDoWICMWLF892Y7d06dIoW7as3eN49913ERoaCgCIj49Hq1at7B4DEZGSZs6cme36bfr06arFYmrtsPyaNyxcuLAS4dhdQEBAnvOdMRlfu3ZtnDp1Crt371Y7FKJ8aaZ5RiHEBQBRWaM5ZqcD+BYZzS9+KaUs8NUghBAuUkrT6x9TNrzJS0SkDFOOpzzmEhEph8ddKuiEEPj8888xfvx4pKenY968ears088++yzOnj2LW7duoWjRovxekVHcN8hRlChRAt9++y0+/PBDVKhQAa+++qrRZZVM2sydOzfXtEePHpm0rqP2Z0aWiYqKQlRUVP4LOij+XhQcmkmaASgKIOcR+w9kJMrWSimv2j0iOxJCuAHoBaATgGoAQoUQ6QAuA9gPYLmU8icbbVsAsLQhXimlfKBkPEREpB1eXl75LsMTQyIi5YwdOxbdu3dXOwwim6pYsSK2b9+udhjw9/dXvC/f2NhYRcsjbVm+fDkGDBigGx80aJCK0RDl1rRpUzRt2tTs9cy9pluzZg3u37+PokWLonXr1rnmM2mWN15Dq8tWn7/SNQi5n6hHa23YCQB3AKwAUFdKGSOlfMsJEmZlAZwE8CGAVgDCkfG/cQNQHEBPAD8KIVYIIXI2V6mEaAD3LXxdsEE8+XLGasxERGoZM2ZMnvN5IkdEpJxnnnlG7RCIyAzr1q3LNr5s2TKVIqG8GOo3z5Jmi1944QU0a9YMAFChQgWMHz/e6tiI1GDtNVxAQAAGDhxoMGEGAI8fPzapHDe3J/U5tHZd+dZbb6kdAjm5kJAQtUNwWlpKmu0G0ANAhJRyoJTyZ7UDsgchRElk1CSLMWHxlwGsFUJo6f9GREQF3LPPPpvnfK1d3BAROTIeU4kcy4svvojVq1dj4MCB2LZtG2rVqqV2SGSAu7s7hg8frhtv06YNypQpY3Y5hQoVwq5du3Dz5k0cP34cJUqUUDJMIrux9mH0/NY3NWmmdE0zJR+y10/okbL69u2ba1pMjCm3xrXN2vP4KVOmZBvngzjq0cy3X0rZXO0Y7C2zScYNyKhZlmUlgEUAfgfgA6A2gNcBZJ15v4iMZitn2C9SIiJyZvldePAGLzkj1nonIiIg4zyod+/e6N27t9qhUD4WLFiAuLg4pKamol27dmjYsKFF5bi4uCAwMDDf5cqVK4c//vjDom0Q2Zu513T5nQsXlOYZhRA2Oe939muJWbNm4dq1a9maat6yZYvdtq/Vz3/MmDE4d+4cjh8/jh49eqBOnTpqh+S0NJM0c1IDAFTXG58qpdRPhqUC2C6E+AbADgDNMqePF0KssGGzlY2llHttVLYieIPWMZw/f1735N25c+dQvHhxdQMiIpvgMZmIiIiItE4Igfj4eLPXs/Tm6ooVK9CgQQPd+Pr16y0qh0iLbFHTTKuJDEuFh4cjMTFR7TA0KTIyEtu2bYOUEo8fP4arqytcXNiwWmBgID766CO1wyBoq3lGp5LZN9kkvUk/AXjD0LJSyscA+gHIekzDFwAbziYiIrtgTTMiIm3hcZeISPvq16+PzZs346WXXsKHH36IF154Qe2QyEmZct5gbsIqPT09z/mW9GmmRZaecwkhsHbtWqPr81wugxAC7u7udk+Y2erz5/+14LDpkUkI0UB/XEr5gy2352BaAiiiNz5fSmn0F0dKeVEIsR5AVpsPnYUQY2RBewyDiIgcDk8MyRnZqqkWIiIi0hZrznXbt2+P9u3bKxgNkflMOWc1tTlFU8s0NWmm9fNpa77/cXFx2L17N37++WdMnjxZwahIq7S+P5PpbJ3G3QtgT+br+7wWFEKkKfgy7cisrjZ6wzcBmNJw6yq94SJ40s8ZkdM4fvw4pk2bhi+//FLtUIicBmuaEeXGCyJSE4+7REREpCSlk2amlqe/nBbPb6yNqXHjxpg0aVL+CxKRptir7qPIfOW3jP6y1r60rq7e8I+ZTTDm5zAA/eWeVTakgqdw4cJqh0AKO378OKZPn86kGZGG1KtXT+0QiIicCpO2REREZCpTEj8PHz40q0ylapqZupxabJXIq127tk3KJXVpMfFLltFan2ZOsWeJjG9QGb1Jh01ZT0qZAuC03qQqSsZVEAUGBqodAhGRw8vrgmjChAmIiIiwYzRERERERERkKkPXa+7u7tnG1WqeUemkmakPFs2ZM8ek5ZRKgiQkJOiGXVxcMG/ePEXKJcuEh4erHQJpnK17W7wIwNTHIKfbMhCNKQrAS2/8nBnr/gPgmczhiopFVEAxw09EZL2qVasanH7+/HlER0fbORoibWBNH7IVU85fGzdubIdIiIiIqCCIjY1FpUqVcPLkSQBAmzZt4OXllW0ZZ6tpNmbMGDx8+BAnTpxAXFwcBgwYYHA5pe4rvvTSS3Bzc8PRo0fRqVMnVKhQQZFyyTTDhw/HokWLdOMzZ85UMRpyBDZNmkkpi5uxrDMlzUrnGL9qxrqJesORCsRikBAiGsAoAHEAigNIBfA3gE0APpRSJhpfW/vS09Nx48YNtcOwq5CQELi42KZy6YEDB/Daa6/h8OHD8PLyQo0aNdC3b1/UrFkzz/X27t2LhIQE/Pjjj7h69Sr8/PzQqFEjTJ8+HU8//XS2ZRs1aoR9+/bpxtesWYM1a9boxqdOnYpp06bpxv/55x8sW7YM27dvx5kzZ/D48WPExMRgxIgR6N27tzJvnMhJlClTxuD0qKgoO0dCROSchgwZgqVLlwIAGjZsiEaNGqkbEBFRAcAHYMiZ7N69G++99x68vLwwevToXPPV6tNMP2lmz++ku7s7pkyZAgBITEw0mDSzJmGWc10hBHr37s37USqZMWMGUlJS8Oeff2LIkCEoWbKkTbbDyhsFh61rmpFhOetF3zVj3Zt6w+FCCFcpZZoCMenrBaAbsteG8wZQLfM1XggxWEr5qcLbtZsbN244XVXcxMREhIWFKV7uzp070bZtW90JUVpaGo4ePYpdu3YhNjbW6HpLlizBsGHDAABubm4IDQ3FzZs3sWnTJuzcuRPbt29HgwYNdMtHREQgOjoat27dQnJyMnx9fREaGqqbr98UZ2JiIsqUKYOUlBQAQFBQENzd3XH06FH06dMHR44cwcKFCxX9HIicEU8IyZkJIXizjexmyJAhePnll3H9+nU0adKEx18iIiIyS2hoKN544w2j882taZaenp7nfK3XNDMVz7kKhsDAwGxNZNoKrw8LDq31aeYsfHOMPzBjXf1fMRcA/taHk0tfZE+Y5RQI4BMhxCBLNyCEiMrrhdyJRdKge/fuoU+fPnj06BEiIyPx1Vdf4f79+0hMTMShQ4dw967xfLCUEk2bNsXOnTtx584dXL16FTdv3kSHDh1w7949dO/ePduTSZ9++inOnz+PUaNGAQA6deqE8+fP615Z0wHAx8cHAQEBWLhwIf79918kJSXhxo0b+OSTT+Di4oJFixZh586dtvtgiJwELyCIcqtUqZLaIVABFRsbixYtWsDNjc89EhERkbIM1QyTUhrte8vRm2fUl9d1raXXvP7+trhdS0T2wqSZOvxyjJvzC5Hz0Y+8klvW+h5AawBFkJHE6g8gWW/+EiFEQwvLvpTP63BeK5crV87CzZKS1q5di2vXrsHd3R3fffcd2rZtqzuhqFGjRp5PcfTq1Qvfffcd4uLidG1pe3t7Y/ny5fD09MTly5exY8cOi+Ly8/PD6dOnMXz4cDz11FO66S+88ALat28PAPjggw8sKpvIWQUFBakdApGmGLpR4ObmhmXLlqkQDRUkpUqVMmkaEdnfnDlz1A6BiMgmjDWnWLRoUYPT80ua1apVy6Tt6ifNHPmhzE6dOumGXV1dMXz4cBWjIbU48j5M2RWYpJnIUEsIMV5ofw/NWdPMnLqbOZti9LQyFmNel1I2lVLukFL+I6W8JqVMANBRbxkXAO8LITxsFINRXbt2tfcmyYDNmzcDyEhGGerE1MfHx+i6xp66CQsLQ9myZQEAp0+ftji2gIAAg9Pr1q1rddlEzshQm9/a/7klsq+DBw/i2WefVTsMcnBeXl5YvHgxXF1d4erqioULF+oeMCIi+3nzzTezjdesWTNb6xbkPGzVNziRlpjbPGN+SbOBAwciODg433LM7UstP5Y0j6dETbN3330Xbdu2RfXq1bFhw4Zs3YkQkePRRNsemUmX3zNHpZTSkkcpN+BJQudPAF8qEZuN5Gz419WMdXMmyfJuRNgyH0kpZxqaIaXcLYTYCKBL5qRyyPjcPzFzG4YfVXkiAnnUNnN3d8dXX32Fdu3ambnZDCEhIUhMTLRoXUcVEhKieJnHjh0DADRu3FjRcrOSbffv31e0XFuXTUREzq1atWpqh0AFxNChQ/Hiiy9CSmnSDSciUt7w4cNx7tw5/PLLL+jSpQvGjx/P5IkTCg8PR9WqVdUOg8jmzE1e5ZecKlSoEI4dO4aPP/4YkZGR+Pfff5Gamorp06ebVY6awsPDTU6aRUVF4auvvrJxRERkL5pImgEQAIpnDlt6tJyKJ0mzvtB20iwlx7i7GevmrNWVamUsAHAHwPuZwxLA9DyWBYDVeJI0AzKabTQraSalvJzXfFN+lNq2bWvOJrNxcXFBWFiYxetThlu3bgGwPCH36NEjbNmyBXv27MGxY8dw/vx5JCUlKZbQOnbsGLZt24aff/4Zf/31F/799988+1kjIiIi0go2i0ukLj8/PzbpTli1ahVcXc15zpnIMTVv3hxvvPFGrunG7s+ZkuwqVqwYJk6cmG1azqSZlnXu3BkDBw5UOwxyIGyNp+DQStLMalLK00KIwwBqAmgmhPCSUiqRUDJICOEG8z6/h1LKrFphOZNmxtuwy807x3jOsswmpbwBYJAZq+xDRnIt60hQVwjhLaVk1R0nExISgmvXruHKlStmr7tu3Tq8+uqr+Oeff3TTPDw84O/vj7S0NLObBtB39uxZ9O/fH3v27NFNc3FxQaFCheDv769L9hGR6XjyR0RERETOxMfHB61bt1Y7DCK7qF+/Ppo0aYLvv/8eQoh8HxqwRQ0xrdU68/Dw4HUwmUVr+zBZrqC1LXA0868XgCo23tZrAO6b8Wqgt+7tHGUZ7tzJMP1Gce9LKe1ebUZKmQLggt4kD9j+8zbI09NWXbqRKSpXrgwgow8Xc/zwww/o1asXrl69iv79+2Pbtm24cOECUlNTcf36dcTGxuZbhrEfovT0dLRq1Qp79uxBtWrVsHLlSpw8eRL37t3DrVu3MHv2bLNiJaIMSjfDSkRERESkZbz5Sc5ECIFdu3Zhz549OHnyJF5++eU8ly9I3w8l+jQjooKloCXN9N9PjGpR5O9CjvEoM9bVbwfvH6NL2d5/OcYj1Ajizz//zHM+m1Gwreeeew4A8Omnn+LSpUu55mf1eZbTTz/9BCklWrdujQ8++ACtW7dGsWLFdCcjN2/eNLrNrD7JjC2TmJiIM2fOAAB27tyJvn374plnnoGXl1e+ZRORcePHj0dAQIBufMWKFSpGQ0RERERknYJ0059ICW5ubmjUqBEqVqyom2YsaZSenm5wekHDpBmZg/tLwVFgkmZCiGp40qcZAGi5x+yzOcZLmbFuMb3h89aHYrHHOcZzNhtpF8WKFcPgwYONzvfwyNkFHCmpb9++CA0NxcOHD/Hcc8/h119/BZBx8rR69WqMHDnS4HolSpQAkJE8+/bbb3UXK//99x8mT56cZzI0Kiojx/zDDz/gypUrSE1Nxfbt27F06VIAQGhoKAoVKgQAmD9/vq4Ps8ePH2PLli1YuHChAu+cyPmEhobixIkTmDdvHrZu3Zrvk4dERERERI6MSTUi4yz9fowdOzbb+LvvvqsbViLhYElcTHQQUU5279NMCLHSwGRXE5YxWByAAGQknSrmmGfThKCUchqAaRaumyiESEZG7ABQ3ZT1hBBBAErqTTpqbFk7CMsxnqRKFAAiIlSp5EYAfH198dFHHyE+Ph4nTpxApUqVEBYWhpSUFKSkpKB9+/bYvHlzrvWee+45REdH48KFC2jRogX8/f3h5eWF69evQwgBf39/3L6dsxXTDA0aNIAQAsnJyShevDiklEhLS0PFihUxZMgQuLm5YdCgQZg3bx7eeustvPPOOwgNDUVSUhIePHiAoKAgW38sRAVWdHQ0XnnlFbXDICIiIiIiIhVZmjQbOXIkdu7cid9++w01a9ZEz549FY5MWS4uBaa+CRGZwe5JMwB9AOR1ZBUAeltQrshR7n4LyrCnAwDiM4erCyE8pJQP81mnao7xI8qHlT8hhB+y13gDgN/UiIXU17JlS2zfvh2TJ0/GyZMnAQBxcXEYO3YsPDw8DCbNfHx88M0332DAgAE4ePAgpJSIiIhA586d0b9/f0yePBnbtm0zuL2oqChMnjwZb7/9Nvz9/REdHY0GDRqgX79+umXefPNNpKWlYdWqVUhJSYG7uztatmyJrl27wtXVFV27drXNh0FEREREREREVMBZmjQrWrQojh49ips3byIkJARubmrcms6OfZqRUri/FBxqHZny24Ms3cMEgLsAJkkpD1pYhr18gydJM7/M4dzZhexe1Bt+BOBbJQIRQrSRUm41Y5UmANz1xn+XUubu0IqcRlxcHOLi4gzOM3YiVbZsWezdu9fgvK1b894dZ86ciZkzZxqd7+bmhrfffhtvv/22wfldunTJs3wiIiIiIiJybmyekcg4a74fHh4eeOqppxSMxv7mz5+vdghEZENqJM3WGJjmCqAHntQU+8GM8h4A+A/A5cz19kkp71kVoX1sBfAunjQjOQh5JM2EEMEAuulN2i2ltLpJRCFEDIDNQoihUsoPTFxtbI5xU5vTtAlm8YmIiIiIiIiIiJRl7J6bVpPKSsdl6P3PmjULI0eOVHQ7RKQtdk+aSSn75pwmhPBERtJMZCwiG9s7LnuTUv4thNgMoGPmpBZCiC5Syo1GVpkEwFtvfLlCobyLjP1gmRDCXUq5JK+FhRD9ATTQm3RRwVgsotUfaiIiIiIiIiIiooLGFvfitHh/z1DSbNKkSSpEQkT2pLXeDLV3dLStNwGk6Y2/L4RopL+AyDAcwBi9yT9IKb/Kq2AhxF4hhNR7FTey6K+Zf10ALBZCbBdCVDdQnosQYiiyJ8jSAHSXUt7JKxYiIiIiIiIiIkeixRv4RPZmrKZZenq6nSOxHbZgRUQ5qd/bYnYCTpQ4k1IeFUK8BmB25qRAAN8LIX4AcByALzJqdZXVW+0mgCEKhvEqgEgA3TPHWwFoJYT4C8DPAK5nxtUEQHH98AG8IqU8oGAsREREREREREREpGG2SCprMXmlxZiIyPa0kjR7BCBXs41O4i1kJK1GZI4LAA0zXzklA2ghpfxNqY1LKdOFED0B/AHgNQAembNKZ74MuQugR3613eyFP2BEREREREREpKT4+Hi1QyBSXYsWLSCEyJUk02pNzBIlSpi9Tl73FXnPkczB/aXg0ETzjFLKdCnlmqyX2vHYk8wwEhl9m50wthiA7QCqSyl/sVEMMwFUBrAaQKqRRVMBfASgslYSZkRERERERERE5nruueeMzvPy8sKcOXPsGA2RNhUqVAiLFi3KNV2rSbMZM2aoHQIRFQCaSJoRIKX8QkpZBRmJq+7IaDZxPIAXAURLKeOllH+ZUV4jKaXQe503YZ3fpZR9AQQDaAZgKDJqn40GEA/gKSllLynl3+a+P1vS6g81EREREREREWnT0KFDUbhwYYPzDh8+jLJlyxqcR+Rshg4dmmua1u7FdezYETt37kTx4sXNXpc1zUgpAwYMyDZevnx5lSIha2mleUbKJKU8CeCkyjHcB7A780VEREREREREVKAEBATg5MmTCA0NzTWvYsWKKkRE5Di0ljT7/PPPbVIuk2ZkjnHjxmHDhg24cuUKvL29sXz5crVDIgtpOmkmhCgMoBie9LNlMinlD8pHRFpk7AfMxYUVKYmIiIiIiIjIsJCQEAQHByMpKUntUIgcij2TZtOmTcO0adN04yVLlsTffyvXCBYTY6SUiIgInDhxAj/99BNiYmJQunRptUMiC2kuaSaEiEBGc4C9AYRZWIyEBt8b2Ze3t7faIRARERERERERERUo9kyajRs3DklJSTh58iR69eqFbdu2KZo08/HxMTqPCTUyV0hISJ59ZpJj0FRiSQgRD2AVgBAAPCqRSQz9UIeGhsLNTVO7NxERERERERFpDG+KE5kvPT3dbtvy8fHBggULdOPbt29XtHxXV1fUrVsXP/74Y655PD4QOSfNtF8nhGgK4EsAWY1JG3pkQeq9jM0jgq+vr9ohEBERERERERERFThq9mlWu3ZtxcscPHiwwelMmhE5J00kzYQQYQA2AHBFRuJLAPgHwFJkNNXYH8AAvXkAMCxz+hAAn+pNXwOghb1iJ/XxB4yIiIjsbdGiRdnG+/fvr1IkREREZI2IiAi1QyByOGomzQYNGoSwsCc9+sydO9dm2+I9RyLnpJX260YDCEZGUuwhgPEAlkspH+kvJISYByAgc/RzKWVi5vByIcTVzHLaA5hgl6iJiIiIyCn16tULn3/+Ofbt24fy5ctjwgSefhIRETmiZcuWoUGDBrrxGTNmqBgNkWNQM2nm6+uL48eP4+OPP0aJEiXQsWNHq8s0lhxj0ozIOWkladZeb3iClHKRkeXu4EnSzB9Aot68OQBGZE4fCIBnOURERERkE/7+/ti9ezeSkpIQEBAADw8PtUMiIiIiC9StWxfz5s3DJ598gtjYWIwaNUrtkIg0T82kGQAULlwY48aNs/l2mDQjck6aaJ4RQFm94TV5LHdJbzhcf4aU8jqAH5HRTGNv5UIjrfPy8lI7BCIiInJCrq6uCAsLY8KMiIjIgbm4uOCVV17BkSNHkJCQgEKFCqkdEpHmPfPMM4qX2bBhQ8XLJCKyhOpJM5GRstdP26fksfhZveHyecwvLoSIsjY2cgwvv/wy3NyeVJoMDQ1VMRoiIiIiIiIiIqKCY/z48brh8uXLIz4+XvFtdOrUCTExMbrxBQsWKL4NY9g8IxHpU715RimlFELcQUazikBG32b/Gln8T71hQ0mzZL3hagAuWx8haV1QUBBWr16NadOmITw8PNsPLBEREREREREREVluzpw5qFq1Kq5fv46ePXvCxUX5ehhubm44dOgQvv76axQpUkQTNc+YNCNyTqrXNMv0t96woWRYlv16w1UMzNevXRZpVUTkULp3744zZ87gxx9/hJ+fn9rhEJmlUaNGEEJg2rRpmiqLiIiIiIiIiEgIga5du2LYsGEICAiw2Xb8/Pzw4osv2j1h5uvra9ftEZG2aSVp9ovecIM8ljsIIBUZzTnWE0LosiNCCE8AzfSWtd0RnIiIiIiIiIiIiIgcXqtWrRAUFKQbr1evHgDWNCNyVlpJmn2mN/ySEMJgXFLKBwB2ZY56ApioN3s8gEC98RuKRkhEREREREREREREBYq7uzu2bNmChg0bIj4+HqtWrQLApBmRs1K9T7NM3wE4C6AkgKIA+gN438iy8wG0yxyeIISoCcAVQEMAEhm10B4D+N6WARMRERERERERERGR46tbty727t2rdhhEpAGaqGkmpZQAXkNGwksAmC2EiDCy7I8A9mUuBwBNkJEw0zdfSvk3iIiIiIiIiIiIiIjMxJpmRM5JE0kzAJBSbgBQHkAYgBAp5b95LN4bwBU8SbJlvR4BmC6lnGzjcImIiIiIiIiIiIiogGLSjMg5aaV5RgCAlPJPE5e7KISoCmAkgFgAdwEcBfCJlPKiDUMkIiIiIiIiIiIiogKOSTMi56SZmmbmklJel1K+JqWMl1J2lVK+xYQZmSpdpiMpNcmpXuky3Waf54ULF9CtWzeEhITA29sbjRs3xr59+7By5Ur06tULlSpVgp+fH86ePatbRwgBAjIbQgAAIABJREFUIQR++eUX7N+/H71790apUqXg7e2N0NBQjBs3Do8fP7YontWrV0MIgWbNmgEAVq1ahZo1a8LX1xfh4eHo2rUrLl7MOFzcu3cPU6ZMQenSpeHp6Yno6Gi8+uqrePTokdHyjx8/jh49eqBw4cLw8vJCqVKlMGrUKFy9etXoOjdv3sSgQYPw1FNPwcfHB5UqVcLUqVPx33//5ft+/vjjD3Tv3h3FihWDt7c3KlSogDlz5lj8+RARERERERERERFRbpqqaUZkL7ce3ELDDTm7wivY9nXdh2CvYMXL/b//+z80a9YMd+/ehaenJ7y8vLB37140atQIbm5uCAgIgLe3Nzw9PXHmzBmUKlUq2/ojR47ETz/9BHd3dwQGBiI1NRWpqamYP38+UlNTsWjRIotjS0tLQ5cuXfDZZ58hNDQUDx8+REpKCjZu3IgjR45g9+7diIuLw19//YWgoCA8fPgQFy9exNy5c+Hi4oLZs2fnKnPBggUYO3Ys0tLS4ObmhuDgYJw7dw4LFizAqlWr8MUXX6Bp06bZ1rlz5w7q1auHU6dOAchIGF67dg1vvvkmli1bBk9PT6PvYdu2bejUqRNSU1Ph5eUFLy8vnD59GhMnTsShQ4fwxRdfWPz5EBERERERERGRYaxpRuScHLamGRGp78GDB+jevTvu3r2LGTNm4O7du7h16xZ27doFb29vuLq64vDhw7h06RJu3LiBli1b5irjf//7H1avXo27d+8iMTERJ06cQKVKlQAAixcvxuHDhy2Ob9++fdi9ezcOHTqE69ev4969e3j99dcBAGfPnkVsbCxCQkLwzz//4Pr167hw4QKeffZZAMCyZcuQmpqarbwNGzZg1KhRcHNzw9KlS3Hv3j1cu3YNN27cwKhRo3D79m20bdtWlxzLMmnSJN20CRMmICkpCdeuXcO1a9fw3HPP4fLlywbj/+uvv9CpUyc8evQI8+bNw61bt3Dz5k38+uuviI2NxebNm7F582aLPx8iIiIiIiIiIjKMSTMi58SkGRFZbP/+/Th79iwqV66MKVOmwM0to/JqixYtMHDgQDx48AAff/xxnmUsWbIEvXv3hoeHBwCgUqVK2LlzJwIDAwFkJK8sJaXErFmzUKNGDQCAh4cHpk+fjnLlygEAkpOTsXbtWoSHhwMAihUrhoULF+rmXbhwQVdWSkoKhg8fDgBYsWIFBg8erIs5KCgI7777LgYNGoSUlBQMGzZMt96tW7ewYsUKAMDkyZMxe/Zs3XsLDg5GQkICSpYsaTD+8ePHIzU1FdOnT8crr7yiq5FWsWJFfP311yhUqJBVnw8RERERERERERnGpBmRc2LSjIgsduvWLQBA2bJlc80rU6YMABitRZUlNDQ017TIyEhdguqbb76xKsZOnTrlmhYTEwMAiI2NzdVcZMWKFXXDV65c0Q1v3LgR169fR8mSJdGzZ0+D23r99dchhMCePXvw+++/AwC2b9+OBw8ewMvLCxMnTsy1jhAC3t7euabfvHkTW7duRUBAAMaOHZtrflRUFNq1a4e9e/fi4cOHBuMhIiIiIiIiIiLLMGlG5Jxs1qeZEOJvW5VtAimlLJX/YuSsAj0Dsa/rPrXDsKtAz0DFy3z66acBAMeOHUNaWhpcXV11844ePQoAKFGihEVlx8XFYebMmbhy5QqSkpIQHGx+f2yBgYEGk3JZNbayEnuG5gHIlozas2cPAKBhQ+N94UVGRqJcuXL4/fffsXfvXpQvXx7Hjh0DANSsWRO+vr4mx3706FE8evQIycnJBpNq+s6ePatLBBIRERERERERkfWYNCNyTjZLmgEoDkACsOfRJWt70o7bJAfkIlwQ7GV+Eoayi4mJQevWrbF9+3YMGjQIU6dOhZ+fHzZs2IA1a9bAy8sLPXr0sKjssLAw3XBycrJFSTP9BJgl8/X9+++/AICAgIA8lwsKCsq2fFZtvJCQEJO3BQCJiYkAAF9fX4OJP3337983q2wiIiIiIiIiIiIiys2WSTPAvgkzNbZH5PSyEjYJCQlISEjQTXd3d8eqVatQpEgRi8q9dOmSblg/gaaWrMSVflyGXL16NdvyWcky/aYeTZG1XqNGjbB161az1iUiIiIiIiIiIuuwphmRc7Jl0myNDcsmIg1ITEzEnj17MHnyZHh5eWHHjh24ffs2YmNjMXr0aMTGxlpc9pdffgkAKF++PPz8/JQK2WLVq1fH+vXrcfDgQaSnp8PFJXeXkGfPnsX58+d1ywNA5cqVAQCnTp3CnTt3UKhQIZO2V6tWLbi5uWH//v24d++eWU07EhERERERERGRdZg0I3JONkuaSSn72qpsItKGrARRkSJFMHjwYLz22mtml3Hx4sVc0/73v//hgw8+AAB07tzZqhiV0rNnT0yePBlXrlzB+++/j8GDB+daZurUqQCAZ555BrVr1wYANG/eHJ6enrh79y6WLl2KV199Nds6169fN1gLLSAgAF26dMH69esxceJELFy40GBcycnJ+TYZSURERERERERERET5y11VgojIRFn9jG3ZsgVSWtaV4Lhx47Bjxw4AgJQSX375JZo2bYqHDx8iMDAQo0ePVixea4SGhmL+/PkAgJEjR2Lx4sVITU0FACQlJWHIkCH4+OOP4ebmhhUrVmRbr2/fjGcIpk6ditWrV+Px48cAgN9++w1xcXG6fs9ymj17NgIDA7Fo0SIMGDAA165d0807f/485syZg7Jly+rKIyIiIiIiIiIiZbCmGZFzsnWfZkRUgJUqVQrly5fHjh07EB4eDl9fXwgh4Ovri5CQEERHR6N58+aIj4/XJdhyKlu2LFq3bo3g4GDcv39f10eau7s7Nm7ciKCgIHu+pTwNGTIEN27cwNSpUzF8+HC88sorCAwMRGJiIqSU8PPzw9q1a1GrVq1s67311lvYt28fTp8+jb59+2Lo0KHw9fXF9evXUaNGDURFReHy5cu5tlesWDFs3boVbdq0wYoVK5CQkIDw8HDcv38ft2/fBpBRyy81NVUTTVgSERERERERERUUTJoROSfWNCMiix08eBA3b94EAPz333+4cOECzp8/j99++w0//PADPvroI/Tq1QulSpXC/v37DZYxc+ZMfPXVV4iNjYW7uztCQkLQunVr/N///R+aN29uz7djkilTpuDgwYPo2rUrwsPDkZycjNKlS2PEiBH49ddf8fzzz+dax9/fH3v27EG3bt3g7+8PIQSKFy+OxYsX48cff8yzecW6devi9OnTGDFiBEqUKIGbN2/C09MTcXFxWLx4MU6dOsWEGRERERERERGRwpg0I3JOwtIm1exBCBEEoDqApwFEAPAHMExKmZ5juTIACmcu86OUMneVDXIoQogoAJcA4NKlS4iKijJ53TNnzuDx48dwc3NDmTJlbBWi07t//z5KlCiBpKQkrF+/Hu3atYO7uzsA4MGDB0hOTsaZM2ewcuVKrFy5EtWqVcMvv/yiWz/rxGPHjh1o2bKlKu+BsuN3h4iIiIiIiIgoQ+XKlXHy5Mls07R8L53IGVy+fBlFixbNGi1qi1yQ5ppnFEK4AHgRwEsA6gFwzbHIKAAPc0zrC+DVzOHDAGrbMkYiAn799Vdcu3YNVapUQadOnbLN8/T0RHh4OMLDw1GhQgWsXLkSp06dUilSIiIiIiIiIiIi87CmGZFz0lTzjEKIWgB+B7AGQENkJPWE3suYqQDOZS5TQwjRxsahEjm9kiVLwsfHB8ePH8fIkSPxyy+/4NGjR7r59+7dwxdffIEOHToAAKpVq6ZWqERERERERERERGZh0ozIOWkmaSaEaAtgH4BSyEh+3QPwHoCm+a0rpXwE4G29SX1tESMRPREaGopNmzYhMjISCxcuRI0aNeDr64vIyEhERESgUKFC6NixI/bu3Ytq1aph3bp1aodMRERERERERERkEibNiJyTJppnFEIUBrAKgAcACeBnAJ2llP9kzjelmHUAFiKjOcdmQgiXnH2fEZGyWrZsiT/++AOffvoptmzZguPHj+PatWvw8vJCTEwM6tevj/bt2yMuLo4nGkRERERERERE5DB4L4vIOWkiaQagP4AgZCTM/gDQQkp5z5wCpJR3hBC/AKgFwA9ANWT0b0ZENlSoUCH0798f/fv3N2s9dpxKRERERERERERaxaQZkXPSSvOM7fWGZ5ibMNPzh95wBSviISIiIiIiIiIiIiIiIieilaRZcb3h3VaUc0Nv+CkryiEiIiIiIiIiIiIiJ8WaZkTOSfWkmcg4+gToTUq2ojgfveG7VpRDRERERERERERERE6KSTMi56R60kxmdGx0S29SKSuKq683fMGKcoiIiIiIiIiIiIiIiMiJqJ40y3RYb7ivJQUIIdrgST9m9wHstTImIiKnkvEMAxERERERERERsaYZkXPSStLs48y/AsAIIUQtc1YWQlQAsDJzVAL4XEp5T8H4yIG4uroCAB4/foy0tDSVoyFyDGlpabrvS9Z3iIiIiIiIiIjIWTFpRuSctJI0Ww/gV2QkvDwA7BRCxJuyohAiDsB3AEIzJ90GMNEWQZJj8PF50rXdrVu38liSiLLof1f0v0NEREREREREREREzkITSTMp5WMAnQH8P3t3Hm9Tvf9x/P1t0Hij69ZP3Qbd5kJIpXKvUkpczTdXUbjILKQkilBpQFLJkFSKJhKiFEmUOcqcObM4nGM40/f3xxnsc87e5+xh7b3W3vv1fDzO4+y1zlrf9Tl7r72mz3fYoZzEWWlJE40xk4wxdxZe3BhzsjHmbmPMF5KmSPq/3L9lSWphrd0Wq9jhPWXKlMl/vXPnTu3cuVOHDx+m6zmgEGutDh8+nP89yXP66ae7GBUAAAAAAID7aGkGJKfj3A4gj7V2tTHmVkkzJJ2hnK4a78j9sbnTkrRNku8T3bz56cpJmH0am4jhVSeeeKJKly6tlJQUSdKePXu0Z88eGWPodg7wkZWVVSSZXLp0aZ1wwgkuRQQAAAAAAOANJM2A5OSZpJkkWWuXG2OulNRfUhMdTYjZ3B9J+qufVZdKesRa+0vUg0RcOOuss1SqVCnt2rUrf561VpmZmS5GBXjbGWecobJly7odBgAAAAAAgOvatWunuXPn5k9feeWVLkYDIFaMV7usM8ZUkdROUn0dHa/M1yFJ30saaq2dGMvYEH3GmHMkbZakzZs365xzzgmrnPT0dKWmpiotLU3p6enKzs52Mkwgrh1zzDEqVaqUTjnlFJ166qkqVaqU2yEBAAAAAAB4Qnp6um655RbNnj1bp512miZOnKiaNWu6HRaQ1LZs2aJzzz03b/Jca+0Wp7fh2aSZL2PMpZIulnSapFTldNH4i7U23dXAEDVOJc0AAAAAAAAAIByZmZlavny5ypUrpzPPPNPtcICkF4ukmae6ZwzEWrtK0iq34wAAAAAAAAAAJIfjjjtOlSpVcjsMADHkiaSZMeZpScfmTj5vrWXgKQAAAAAAAAAAAMSMJ5JmkjpKKpv7+h1JjjepAwAAAAAAAAAAAAI5xu0Aci2XZHJfX+tmIAAAAAAAAAAAAEg+XkmaTfN5/YhrUQAAAAAAAAAAACApeSVp9o6k9NzX/zbG3O5mMAAAAAAAAAAAAEgunkiaWWt3SHpFOV00GkljjDH/cDcqAAAAAAAAAAAAJAtPJM1yPSdpbu7rv0qaZ4yp62I8AAAAAAAAAAAASBKeSZpZa9Ml1Zc0L3fWXyV9aYz50hhznzHmLGOMZ+IFAAAAAAAAAABA4jjO7QAkyRgzy2fy2NzfVjldNdbN/clbNpgirbXWE/8bwpa3H2jbtm1uxgEAAAAAAAAAAFxWKFdwbKDlImGstdEoN7QgjMlWTpIs4CIhFmmttVF5wxAbxphqkua7HQcAAAAAAAAAAPCca6y1C5wu1EutsUJNjAEAAAAAAAAAAACO8ErSrLfbAcBzlkm6Jvf1LklZLsYCJLJyOtqq8xpJ212MBUBi4LgCwGkcVwA4jeMKAKdxXAFi41hJZ+S+XhaNDXgiaWatJWmGAqy1RyQ53rQSQEGFxoncbq3d4lYsABIDxxUATuO4AsBpHFcAOI3jChBTG6NZ+DHRLBwAAAAAAAAAAACIByTNAAAAAAAAAAAAkPRImgEAAAAAAAAAACDpkTQDAAAAAAAAAABA0iNpBgAAAAAAAAAAgKRH0gwAAAAAAAAAAABJj6QZAAAAAAAAAAAAkp6x1rodAwAAAAAAAAAAAOAqWpoBAAAAAAAAAAAg6ZE0AwAAAAAAAAAAQNIjaQYAAAAAAAAAAICkR9IMAAAAAAAAAAAASY+kGQAAAAAAAAAAAJIeSTMAAAAAAAAAAAAkPZJmAAAAAAAAAAAASHokzQAAAAAAAAAAAJD0SJoBAAAAAAAAAAAg6ZE0AwAAAAAAAAAAQNIjaQYAAAAAAAAAAICkR9IMAAAAAAAAAAAASY+kGQAAAAAAAAAAAJIeSTMAAAAAAAAAAAAkPZJmAAAAAAAAAAAASHokzQAAAAAAAAAAAJD0SJoBAAAAAAAAAAAg6ZE0AwAAAAAAAAAAQNIjaQYAAAAAAAAAAICkR9IMAAAAAAAAAAAASY+kGQAAAAAAAAAAAJIeSTMAAAAAAAAAAAAkveOcLMwYs87J8mLEWmsvdDsIAAAAAAAAAAAAuMdYa50rzJhsSVaScazQ6LPW2mPdDgIAAAAAAAAAAADuiVb3jM5l4qInHmIEAAAAAAAAAABADDjaPWMh/SRlRrH8SBwn6Wm3gwAAAAAAAAAAAIA3RKN7RimnFddJ1tp0xwp3kDHmBEmHcifpnhEAAAAAAAAAACDJRaN7xnjq9jCeYgUAAAAAAAAAAECURCNpZqJQZrTEU6wAAAAAAAAAAACIEqfHNOvt89qr45lJObH1LnEpAAAAAAAAAAAAJAVHxzQDAAAAAAAAAAAA4lE0umd0lTHm/9yOAQAAAAAAAAAAAPHFEy3NjDHHSno6b9pa+1wYZTwtqZGkiyVVtNaucC5CAAAAAAAAAAAAJDKvJM1OkHRIkpUka+2xYZTRQNJHuWUMttZ2cjRIAAAAAAAAAAAAJCyvJc0kyYaZNDOSNkn6u6Qt1trzHAwRAAAAAAAAAAAACSxhxjSzOdm/73Mn/26MucTNeAAAAAAAAAAAABA/EiZplmunz+tKrkUBAAAAAAAAAACAuJIwSTNjzPGSavjMOtutWAAAAAAAAAAAABBfjov1Bo0x//Izu1ShZf4pyQRTnKTSki6U1EhSZZ+/nRJujAAAAAAAAAAAAEguMU+aSZopyRbzd5O7TKhMoXI3hFEGAAAAAAAAAAAAkpCxtrj8VRQ2aEy2/CfNgmlZ5o9vWXllzJV0k7U2I8wyAQAAAAAAAAAAkETcaGkmhZ8gK66snZJmSZok6UNrbaaD2wAAAAAAAAAAAEACi3lLM79BGHOipIO5k1bSP0JY/Yik3STJAAAAAAAAAAAAEC6vJM1OkHQod9Jaa491Mx4AAAAAAAAAAAAkl2PcDgAAAAAAAAAAAABwm1tjmhWWrZzxyNxv9gYAAAAAAAAAAICk44nuGQEAAAAAAAAAAAA30T0jAAAAAAAAAAAAkp5XumcswhhzrKTqkmpIqiapnKS/STogaaukFZK+kjTbWpvtVpwAAAAAAAAAAACIf57rntEYc5akNpKaKSdRVuDPKjru2V5JAyS9Zq1Ni36EAAAAAAAAAAAASDSeSpoZYxpLGizpNOUkyKSCSbLCSTPfZXZLamKt/SracSL6jDEnSKqYO7lLUpaL4QAAAAAAAAAAAHcdK+mM3NfLrLVHnN6AZ5JmxpjBktqqYCIs73W2pHXKaVV2uqRzJJ3oZ7lMSY9aa0fFImZEjzGmmqT5bscBAAAAAAAAAAA85xpr7QKnCz3G6QLDYYxpIKmdjrYky0uEzZXUQFIZa+0l1trrrLWXKKclWl1Jn+QWkbfOcZKGG2Nuj/G/AAAAAAAAAAAAgDjmiZZmxpg5kqrraLLskKTW1tr3glj3ekkfSCqfN0vSGkmXWS/8cwiLMeZ8SRskad68eTrrrLPcDQgAAAAAAAAAALhm27Ztuvbaa/Mmy1trNzq9jeOcLjBMlXQ0YZYh6XZr7exgVrTWzjXG3CxppqTzc2dfJOkGST86HypiJH8Ms7POOkvnnHOOm7EAAAAAAAAAAADvyCp5kdB5ontG5YxZJuUkzl4PNmGWx1q7SdLDOtq9oyRVdS48AAAAAAAAAAAAJDKvJM12KyfhJeV0tRiy3ETbYp9yTnIgLgAAAAAAAAAAACQBryTNVvi8XhdBOT/7vN4eQTkAAAAAAAAAAABIIl5Jms3weV06gnIyfV7Pi6AcAAAAAAAAAAAAJBGvJM0+1tGE120RlFMl9/cya+3KyEICAAAAAAAAAABAsvBE0sxau0k5iTMjqYcx5vhQyzDG1JJ0oyQrqaezEQIAAAAAAAAAACCReSJplquLpN2SzpP0eigrGmP+Jekz5STMPrDWful8eAAAAAAAAAAAAEhUx7kdgI+2kn6TVFNSC2PMlZLWB7HeXyTVV04C0Eo6yRjzXhDrWWvtI+EGCwAAAAAAAAAAgMThpaRZD+Ukvaxyumm8IfcnGMZnvftCWJ6kGQAAAAAALvrtt9+0dOlS1axZU2effbbb4QAAACCJeSlp5suGuXyo6wEAAAAAAJfMmDFDderUUXp6usqWLavFixfr3HPPdTssAAAAJCkvjWkm5bQAi8UPAAAAAABwWfPmzZWeni5J2rNnj/r06eNyRAAAAEhmxloaZ8F7jDHnSNosSZs3b9Y555zjckQAAAAAAKcZU7Bea6lSpXTkyBGXogEAAICXbdmyxbdXgnOttVuc3obXWpoBAAAAAAAAAAAAMUfSDAAAAAAAAAAAPw4dOqTU1FS3wwAQIyTNAAAAAACAJzCEBADASz799FOdccYZKl26tPr37+92OABigDHN4EmMaQYAAAAAia/wmGbHH3+80tPTXYoGAICCTj/9dO3bty9/evfu3SpbtqyLEQHJLanHNDPG/NUY85Ax5i1jzHxjzGZjzCFjzE5jzBJjzEfGmIeNMWe4HSsAAAAAAAAAILH4Jswkafr06S5FAiBWjnM7gMKMMVdJelzSfZJOyJvts8gJkv4mqaKkByRlGWPeldTHWrs5hqECAAAAAAAHFW55BgBASdLS0rRu3TqVL19ef/nLX9wOB0Cc80xLM2PMMcaYnpLmSXpQ0ok6miwr3Idk3rRRTuLvf5JWG2NaxCJWAAAAAADgPIaQAACEYuvWrapataoqVaqkChUq6Pfff3c7JABxzhNJM2PMMZI+ldRL0vHKSYb5JsZ2S5ou6ZPc3+tUMKFmlNMCbagxples4gYAAAAAAAAAuGPs2LFavXq1JGnTpk0aOXJksctv3bpVAwYM0MSJE8PaHpU7gMTniaSZpEcl3Z372upoIuwjSddZa//PWnubtbZB7u+LJV0h6WVJRwqt09MY0yjm/wEAAAAAAAAAIGb++OOPAtMbNmwIuOyBAwd01VVXqUuXLrrrrrs0ePDgKEcHp23fvl2NGzdWnTp19MMPP7gdDhKUV5JmLX1e57Usu9la+5C1dr6/Fay1K621TyonebZIR1unGUkvGmOOj3LMAAAAAADAQdTgBwBE4uDBgwH/NmTIEO3evTt/umPHjrEICQ5q3bq1PvjgA02bNk116tQp9vMGwuWVpNmlOprwSpNU01r7fTArWms3SLpV0i8+s8+SVNPhGF2R23UlAAAAAAAAAMBH4coWaWlpAZedPXt2tMNBlE2YMCH/9cGDB/Xee+8Vu/yGDRv03HPPacyYMVTMQdCOczuAXOnKGZPMSnrJWrsylJWttSnGmMbKSZzl7f0VlDP+WVwxxtSW9LCkf0kqJ+k4Y8xuSfMlfSDpY2ttdhS2e4KOjhMXqiOWow4AIAgLFy5U27ZtdejQIb3yyiuqXbu22yEBAAAPMSbc21IAAIpPmoWKx53et3fv3oB/279/v6pUqaJ9+/ZJkrZs2aInn3wyVqEhjnmlFdMuHU3YfBpOAdbaXyXN8SknrrpnNMacaoyZIOlrSY0knSeplHI+ozMl1VPOGG8/GmP+LwohrJJ0KMyfS6MQDwAgATVt2lQ///yzli5dqoYNGyozM9PtkAAAAAAAcapwYiuS7vr+/PPPYpMwiC+DBw/OT5hJUrdu3VyMBvHEK0mzpT6vt0RQzmKf11sjKCemjDGlJE2TdFcQi1eX9K0x5m/RjQoAAGelpqZq2bJl+dN79uzRzJkz3QsIiMDixYt19dVX66KLLtLYsWPdDgcAEga1+gHAm6ZPn66XXnpJy5cvdzuUYoXb0uy1117TmWeeqTPPPFNvvvmmw1HBDfPnz3c7BMQpryTNZvi8PjOCcny7m/whgnJirb+kG3ymZ0u6TdJpkk6VdJ2kMT5/v1LSxzGLDgCibOrUqXrmmWc0d+5ct0NBFPl7CJaRkeFCJEDk2rVrp0WLFun3339X06ZNlZqa6nZIAAB4Qnp6urp166YbbrhBffv2VVZWltshAYjQZ599ptq1a+vJJ59UtWrV9Pvvv7sdUr5QWpoF6gL44MGDeuyxx5SVlaXMzEy1bdtW6enpQW0PQOLxStJsrHK6+ZOkOyMop7pyxjSbY63dFHFUMWCMqSCpg8+sbyTdbK39xlp7wFqbZq2dZ61tJKmXz3I3G2Miea+K09taa0L4CWkMOgDwNWnSJN1xxx3q06eP/vnPf2rx4sUlrwQALpszZ07+68OHD9PaDACAXKNHj1b//v01d+5c9ezZU19++aXbIQGIUIMGDfJfHzp0SD169HAxmuKF09JsxYoVReZt3rzZiXDgIsZJRbg8kTSz1u6W9I5yxiN7yhhzaqhlGGMaSqqcOxlPHZT20NHPYZ+kh621gQZ46SPJN0HVO5qBAUAsPPTQQ/mvs7Ky1KFDh2KWBgBvotUkAAA5WrbS7IMyAAAgAElEQVRsWWC6YcOGLkUCwCmFW4xOmTLFpUiKCqWlGa3EAATDE0mzXN0lrZdUVtIYY8wJwa5ojGkkaZRyWpm9ZK39MTohOssY81dJ9/jMes9auz3Q8tbabOV05ZinsjHm4mjFBwCxsH///gLTs2fPdikSAAAAAE47fPiw2yEASCIZGRlUaEsitCZDNBxX8iIx84akPyVdIOnfkn4zxmwNYr2/SKqknFZqVtI/jTGzgljPWmtrhhusQ2pLKuUzPTqIdT6UNFRSXlLxPkkvOhwXAACOo1YfAAAAACDaDh48qNKlSxeZ70SChfva+EFCDeHyUtKskXKSXlY5CbB/KCeBVpK8vT/viHV9kOt44Qh3o8/r/ZKWlLSCtTbdGLNYOeO3SdIN0QgMAAC4b/r06XrzzTd10UUXqVevXjr55JPdDgkAAAAAPMNfEistLc1v0syJsgEkPi8lzXyFckSK56PXpT6vF+Z2vxiM+TqaNKtc3IIAAHgFtbxCs3XrVt122235N2qZmZkaMGCAy1EBAAAAgHuysrL02GOP6Z133tEVV1yhcuXKFVmmuHHN/PF3rxooYcZ9rbeQ2EQ0eClptknxnQALh+94ZOtDWM+328pzjTGnWWv3B1waAADEnb59+xa4ARg4cCBJM4/Yt2+f2yEAAAAASWnOnDkaMmSIJGnBggV+l0lLS4va9knSAInPM0kza215t2OIJWPM8ZLO85m1LYTVdxaaPks53Ts6xhjzF0mtlDNm2mXK2Vc2SfpW0lBr7W9Obg8AABS0ceNGt0OAHwsWLFDdunWLzKfGKQAAsbd9+3YdOXJE559/vtuhAIiRDh06lLhMoJZmXLMnHj5TRMMxbgeQxM6QdKzPdGoI6+4tNH1W5OEUUFXSckkvSbpOUmlJp0i6XFI7Sb8YY/oZY8JOuhpjzinuR1LRttUAAAAu69Kli3bt2uV2GAAAJL1Ro0bpvPPOU/ny5fX444+7HQ6AGMnOLnl0m0AtzWglllxIqCFcJM3cc0qh6SMhrJteaPr0CGMprL6kc4r5+7GSuksabcI/+mwu4Wd+mOUCADzK3w0KF7GIN7NmzfI7nxtwAHAGx1MEq1mzZsrIyJAkvfrqq9qyZYvLEQHJw+v3cdHsnhFA4iNp5p5TC01nhrBu4aTZiRHGEsgaSU2UM/ba6ZLqSFrh8/cHJfWI0rYBAEmAB2OB8d4AAAAE7/vvv3c7BAAeEah7xlAEuh/jPi1+eD25C+9ydEwzY8w7uS+tpJbW2iwny3dKbreCw3InrbX2fy6EUbilWShH3MLv6wkRxuLPFEn3Wmt9W8BNM8bcpJyuG8vmznvaGDPWWrsmxPLPLeHv5URrMwBIKFywAgAAAED883riKFBLs0D3pNyrAvDlaNJMOa2S8o6arVU0ueMVx6pgrG4kzQp3wHus36X8K5wkK7kz39CsUdGEmSTJWrvTGNNT0ps+sTwu6dFQNmCtLbbfBE5WAAAAAAAAAEIVakuzQEMJeD05CCA6otE9YzxlO9yMtfDR+/gQ1i1VaPpwhLFI0hhJb+f+NPeXMPPxkQp2EfmQMeZkB2IAAACIS1T4AQDAXZyLgdjx+vfNiTHNNm7c6EAkAOKR0y3NELzCSbNQkk4nlVBWyKy1T4ew7D5jzBJJ1+bOOkXS9ZK+jTQOAEDiopZeaLx+IwoAAAAAsRbMfWWglmah3JPeeuutWr58edDLA0gc0Uia5R19hhtjvNw9o9v2F5o+LYR1/1ZoemeEsYRjuY4mzZT7mqQZACAkJIYCI8kIAAAAAKFzoqWZJD311FOOlIPoKe6ZAs8bEK5otjRrFMWynWDlbveMO5TTreKJudPnhLBu2ULTWx2JKDS7C02XcyEGAIiJL774Ql9//bVuvvlm3X///W6Hk1BIDAGIR+PHj1ffvn115pln6o033tA//vEPt0MCAABArkAtzQIlUQLN/+KLLxyLCUD8iMaYZlJOMioeflxjc54SrveZdWEIq5/n8/qIpO2OBBWazELThbuMBICE8O233+ruu+/Wm2++qf/85z+aMmWK2yHFLWp5AUgE+/btU4MGDbRo0SJNnTpVHTt2dDskIKFQoQbBYD8BUBynWpr506hRI/373//WqlWrorYNOINnEAiX0y3NZulo94wo2WpJl+e+rmiMKWWtTQ9ivat9Xi+11hZOYMXCGYWm/3QhBgCIuqZNmxaYbtSokf78k0Neovvwww/1ySefqFq1anryySd13HEMA4vi8fAueQwfPlwZGRn505MmTXIxGgBAHh6OAsgTqKWZUyZPnqwdO3Zo/vz5Ud0OAHc4+gTIWnuTk+UlgdmS7sp9fYJykmFzi1vBGHOipCt9Zi2MTmglurLQ9G+uRAEAUbZ58+YC03v37nUpEsTK3Llz9dBDD0mSJkyYoNNOO03t27ePeRwkYQBvSk1NdTsEIKGR+AAAFCeY80Q0W5rlWbBggdLS0nTKKadEfVsAYita3TMiOF8Xmv5vEOv8RwWTnRH3E2aMqWmM+UsIy58u6RqfWVbS9EjjAIBoOXLkiJo0aaKTTjpJNWrU0NatbgwFCX9JIC8+GGvbtm2B6Q4dOrgUCeKJF/dlAAASFZWLABQnUNLM6Wv27OxsR8sD4A0kzdy1TAXHNXvQGHNaCeu083mdImlaJAEYY06Q9I6koSb4M0cnScf6TH9lrd0WSRwAEE3Tpk3T6NGjdfjwYf344496/fXX3Q4JHrZ8+XK3Q0AcYr8BAGeQDAEARCpQ94yBzjHhJtM4ZwGJiaSZi2zOkXWAz6y/SXox0PLGmHqSrvWZNSrIMdCK00nSPyQ9KOmd3O4fAzLGVMldJ0+mpGcijMFVv/76q4YOHaply5a5HQqAKHnkkUcKTL/4YsBDLeCZGx9aLsUXkvHJg+8mAACAe4K5X4tF94zwPq7bES6SZu4bKekPn+lWxpjHCrf6MsbcJOk9n1n7JPUJVKgxppcxxvr8NAmw6K+S8toSN5G0yBhzrzGmyL6RG8M0Saf6zH7GWuvWuGoRW7RokapVq6bWrVurWrVqmjdvntshAYgCukzwLq8kqHx5JSavxAEAAOA1XCcBKE6glmYAEIzjSl4E0WStPWSM+a+kGcr5PIykgZJaGmNmSsqSVFlSDd/VJLWz1v7pwPYnGWPaSRqinCTq5ZI+k7TbGPO9pC2SjldOC7dqhVb/VFL/SGNwU4cOHXTkyBFJUnp6utq2bav58+e7HBUAJCZqeQEAACBauNYEkMe3pdmuXbu0bt06VaxYMeBxgkQ8AF8kzTzAWjs7tyXYcEkn5c6+PPenyOKSWllrxzi4/beMMVslDZN0Zu7sv0m6L9AqkvpKetbG+Vnlxx9/LDC9YMEClyIBEE3cQHsXn0182rhxo9avX69rr71WJ598stvhRN3kyZP1zDPPqEyZMm6HgiSXnZ2tH374QWXKlNFVV13ldjgAACBJef0+Lq+l2ZIlS3Trrbdqz549uuSSS1S2bFmXI0MseX0/hXfRPaNH5CbBqkuaqqPdJRa2TNLt1tphUdj+F5IuU04ybFegxSTNlHSztfaZeE+YAQBiK15OG/ESp1u+++47XXHFFbr55ptVrVo1HThwwO2QoiotLU3/+c9/tGjRIn333Xduh4Mkd8899+imm25S5cqVNWjQILfDAQDXcL0GoDiHDx9WVlaWnnvuOe3Zs0eStHr1as2dO9fv8iRX4hefHaKBpJmHWGuXWmvvkHS+pPsldZLUXVJzSVdZaytZa78Jsqxe1lrj8/NuEOvstdb2lHSWpGsktcjd/hOSGkg6z1p7s7X2+3D+PwAAEP+aN2+eX3NzxYoVGj58uMsRRdfYsWN16NAht8MAtHjxYk2cODF/ulOnTi5GAwAAkplTiesPPvhA//znP9WiRQulpKQ4UmaeQ4cOafz48Y6WWRgJfCAx0T2jB1lrtyhnLDG3tp8laUHuDwDElczMTA0ZMkR//PGHWrVqpQsvvNDtkBBnuPEp3vr16wtMjxw5Up07d3YpmugjYQavmD17ttshADHBeRjBYD8B4t+qVavUuHFjSTnXOaVLl9Yrr7zid9mffvpJjzzyiPbt26edO3cGVb7vuGZITqtWrXI7BMQpWpoBABLKE088oU6dOumVV17RNddco0OHDtFcHyHhIQx8cfxAYewTAOBNHJ+B2HHi+9ajR48C06+++mrAZTt27KjVq1cHnTCTjo5rhuT1yy+/uB0C4hRJMwBAQhk4cGD+67179yZ813HxJF4eZJA0C028fK7hSvT/D/GDYxMAAEgkW7YE38nWvHnzQi6flmYAwkXSDEhwmZmZ+uqrrwIOdgokOprjewcPfAEAQEmorIBgcF0ZHdZajRw5UvXr19fzzz+vrKwst0NCAsvOzo5q+aG0NOPcAyekpKTo8OHDbocBB5A0AxJc/fr1VbduXd1www164YUX3A4HAByRkpKiMWPGaM6cOY6X7ZWHMF6JIx5kZGSodevWOu2001SzZk1t3brVsbK5gUZh7BNAdHH+Q7g4PkduxowZat68uSZNmqSnn35aI0aMcDskJLBoJ81oaYZYsdbqf//7n8qUKaPy5cvTcCEBkDQDEtiCBQs0derU/Onu3bu7GA3gDh68JJ7Dhw+ratWqatSokW688Ua98847boeU1LzwgGr69OkaOnSoDhw4oFmzZmnAgAFuhwQAAGKM6/7INW/evMB0q1atwipn4cKFuueee9SsWbOQxqCCN+3Zsycq5Ub7OxuLpBnHHUg53YfmPZfYsWOHOnfu7HJEiBRJMyCB/fzzz26HAACOe/fdd7Vu3br86f/9738uRgMvKHxTUtwg4qE65hgulwEA8BoeVEfH+vXrIy7jyJEjuuWWWzRhwgSNGjWKa/UE8Nprr0WlXC91zwhEYtCgQQWmf/rpJ5cigVN4CgAkMG4kkAj27t3LxS4KmDZtmtshwGMyMzOjVrYXWtIloilTpqhevXrq2LGjUlNTJUmLFy/W448/rlGjRnEN4wfvCYBENmbMGDVp0kTvv/9+2Mc7ztne8MknnyglJSV/etKkSS5GAyf06dMnKuUmQkszxBbXw4iV49wOAED8yMjI0NSpU3X66aerRo0aboeDJPDEE0/o5Zdf1mmnnaaPPvpIdevWDascbqC9gc+heGvWrFG3bt2UlZWl559/3u1w4srxxx8fcRkrV65Ut27dJEn9+/fXpZdeGnGZ8G/Lli2qV69e/rQxRl26dFH16tWVnp4uSZo4caJuv/123X333SpXrpxboQIAYmDy5Mlq1KiRJGn06NEqU6aM6tevX+w6PDj1rmh15QdvceLeLtrfYyrfAggXSTMAQbvjjjv07bffSpL69u2rp59+2uWIkMjWr1+vl19+WZK0f/9+tWrVShs3btT48eO1Y8cOPfjggypdunSJ5XBD7R18FsW77777tGzZMknSsmXLdPHFF7scUXC8kAyNdN+y1uruu+/WqlWrJEmrVq3SihUrJHnj/0s0zz33XIHp1157TQcOHMhPmEnShAkTNGHCBD377LNavXp1UMf7SGVmZmrw4MFat26dWrZsqUqVKkV9mwAAqXHjxgWmH3zwQR04cCDkcvLO2dnZ2Tp06JBOOukkulkGPMxf94wZGRmOVIiTvNXSLDU1VSkpKTr77LO5v4iAv/s+L7yfXogBzvLM1YMx5lgHy+rtVFkAcsybNy8/YSZJPXr0cDEaJIOxY8cWmN68ebOeffZZ3XfffWrTpo2uvfZaZWVluRQd3JSIybetW7fmJ8wkad26dQWmvSwRbhDWrl2bnzCTclqd5Y2blwj/n9ds3ry5yLx58+b5XXbnzp0aPHhwWNuZM2eOGjVqpJ49e+rw4cMlLv/ss8+qS5cueuONN3Tdddfpzz//DHpbr7/+ur755puw4gSAZLd3794C03nd9oZj165dqlGjhk499VTVqFFDu3btijQ8AH44cU/mr4wHHngg4nLzeKWl2fz583XRRRfpnHPO0Z133qmMjAy/y3366ae67LLLVL16dS1dujTGUSKQzMxMvfvuuxo5cqSOHDnidjiIEc8kzSR9Y4wpE0kBxphSxpgPJfE0H5CzD5Z//vlnx8pKS0tTt27d1KxZM/3666+OlYvE59uX+urVq/XFF1+UuA4PvBEP/F18B/OQH5HZv3+/mjZtqssuu6zI37ghip5Qr0+mT58e8jZ27dqlmjVrasyYMerbt6+6d+9e4jq+3aIePnxYAwYM8Lucv/NKhw4ddNttt2nUqFEhxwqgoESsHAPnBdpPhg8frrlz50qS5s6dq2HDhsUyLIj7LwTPX0uzCRMmaMeOHfrzzz81fvz4/N4fwhFKS7N9+/aFtY1gzlldu3bVjh07JOWM8TdlypQiy6Smpqpx48ZatWqVfv75Z7Vr1y6seBKdG9cIjRo1UtOmTdW8eXPdfffd+fOHDx+u0qVL69xzz9XMmTNjHheiy0tJs5skzTPGFH1qEQRjzN8kfSfpv04GBcB5bdu2Vf/+/TVq1CjdeOONPBiOoZ07d6pz587q0qWLdu/e7XY4xQrmYmjx4sUlrmOt5cYtSWzYsEETJ07Utm3b3A7FETw0jL6BAwfq3Xff9XvDnodunWKjuP09nO/CSy+9pMzMzPzpgQMHhlxGOA9pmjVrFvI6weKYEH3Tp0/XBRdcoLPPPluffvqp2+EACEPhIQToISX2OF8lByfusQNdg69cuVJXXXWV7r33XlWuXFnTpk0Lq/yDBw8GHeeHH34Y1jaC8f333xeYfumll4osM3bs2ALPxn744YeoxYPg7d+/X+PGjcufnjp1qjZu3KgDBw6offv22r9/v7Zs2ZIwzyBwlNeeAlwo6SdjTJ1QVspNtP0k6fqoRAXAUaNHj85/vX//fr333nsuRpNc6tWrp4EDB2rAgAG688473Q7H8e4Sevbs6Wh5ySqv+4G3335bhw4dcjucoCxatEiVKlXSXXfdpUqVKuV3rYfoi+ekdK9evUpcJp7/v2TGMQChstaqVatW2rBhg7Zt26YWLVoUGGcPgaWnp9M6N0hjx47VqaeeqlNOOUUffPCB2+EAQIkCtbx34j4xUIJ1yJAh2rJli6Scc0yTJk3CKj8tLU0nnHBCUMuG2yrVqSQxlcm9KSUlpci8P/74Q+PHj3fs2mfFihX64osvinRVDHd5KWmW1w72NElfGmM6BbOSMeYWSXMkXSDJSEqT1LjYlYAkES81vP744w+3Q0gKGzZs0IIFC/Kn586dq61bt7oWz7Jly/x2iRaKNWvWFBjXrF+/fpGGBUlNmjRR06ZN1apVK9WrV8+xcqN5TOrYsWP+gPG7d+/2mwxZv369li9fHrUYnBYvx3AgUZEwTS579+7V77//nj+9b98+3XXXXX67UMJRH374ocqUKaPTTjtNb7/9tiNlJup3LzMzU23atFFaWpoOHjyoNm3aBBzXBiXz8nXSvHnzHB3eAHBTly5d/M53IskTqKVZ4dbe27dvD6v8gwcP6thjjw1r3Wjy6nnOWquPPvpIr7/+ut9kkRfE+tgf6LNyKo6pU6eqcuXKuvvuu1W5cuWQxlROJnv37tXw4cM1derUmG3TS0mzapLyBjc6VtIrxpiRxpjjAq1gjGkhaYqk0spJmK2WdJ21NnptagEgTvnrozuUPr6d8OGHH6p8+fK66qqrVLduXW3evDmi8saNG6datWoVW8vNyzfUXnT48GGNGTMmf3rGjBlatWqVixEFZ/bs2QWm33///QLTb731li666CJdeeWVatWqVSxDC4pXb5zAZ+OEZcuWqVatWjLGyBgTdhc7QDT5u16YOnWq6tWrx1h1AWRlZalFixY6dOiQ0tPT1apVq6i2PIh3v//+e4Fa5AcOHIiryjzxIJbnbGutZs6cqWnTphV48N+5c2ddd911ql69ujp1CqoueMLh2il5jB07NuAQCWvXrtXOnTuLXb+4LtKdkJaWVqCSbTRE85wV6/PhE088oQcffFAdOnRQ9erVo/75hGr+/PmqUyekzumiwsnPpWnTpvk9G2zatEmDBw92rOxEkZ6erquvvlotW7bUHXfcEbD1q9M8kzSz1q6TVF3SWJ/ZTSR9lzteWQHGmJclDZV0vHISZp9Kqmat5aoTiDP+TjhbtmzRW2+9pVmzZrkQUfKI5Q3NgQMH1KxZM23cuFFLly7N724hkGAvRGbNmqWPP/7YiRAh/91sbNq0yYVInNWmTZv8i/63335bGzZscDegQvzt7zxwcBfvv3MaNGigGTNmhL1+PD9Az8zMVM+ePVWpUiU9+uijMa+sAmdEc6y6eLZ9+/YiXW0vWbLEpWiQbNw+NzzxxBO6+eabVadOHTVs2FBSztADvmNoDho0yG/FRcTe3r17tWHDBtf3m0TTsGFDvfvuu0XmP/TQQ7r44otVvnx5TZgwIeD60f48Dh48GLMWvZMnT9ZFF12kyy+/XDNnzix22WDvM7799lsHIgveK6+8kv965cqV+uqrr2K6/eJkZmaqbt26MX9PIrknDGacs8KtKAtX/oU0ZswYrV+/Pn86UOtXp3kmaSZJ1tpD1toHJT0uKS+dfaOkecaYCpJkjDnJGPO5pM7KSZZlSupsrX3AWpvqRtwAnLVz505dddVVatOmjWrWrKmxY8eWvBJK5PYNwrhx46I23oW/gXR9hXuhkwjJIvj3448/uh1CwkjU5JLbx8xEsWXLFq1YscLtMMLixL49ZcoU9e3bV8uWLdOwYcM0YsSIsMtin4wu3t/Q8Z4hmq688kr99ttvfv+WkpISctdwed2O9e7dW2vWrIkotoyMjAIPlz/++GOtX7/e77ADkfasgch98803Kl++vC644AI98MADHLscVrhiyYIFC/TRRx9JyqmQWVzFk2h/FrFqaZaZmakmTZro999/18qVK9W8efOQ/zd/y3/zzTcFppcuXar7779fTZo0CbvLylD8+uuvJS8UI19//bV2797tdhiSgt9vK1Wq5OqQKImicK9CseKppFkea+0ASbdJ2q2cxFh5SXOMMc0kzZJ0V+78rZJustYOcilUAFHw0ksvFejHN6/mHiLjdkuWaNbwitbFdt++faNSbjQMGjRIF1xwgWrVquW5VlTFSYSEy3fffafXX39dGzduDLsMf+9DvNzQJ8JnmChSUlLUpUsXtWjRosDYTG7K626kJG7s7998841atGihN998M6Tth7LPN2rUqMD0Y489FvS6QDzinACnLF++XM8991yBedZatWzZUmXKlNF5550XUnmvvfaaHnzwQfXq1UtVq1bVnj17wo7NX8Ju5cqVcXPt5kVHjhxRZmZmwL8fOHBA+/fvD6vs1q1b56/76aef6ocffgirHARn3LhxBab37t2rzz//XKtXry6ybLS7/wt2XK5I7uOknHEMfRM6v//+e7FJrWDPlb7LZWVlqXbt2vrss880evRoNW7cOPyA41De+OWxFsl1ze7du/X88887GA1iyZNJM0my1s5QzjhnC3NnnSppuKSrlZMwmyGpirV2jjsRAt4XrxftkydPdjuEmMrMzNQff/zhyEC6xXEzabZjxw7XLnIisWvXLrdDCMqaNWvUqVMnbdiwQTNmzNAzzzzjdkie59TxccyYMbrlllvUoUMHVa5cucR++xEd0TjfxeOD34cfflgDBgzQiBEj9K9//SvqNWvj2bJly3TbbbdpxIgRatu2rY45puTbogMHDujjjz/WvHnzgt5OPJ77klUw3/lffvlFVatW1bnnnqt33nknBlGFZ+/evWrcuLGqVaumoUOHRu2ewI17jczMTHXv3l0XX3yxGjZsGFbXd5mZmRo2bJj69+9foKIegpOdna1nn31W5cuXV/369aN67VO4C/ZFixZp+PDhklSka9CS+I4vlpqaqpdffjnyAIMQj9cTsdazZ0+deOKJOuuss/x25zxixAiVLVtWZcuW1ZAhQ0Iuv3BFopEjR4Yda7iGDh2qyy+/XPXq1fPbIjHR3XfffbrqqquKJCyjfR4JNmnWs2fPsLdhrfV7zV1ckjecpNnUqVMLHG+nT58eQpTh4fjlXyj7bV6ry2iUjejybNJMkqy1myX9R1KaJN+9ZoekBtba+HiaCThs27ZtmjRpEl09JIB9+/bpn//8p8455xxVqFBBa9eudS2WiRMnqnPnzpo6dapjZVpr1axZM5UrV05PPvmkY+WGE4eTCtdE27lzp6u1SwvXwvVqP9iBBomOZ76tSPbt26f+/fu7GI23paamqlOnTrr33nv1/fffux1OieJx35w4cWL+661btzp6PI+24m7Kw/ksSlqnc+fOIZV35MgRVatWTQ0aNNCXX34Zcjyxkp2drUGDBqlp06b6+uuv3Q4n4XTq1EmLFy/Wli1b9Oijj3o24dKvXz998MEHWrhwoVq3bh3T7pWcesA2efJknXXWWfrb3/5WoKv26dOn64UXXtDatWs1duxYvfHGGyGX3bZtWz366KPq1q2bbrzxxrg83rtp7ty5eu6557Rx40ZNmjQpZsknSSUmTELZ/37++edIw4EDNm7cmN+7x+7du4u0yM7IyFCLFi2UkZGhzMxMtW/f3u8YzF62du1atW7dWitXrtSUKVOStoLj4cOH1apVqwLzvNLSbPHixY5ve8yYMRGX4XtM27t3b8TlIXQkDpOXp5NmxpirJf0g6eS8Wbm/z5S0wBhT3ZXAABcsXrxYVapUkTFGZ599turXr6+KFStq6dKlboeGCIwaNUo//fSTpJwacP369dPhw4fVtWtX1a5dW6NGjYrJjfyUKVN01113aeDAgbrjjjsce6C9aNEijRo1Kqx1Q/m/i1v27bffdvyhVq9evfJfT506Vf/4xz90+eWX68477/R74b9jxw5NmDAhat2lhVrTNp7t3LlTCxcuLHnBEkTr4tfppHMi6dq1qwYNGqTx48fr1ltvjahbJAQnnlo+xrMoHZcAACAASURBVHp/X7RoUYnL+B4n3n//fb/dCnnN66+/rk6dOundd9/V7bffHnA8IBQVzD7o2wIiMzPTldYKwXj11VcLTHft2tWlSMLXpk0bbd++XXv27FHr1q3zu3pt0qRJgeV69OgRctnDhg3Lf71y5coiY8ageO3bty8w7Tu2VzJLtOu2WCncarfw8w1/Y0wvX748qjE5rXfv3gWmvdpSOSUlRWPGjNGcOdHr0KvwZxftpFmwvflE8v0NtG6fPn2CLmPhwoX5rWh9kbCJjBPjKvt7luTUsyp/+My9w7NJM2PMg8oZv+xs5STLNku6TtKY3OnzJH1vjHnctSCRFFJSUrRkyRKlpqa6GkeHDh20ZMmSAvNSUlLi8ia4sLyTSEZGhn766Se/F8aJqnBN93fffVcDBw7UK6+8ounTp6tZs2ZasGCBI9sqrnvGwv1hN2/e3JFtxuqGYOXKlTG9YffdR1u0aKG0tDRJ0qRJk/Tdd98VWbZSpUq65557VKlSJc2dO9fxeJLlwmru3Lm69NJLtWXLlojL4sGGc4Ld/4YOHZr/OjMzs8hDXa+54oorNHbsWPaVCLn1/vnbL+vXr68777xTK1euDLm8r776yomwoq5wDf3HH+dWKZqKG3/HS6JVSSGa32/fa619+/bltwqKRuu+NWvWOF5mInOz21knr3kj2X8DxcE1Q45kuTcJVrhjscXS4cOHVaVKFTVq1Eg33nhjRPfx0UwoeFGk1wJff/21rrvuOi1btqzY5dx4r+Llu+wvzoMHD6p69cjb2gwaNCjobTrBK9+J9PR0vf3223rjjTfirnWvUzyZNDPG9Jf0vqSTlJMgWyCpurV2vrW2saTukrIlHS+pvzFmkjHmr64FjIS1Zs0aVahQQVWqVFGVKlVc7Xt69uzZfucnStc7GRkZ+te//qXrr78+qVrN+NO9e/cC0x07dnSk3OKSZoUfQLjZTWS43EogF07gjB49usB0nz598lt7HDx4UG3btpW1Vl999ZXGjBnjyFh2XrmwCscXX3yhbdu2BbVshw4dwhq7xG2pqalas2aNjhw54nYonpJ3Tp01a5aefPJJffHFFy5HVFT79u0ZFyyBTJo0SV9++aXuvfdeV+O49tprdeONN4bcara4Y/2ff/7p91hKjwSItWg/YIvGNU9xLR1mzpypNm3aaPjw4VqxYoVeeOEFTZkyJaztxPP1mhM+++wzjR49OqJrX688wA3ls/RKzF4VjS6YE8W2bdvUqVMndevWLehuBguz1mrs2LF6/fXXi72PGjlypNavX58//b///S+s7YUq2i3NYqFbt24hr+N7XGjSpEnA+w23jx9ubz8SI0eOdCRh/d577xWZlwzngIYNG6pVq1Zq166d6tev73Y4rvBU0swYc5oxZrKkx3W0K8bxkmpaa7fnLWetfVHSPZIO5C53h6TFxpgbYhwyEtyzzz6b/0B87dq1EbVksdZq3Lhxevnll7V9+/aSV3CA1y4ms7OzAw5W+tlnn+V3U4iCCo+f5aR4PYG7LZT3bcSIEQWmFy9erJ49e6pu3bpq1KiRatWq5bnvaiwNHTpUFStW1Lp160pc1qlWl7G0Zs0aVaxYUZdccomuvfZa7drlfzjWZP0uzp8/XzfddJNeeukl3X333Ro/frzbIRWwe/fuuOkCKJZjFsWa08fIFStWBNVa5ZNPPonK8Xn+/PmaM2eOHn74YUfKGzdunP7+97/r7LPPLvK3ZD6/hCqc43D37t01YMCAhHjoFw5/+9fWrVs1Y8YMxyu55G0rlkmz5cuXq1atWnrrrbfUsmVLXXHFFerevbvq1aunDz/80PE4Et3999+vJk2a6Pbbb3c7FEnOX3sZYzjmwjHWWtWqVUuDBg1S//799cADD4RVzlNPPaWGDRuqQ4cOuu666wIe75zsYj6U71YifGfCGU/c9z0qrgJpvN4jWmvVo0cPlStXTrVq1XKkp5hQ3wunhsaI9DMobh8vrmK7m1JSUvT555/nT3/77bcFkurJwjNJM2PMxZJ+llRHRxNmr0i631pbpB2gtfZLSTdK2pC7/LmSZhpjnoxJwEgKH330UYHpQM1yg/H888/rv//9r5544glVqVLFkdYlXrNt2zZNnjw5YIu8Bx98ULVr1/b7t3AuNBAafydkr9ZA37Bhg9shRFW/fv3yX8+dOzdgS9Jg+buwuvDCC3X99dd76oF/oAvGPXv2eGZA7I8//tjv/N69e+uNN94IufuNPn365O/PS5cu1RtvvOF3uXi+YQz3wt4Yo/bt2xf43xs2bOhUWJ6zdetWTZs2LWrjjPXs2TMq5Zbk+++/1+DBgzVt2jRXu+yKlrxjUzS+o8uXLw+YSA9F06ZNE/K6MtbC/Yy7dOmiWbNmORyNs2J5jrnnnntUq1YtXXXVVdq6dWtMthlp11iBHiI//vjjAd+7hx56KOTteOFBmBfMmjVLixcvdjsMx78X8Xwt56ZwvhejRo3SySefrNKlSztS4cpaq1GjRunuu+9W//79i+1l4MiRI/r111+1d+/eiLdbnIULFxboTvrrr78Oqou0LVu26Pnnn9eYMWNkrVX//v3z/7Z69Wp9+eWXftdzq2eFZK10Eiy3zxvhbn/evHnq16+fduzYoRkzZujFF18Mar3MzEy9/vrreuqpp4pUHnfyGBtuy808TsUyadKkqJUdCX8t9GLV+MNLPJM0kzRP0iXKSYBlSmpprX3CFrO3WGt/lXSNpB9yZx0n6XljTHj9JQBR5DtI9fbt2zVq1CgXowldSSfL1atXq2LFivr3v/+tChUqFKnxvm7dOo0bNy7g+l44MSSjaI11Yq1Vr1699Oabb4a1ftWqVZOqm85oPDhYt26dfvrpJ3Xq1MnxsqNhzJgxrm5/3759uv/++9WgQQO/f+/Vq5fatWsXcnephSsEFB4IPJ5s27atwLnMCXlj1OTxYheWTpyffv31V1WoUEF16tRRxYoVC9R8zMjIcOT/njBhQsRlhKpv37666aab1LFjR9WpU0dVq1aNynhDc+bMce2c0Ldv36iW78TDomQdZ8BLWrRo4XYInrNp06YCD2ujqXLlyhHVgA50nJ8/f37YZcartLS0/LF6A3HiIW44Y0sGs+1YPWB2+0F2IinpOsvfe/3mm2/q0KFD2r9/v9q1axfxtdrMmTPVrFkzffHFF+rWrVvA8bz27dun6tWrq2LFirr88sv1yy+/RLTd4virVFNSBYG0tDRVqVJFTz/9tBo1aqTnn3++yDKBKs36ux4paYwtX+F+Bl55DhRpHOnp6SEtn+jHkM6dOxeYDlRxtLCuXbuqQ4cOevHFF3XJJZeodu3aKlWqlG6//fYSE9V//vmnmjRpopo1a+qzzz4r9jN96623goon2ho1auR2CGGx1mrixIl68803o3Lv5xVeSpqVzv2dIukOa+2I4hbOY63dI+kWSXnLG0neaO8PFMML3YwdOXJEzzzzjP773//qu+++K3bZki4inn766fxBxvft26cnnniiwN9DueBCdPj7DFevXh2VbS1ZsiSi5MDevXs1fPhwByNyltMXudG8WUiUcQ+dVrg25fDhw/XZZ5+VuF64ieCS+NunvHITKeW8X9WrVy/QSjKPF276vJ406Nq1a/6N3s6dO/Xss89KyqldeMYZZ+jkk0/WSy+95GaIYSncum3t2rUaMmRIgXnB7sclLefbRYgbvLCfw7ti1aLKa0r63g4ePFhbt27VPffco2rVqgVszR0Kf60hfvvttwLH0IyMDM2bNy/o8ahXrVqlBQsWFPl/YnUettZqw4YN+fdSbhk+fLhOP/10nX766Xr77bejuq1IWqnHm1BiXrNmjRo0aKCGDRuGnAieM2eO7rnnHrVp0ybiVhTxZOvWrRE/tC1c8aFly5Z+lxs2bJiWLFkiSdqxY4eefNJbHV0NGzZMu3fvzp8OpbKbv6RZpUqV9MknnwS1/ooVK/Jfh3Ls9NL9TiTCHeuyJL7Hj8mTJxf5e4sWLdS9e/cSKzvEWrg9IPj27pWenq7p06crIyNDX3/9dYm9Uz311FMaPXq0Zs2apfvvv7/YLiF9k2ZLlixRy5Yt1a9fv6CTn07tt06MuRYrvv9z//79ddddd6lt27a6+uqrlZGREdVtu3Wd7aWkmSStl3SDtfbbUFay1mZaa1tK6iSJ0doRUHZ2tsaPH69PPvkk4m484kFJB/LnnntOffr00bhx43Trrbdq8+bNYW/r008/LTD91VdfBb1uolwoxatgxpIKVTiD4Rbme8GP4nklKZ2Wluap5EXhVky+vvnmmwLThRP94UrU49mkSZO0adMmt8Pwy1obUmxfffWV+vfvr1WrVgW1fCRdM+cpPE5EXsvKdu3aKSUlRdnZ2XryySejetyz1uq9995T586dIxpD1FqrkSNHqkaNGn7/Hm7NTd+HLf40btw4rHKdcN9990Utade1a9egbzTDOb4k6jEpGnivQhfMe/b4449rwoQJWrhwoRo2bKgdO3aEva3iHpoMHTpUUk6lwBo1aui6667TpZdeWuR878+wYcN0zTXXuNZF8EMPPaQLLrhA5cuX9/tQNBbS09PVsmVLZWRkKCMjQ61atfJk62+vK+47sXfvXvXq1UsvvPCC39bT1lrVr19fH3/8scaOHat77rkn6O0eOHBAt9xyiyZMmKC33npL7du3Dyt+p0RzDKBoCHbsoz59+hSYnjZtWkTbnTRpks477zydf/75IT0/8bVy5UpVqFBBpUqVKtK6x59AwyAEavke7Fhq4R4vvNI9Y6RDGgwYMCCk5YP9jrz77ruScip3+Ou5acSIEXrhhRfUunXrkLYfLC9VcJgzZ06xfx82bFiB6eKu3fMq4Ozbt0/XX3+9hg8frh49euipp54qsmw8VtaINt/3acOGDUWGNnJSVlaWo2MuhsJLSbO5kqpba4u/Yy6GtfY1SfWU01oNKKJFixa699579cADDwTsgqskbvX1HA2+zfWttcW2DIq0FQQPItwX6DOIpOuc7Oxs/fbbb0UegDC2SnTt2LFD9913nypXrqwRI0ZErcVgKF577TWVLl1aZcuWjepFUyjq168f8Jjt2x1kIo7D5LRIB1L2l9h16rwwY8aMoJf98MMPVbduXXXr1k1Vq1Z1ZPuRKNxXf6BxJqSclsG9e/fWxx9/HFbrreHDh+uRRx7RwIEDVaNGjbCPG7/88ouaN2+uH3/8Maz1Y8XJ645wE2bBJMPef//9qNVOLs6ePXv07bffJm0LqcIOHz6sO+64I+z1uc4NzPeaIDs7W+XKldMll1yiO++8M+QE2sCBA0tcZty4cZo3b56knMo8oXSdOW7cuJiP9/vzzz/nv0epqakBW7hEm7/z/Nq1a12IJPHk3Uffeuut6t27t7p37+73WcTKlSsLVOj55Zdfgj5GDx06tMD9l9vjhUd6TJw7d25Iy8fjQ+1Nmzapfv362rx5szZt2qQWLVqElUDq16+ffvvtt6Ar4ATqepIxzWIr2H1206ZNWrduXYkVPKP1nU/U68S8/W7QoEEFjp2Fk5+pqamuPNvKzMxU3759df/997ve20YwiqusHCknxq0Ml5eSZrWstRFXr7XWfi3pOgfigUd8/vnnat++vaZPnx5ROampqQUuEMI98Nx2220Je2IfOXJkwNr6/i58P/jgA8e2HY2HDb/99ltI/YwfPHhQHTp00A033KBBgwYl3AOQQP9P4Ro5wZZ14MAB1alTRxUqVNCFF14Ydu04L4u0xlmwQt3Xevbsqc8//1y//PKL4+OohJMgP3DggB577DFlZWXp0KFDat68uSeOk7t27Srx3LF69WpVqFDBsW2uWLFCQ4YMSbhEXDD7aFZWlpYuXep3kGB/CRqnjrGLFi0KetmHHnoo/7UXx00M9J7s2LFDVatWVa9evdSgQYOwWnM9+uij+a+zsrL81qQMRjC1mH0FqtEcbSW1XIu27Oxs1apVK6hlY926ZdOmTapUqZJuvfVWXXnllercubO6du0alfE148X48eO1cOFCt8PwDGutnn32Wf39739X7dq1g+7mMFhr1qzRl19+6bfL3+K88sorJS4zcuTIAtN5lRM2bdqkHj16lNjNcigVMZzge2yWYveAMiMjw3PdeQWS1x2eVPKD5pkzZwZdbizv9ZYtW1bgemXSpElF3n9/n0ewrXf8XXt5XXp6urp161ak9ZYkjR492oWIosfffnv++ecXmP7jjz/CqqTm1DMZt+7dEu2ZSzT07t076B4ynPbqq6/mt+QOhdcT2XlJ4jVr1hS73Isvvuh3fqj77YEDB7R27dqgk9uvvfaaevbsqc8++0z33XdfgfNgnszMTKWkpHiiYUc0W6ZHWnk3Ep5JmllrHXuHrbXF7/WIKx07dtSQIUN02223RXQz61S/3t99911CJgfynH/++Spbtqwuu+yyEge/fvjh/2fvvsOjqLo4AP9uGjUgoH4gCCgdpCldutKLFBFEBEGkCUjvXUKTIgSRItIUEZEmqFSRokCUjhRRqoCAQCCUJGTv90eyy+7szO70md097/Psk+xkduZky907t5zb3qSolBs3bhxeeOEFlClTBvny5cPChQv9NpDGxsYiNjYWv/76K/r27YudO3eaFK1vel08K/1iv3TpEm7fvu21/d69e2jYsCGyZMniSnmjdCRvIBg/frzkTAxflUC1aYeUMHK9NzUXLsJUCffv3xftNLLioshfg9CYMWN0TzvYq1cvVK9eXfP/a4cKsJO//yUlJQV169ZF6dKlUbBgQc3papQIC7NNddYwEydO9Hgvv//++7Ie56usEkvRyDnH7Nmz8cILL6BFixa4du2a1z5XrlyRdW4gtbO0Tp06svfXy8GDB3Hy5EnTz+vuhx9+wO7du2Xta2RaW7HPbkxMjKtucfv2bcyYMQNTp05FpUqVNKXqDmSjRo3S9Hi7Nw4pFRcXh3HjxuHy5cvYunUrJk6caMh5YmNjDTmuUGJiIsqVK4eYmBjZ5ScAy9cY0+LixYvYunUrfvrpJ9SoUQNVqlRxlUmHDx9GwYIFkTlzZrRv316ysdzIepuSz4ySeq9Z7ymlxDq15KydE2xli7uFCxdqyniiFzutKeSv40qvz+TChQuRIUMGZM2aFWvXrpV1bqPYYaCl3d2+fdvS68Lu3bvLeu89ePAAu3fvxsWLF21fdjnfd9evX/f6m3vbgNTgHiWfxVu3bqFYsWIoVKgQXn75Zb9t0w8ePMCAAQM8tvXp08fj/pUrV1CpUiU88cQTqF69uin1FV+v6YYNGww/vxWCv5WBBA3OueW5uZ2WL19udQiGunnzJk6dOuVRUBv9pafnRVliYiJGjx7tun/hwgV07twZNWvW9Hke4TpcVqVHEWNFJenZZ59F3rx5vTqJv/nmG9GcwnqPQrZSUlISRo4cKfn3LVu2SL6X5KydIWT3EXZ2r/T64+v5NSqV5KFDhzR3vJs1AvzQoUPYt2+fz+fJ198YY/juu++wfft2AKlxd+7c2WsfJcdUItDfn2KSkpI8GtPMSoX4xx9/oFevXjh+/DjWrFmDcePGaTresGHDdIpMGeGFpRXsfPEoNcM8KSkJY8aMMTcYm9BaHhnxPZ6cnIyvvvoKq1ev1q1R8dixY6hatSpKlSrl8z3av39/j/uffPKJ6H52rL+IxbR06VLRhjFfxAaOCSmdlWbW87V//36UKFECderUQe3atbFz5078+uuveOONN+BwODBixAhXo+CyZctsM1BQDj2/842oP0i9xnJeezt+ntSS89z26NHDhEh8++OPP1C8eHGrw3Dx9x7Q6z3SuXNnPHz4EHfu3EGvXr3AOdfc3qD28xSqnWbnz5/H1KlTZdUXHz58aPnz9OjRI59/T0hIQIUKFVCtWjUUK1bM7wB8qzmfT7G2G3/thmo428ri4uIkU6Q6iQ2yEM40/OSTT1yTSn755RevWfZG8PWcGDlw3Mprfdt0mjHGwvS8Wf3/EGMozW1tFKnC4siRI5g0aZKr4dAXxhi2b9+ORYsWyboo82XXrl24deuWrDiVFP7uF1BiI9Lt6ubNm6Lb4+LiZI/6BuyVv/ns2bOWnPfu3bteaWOCbUaZGDkzU/X8TIh9Li9cuICqVasie/bsGDhwoGEV5StXrmDChAlYvHix5ZXxYGNVGg0lxo4di7Jly6JSpUro1q2bqmMwxrBo0SKPbZcuXVIdk9K0qFIVaTuNHJaLc44FCxYgOjoaTzzxhN9BOpxz7Ny5U1E6Kl+EnVxSDeVyffvtt5oer5YdGoCVlqf+0sMA5jSoOteCItZr3rw52rZti5YtW6oun4W6du2KPXv24OjRo3jzzTclZznKTV8bKI38atJtL1682O8+3bp1s+Vz8MEHH4jO+L9y5Qri4uK8GmnF0uP5okcDlpJjuD/HejaeaXntjh8/Lvt4wTi4x0xynj+1z/GIESNsNfDT33tyxowZXhk+tLp06RLi4+Mtuw60U2YNM505cwYDBw5EkyZN/O67efNm/P333yZEJc1f+8jnn3+OY8eOATBv4Kc7pWVASkqKZAr5s2fPymo31FLuKCUsG4Qz4AYPHqwqFuKbnTqXknW8+Z/nTkKO0ZXVEydOoHz58hg6dCheeeUVfPfddz73X7hwIV555RV06tQJZcuW1ZQDtnr16ihdurTuKcbcffnll4YdW+kFy+nTp7FixQpV/6/YBY4UO14Ea6H2/xGmagqFVGhyKEnvo8akSZOwZ88e3Lp1C1OnTjVkcdXExES89NJLGD58ODp27Ohzdl2gEksvZxY7liF3797F3r17cf36dSQnJ3vMKpk/f77XYIEVK1agSJEifhefVvMdK/WYgQMHSj4mISEBw4YNQ9euXV3pU6XKpLx582Lz5s2K47LShQsX0KVLFyQlJeHBgwfo2rWrz8aEPn36oEaNGqhVq5bkPvPnz5f9+mgdxEMeUzrQq3DhwpKDfnzxtzj5v//+iw4dOshKAwZQ465aej9vf/31FzZu3Oi6v2DBAl3Wi3BvbE1ISJBcXN2O7wMt36lq/h85z/fp06cVDdAw63n1NbBLqiyw42vudPz4cU2DcYzw9ttvm3Ieu74u33//PYYPH65oQKqdJCQkAIBkGWgVf+Xc2LFjUa1aNd3rtw6Hw7JOM7lrPBFr+ZvJNG/ePJMi0YfD4fDZEXjjxg2fj7fjdb4SnHMcO3bMdmnZf/31V3zzzTe2WXvcTi2fzO2nHjdCPBhdqA0aNMjjIkTJou7nzp3TvNjtxYsXZa03EOiF+/79+1GmTBm8+eabKFWqlOSaU1K0VgYdDgemTp2K+vXr46OPPgrJmTl2vXgzm54zEcU+l59++qnH/b59+6o+vlRqty+++MJjfaIJEyYYmkbPCpMmTTIk/n/++cfSDjk1rl69irJly6Jy5cooXry4aKO++8CC+Ph4tG/f3m85u3//fqxbt85r+4EDB1xlpNj7SmoUolj61/v376N///6Ijo7GxIkTMX/+fBQpUgTXrl2TLJPi4+NtkfpHCWE6xISEBMmy5vTp05g1a5bP482fP99rtrAvgfxZtxtng5wS06ZNU/yYjz76yO8+S5cuxdatWxUfO5TIee9LLQZvBLER5du2bVM9I0Lq/5PqGDKzLtC6dWtDjhvIHj58iL///tvQ9Q7lsMt3ws6dO1GgQAFLlkjgnOPy5cseZfrdu3dFZwcrvUYS7m/E852SkoKVK1di1apVul23btiwAY0aNcKECRNQo0YN/Pbbb7oc10yrV6/WrUznnGP+/PmoVasW+vXrp+lz6/4ekHo/OBwOdOjQQfU5pM5rRbuGw+GwTTkTDBISEpCUlITx48ejc+fOOHDggKLH+6pj+EvfHYivo5Z2LTv+v1euXJHdCd22bVuULFkSBQoUMHSChBKffvopqlSpgjfeeAOVKlWyxSxUO3WaqcUFN0I06dy5M8aPHy97RK6TMM3FvXv3FH3If/75Z0XnEzN37lyP+3YsyMVcvHhRdqy9e/d2VUTj4+NF10vx9eWnpDIodpxvv/0WAwcOxKZNmzBo0CB88803so+nxZkzZzQfg9YPsi85r43SMslds2bNRPOQHz58WFUsahw7dgylS5c25Ni+nD9/XvJvclIviRk1ahTy5MmD3Llzq4zKGjNmzMBff/0FIHX0nNhsSffP9+LFizWN/nzppZcQHh6O/v37i45iW716tejjxMrpMWPGYPr06V7bGzdu7HP2q/P/DWRSr0GRIkX8PtbXbIPLly/jtddew8mTJ1XHRqSpmZWtZkbxqFGjZO3XqFEjxccmnoYOHSr5N72/O8Xql40aNULRokWxa9cuXc8ll5zBeWqsXLlS1+OZff1jRL34xRdfRIECBfDiiy/qPsMqUOvxSUlJaNeunanxp6SkoGXLlsidOzeef/5512AjX9eTer//5P6/Yvvt27cPbdq0QevWrdGqVSu88847usTUrl071+8OhwM9e/bU5bhafP/991i7dq2i9hdfZboS+/btQ9euXbFjxw7MmDHDVd/euXOn6/pN7uv46NEjfPLJJxgzZozoukZOvv6mht5rmrnPlPaFZpnpq2zZsujatStGjhyJhQsXokqVKqLLuEjRupaxP4HYwW4E52dFyVqrcr5bnnnmGVSsWNHv+mIHDx7EihUrAKR+Btu1a4du3bqhQIECYIyhYcOGlnSkuQ92PXr0qGRbgZns1Gm2BMDStJ9yb8sBHMDj2WUOAFMBGPtJJ0Ft4cKFGDlyJIYPH675WD/88IMOEVnr2LFj6N69u6HnWLZsmewR2cIGJaXrpSjpNBP7YnrjjTc87rdp00bR+dVq0KCB5kqlGZ1moVTx1fOiWM6xDh48qHqNphs3boiutSj3f1DTQCE89tChQ/02/HTp0sXUNCkdO3ZU9Tjn2h/+FkS228CFKVOmeNx35p2X4i/tm1zTp0/HEfDUdwAAIABJREFUBx98oOkYUrNp4uLi/L4/N23aZFnZdP/+fc2NSUYsRu20fv16tGzZ0pBjG+3MmTM4cuSI7T5nTmrKTTvMXg/UBvVgsmHDBixYsED0bwkJCbrOoOWc4++///ZKzSr2PhC7NrLb50+qcVDJ+/r48eP477//ZD+me/fu+PDDD3VJn+l04sQJAMDJkydFB4wEA7V1Sz3LqKSkJAwbNgxVq1ZFTEyMV6fBli1bXPXS69evo1+/fj6P99NPP6FMmTJe28+ePSurfNf781SpUiWsWrXKdX/ZsmVgjOGJJ57A22+/jcKFC6NMmTKKB2wIU5oZkULenZzXvF27dmjevLlp1+buevfu7XF/+PDhKF68OGrUqIFq1arh0aNHsl/bMmXKoGfPnhg7dizeffddI8IVpWd6xjVr1sgekOXvWoooc+bMGY9BoYmJiX6/Q+Lj49GgQQOEhYVh/vz5kvv5uy6U8x43ct0tpccWW/fTTIcOHULx4sVl73/t2jVwzrFhwwafg40OHjzod01q4YQPIDW9pjPLwQ8//KDboAItnO1XVl6b2KbTjHPeUcWtHee8PIDqAK4h9f/Jyjkfa+1/Q+zixIkTqFKlCgoUKKA4/eHUqVM1n99fYWWFPn36KNq/UqVKXjPY1PD3JSpnQVs9ZgzYoUFKLaUdhEJaLsTcp/b7+tKKiorC008/bXk6GTP4ej4vXrzoyoOt55e80tFi7oYMGaJptppWYpUzoQULFqBFixb46aefdD23VVP7jW5E8Of27dsYMGAAunbtKnvxaPf3a6A0nvub0VO/fn1ERUUhU6ZMJkX02KxZszTXBS5evIjff/9dp4i8/fHHH2CMoXXr1qo75t1dvXoVBQsWxKFDh3SITlxsbCwKFy6M0qVLo2rVqihXrhxy586tS31FL3oMNlD6dz0Eyudeb1qfWz2ft7feesvn3/0NeFDi3XffRYECBfDcc8+pynphZqeZnHNJlQFKXp8FCxagUKFCkqmthZYvX45Ro0YpvsaSa8aMGYYc1wiXL19GzZo1kTVrVr/7Tps2DY0bN8bMmTNNeR+J1YH37t2LiRMnYs+ePRgxYoTXmuTC597X7G1Auv2gYcOGaNCggd8Yzfo8xcfH44svvsCff/6Jw4cPo0uXLq6/SY3sHzFihKkdHBs2bECdOnUwa9YsRdcvq1at8pllwghxcXFe25wx79+/H++9955oGnM70TM9o/tMRH9CacCtVcRSybpbvnw5fvzxR1PKH7FBvHpRc71vZXrGQYMG+V03Tah69epo0qSJ37TWzgG+gU5qKQcz2abTTAvO+W4ATQCkAOjMGCtpcUjEJvr27Ytff/0Vf//9ty4zx5zECkg9cv8nJydj3759ui3GKHb+2NhY1+hFOexQUDmJpRJTKpA7zdSuY6GHXr16uX73V7m4fv266MWD3aWkpGDixImoU6eOrDVifE2nz5s3L5599ll8/fXXss4tt6w4fvw4cubMKWtfoYMHD2L8+PF+z2uHNc30HllpZAXdFyXpH/01xEjhnOPMmTOiaRjefvttTJs2DfPnz0eNGjVUHd8O/JXbci94zFxQmHOOJUuW2GKUnlwrV64UTdmqxl9//eV37QMtevfu7SqXfvnlF/z++++4fPkyunfvjnPnzhl2Xrnu3LmjKj2j0WXtp59+iiZNmhh6jlCl5rX7999/sW/fPq+ySY/Oa6Vu376N+vXr227mmFJ6DHoEUmesrV+/XtFj7NRprxcl74fMmTMjd+7c+Pnnn2W9h/ft24eNGzeiT58+pmQZkDNwRsma5EawaubDkSNHkJycjK+//lpy9nlMTIyiVKpaBxJcvnwZW7duxQcffIBXX31V0WPlDhQzi9p08GbSs9NMSX2bOs2M5+91VTJ7/caNG+jUqRMaNmyInTt3ag0toGmtL23ZskXxY3bv3q3pnE56Xe8ZzcwMRFKCotMMADjncUhN18gA9PazOwlgShaz3LRpk4GReNLa0JycnIzq1aujUqVKKFKkCIYMGYLY2FhDRkotXLhQ92OaQY/XU6rSYMQMnFu3bmH8+PGYNm2aLmnOrBz97T4TMFhHoa9cuRLDhg3D1q1bZXWa+fPw4UPd1g5wp+W9Khx1ZNfGsbNnz+p6vE6dOul6PD2cO3cOtWvXRs6cOcEYU51OplOnTihUqBDy5cvn1ZjhPrtP7poodvx8+5ulqKZzwmgzZsww5PNvB3LfI1aNqn7uuecsOa+7SpUqqXqc0WVyjx49ZM36DUVan3upGfbnzp3Dxo0bvQba7N+/Hzlz5kSlSpWQKVMmMMaQK1cuLF++XHUMKSkpGDt2LEqUKKHq8Q8fPkSbNm18psCrV68eihQpgnnz5qmOUy05Zc/NmzdFG5XM/G47deoUKleujGeffdaQrCOcc+zatQu7d++2VT1Oy0BLJWmC1b6WcmZJCa/Xjh49qmsM/ojNHjDzveuvLupvFqxR9BpQHGxOnjyp2/rqDofDkswcoZCeMSkpydIZw3p+T7z//vtYtGgRfvjhB9SrV8/yFIdaVatWTfJv165dw8CBAyX/riUzjtXX21ozWJlF7hI+RrJfK4M2zqvzwFycgcjSv39/q0MQpbXg++abb1wzDR48eIDJkyejd+/eKF26tO4LvYYyqUrD66+/7rXt3r17qi8AOeeoVasWRo4ciQEDBuDtt99WdRx3Uu8xzjkuX77s+lLZv38/Fi9e7PW+0VphclZq7fDlZYS2bdvqfky91oQyyo4dO7y2vfjii7oc+/nnn0ezZs0ULXBrFOHaC3YwdOhQ/PTTT34X6hVybzg4evSoa/RqYmIiOnTooDkuO6Zn9Jfm0i5xAnClN7NrXUWNJk2aoEOHDq7vFDs10trViRMncOrUKcWPs8Nza6fPU6CLi4tDyZIl0bhxY5QqVcqj/BZL5Xf16lWPNGlKnD59Gvnz58eYMWPwxx9/eP39wIEDsq4nVq5ciX379km+DzZv3ozTp0+jW7duOH/+vO3SM9rBkCFDsHfvXly6dAk9e/bExYsXsXr1aixfvlzzIL2UlBQ0aNAA1atXR7Vq1VStFyr22jLGJLfbjZkxXblyxbRzPXz4UDQFu1n/rxnniY2NRcaMGZErVy5Ds0AY+b/Y6Tq4f//+Xuutq5WSkmJJp1kozDTr0aOH3/UQjaTnd6f7AM2HDx8iS5YsrlnWgfId7c5XG0G3bt18zl6fPHmyESEFtKpVq1q2LIZRgq3TzJm7LCtj7AVLIyGG2bFjB27fvu13mrHZo1aMSmkWHx+PCRMmaD6Ou0D8QlPCV0VZ7H1z7do1rxz2TmPHqlsi8bfffvOY9rxq1SrNXyBi/1dKSgpatGiB3Llzo0CBAhgyZAgqV66Mjh07olSpUh4dFlpf91Cfgq+WnOdduM/WrVuNCseDWMOa2CwvNReft27dwrp16zBt2jRVsbm7f/9+0OTmdlqxYoWqx40bN871+9q1az3+ZvdOWjXOnTvn9/Ngp++0mjVronz58laHoasNGzZg6dKlpi5IL0Vp7v9AY4f38qFDh2w50CAQ9e7d29XAevXqVcTExLj+9uuvv4o+Rs1gLYfDgdq1a/udUVymTBlZx/vqq69kfe8rWbfGamY2zAq/m/PmzYuWLVvirbfeQuPGjVUdMyEhAYmJiShfvrxH5o3Y2FjFn1clgzpKlSqFokWL4sSJE7h69SpatmyJsmXL4vTp04rOqSc7pNo3ouPE33v08OHDmDdvHk6ePKn7uQFzOs169+6NBw8e4OrVq4YPLnrw4AH69OmD6tWrY+LEiboc08wsRnJ8//33uh0rb968uHbtmqZjqEnLHQqdZlZneTIji4HSQaChzo4DUvSwZ88e0ckIWln5fAVbp1mU2+/UaRbEsmXLhtq1a/u8SLDDlFO9vqCUVIgSEhLw3Xff4fjx4z73M2MqdePGjbF9+3YcPHjQ72KVZrl58yZmz56Nb775xvX6+FpzRk2avps3b2L06NFe2/UcdbF3716MHTsWgwYNcl2cX7t2DZMnT3ZdTF6/fl23tR0AoHv37rodi3hyLys2b96MOnXqWBiNviZPnuyR3lONjh07YtSoUaofb4eGaHfp0qVT/djLly/rGIm3Dz74ALly5UKtWrVw6NAhQ8/lz44dO1CiRAns37/f0jiU+u2336wOwRDOuoiVFy5du3a17Nxm8NcYbFZZpiVFYKAy4rkVrlVpVErD7du3y1r3Vm6jltznYvfu3QGzLsbMmTOtDgEAcOHCBVWPi46OxsyZM3Hw4EGvv+XPnx89evRwdbj6+1/9zd4WOnXqFCZMmICRI0di9erVltcN9Owo8EVqVuDhw4dRuHBhXc7hTJd77do1tGjRQnK/X375BeXLl0e3bt3w4osvSqaN1ELu516v61mj30fTp0/HzJkzsWvXLgwbNkyXYwZ7HUTreprCAQNyhEJ6RqsZXXfknCM2Nlbzef7444+gGyQbitSUA7bGOQ+aG4C3ATgApADoaXU8dNP0WuYBwP3dZs2axaV06dLF7+PV3tq0aeN1vsjISNF9nbSc73//+5/sfQsXLswB8IiICF65cmXRfd59911esGBBXZ4LPf4/uefxFwPnnD969IgPGTJE1jGHDx/O7927J/t/lIqBc87Pnz/Pz5w5wx8+fMjz5csnul9iYqLX+0bJc/Dxxx9zzjn//fffeVhYmKzHFCxY0HWu7du3a3oNChcubMprbdYtPj6et2/fnhcvXpyPGjVK1TH0ej4mTpxo6mdJ6bk2bdokVdRyzjn/8ccffT4+Q4YMiuN89OgR55xzh8Oh+X/OmDGjJe8xI265cuXip0+f5hs2bOA9e/bU5fW1441z7vo+83crWbKk5fGq/R+tjkHprXXr1pbHEEyfZ+GtcuXKPsvayZMnmxZLqJGqu2l5znzto+e5vvrqK11f+169ekleQwhvefLkMe09qbUea8Zt2rRplp17woQJmt5bJ0+etPz5s8PNae3ataJ/b9Cgga7ni4mJ8Xmtf/HiRa/r9jp16niVNwMGDNAUx86dO2XtV6NGDZ/Pm9Ps2bMtew137Nihy3EcDoffMp1u3u8DuftxzvnRo0ctjznYb82aNeOPHj3iX375JV+8eLFHm9SUKVNMj+fMmTP8wYMHHp+t8+fPq2ovCNRbdHS04ec4cuSId2VXY1m2Z88eWccQc+vWLd6mTRv+/PPP8wEDBvDExES+dOlSHhsby+/cuSN5TM45/+ijj0T/dvHiRff7ebgRfRNGHNSKG4BsAH7H406zwVbHRDdNr6esTjOpDyTnxnaatW7d2nWe2NhYnw04V69e5Tz1nwrKm5MZ55HzHlD6xX/s2DHZ/6NUDIUKFXL9ni1bNsnjJCUleb1PlcQ6c+ZMzjnnVapUkf0YPTvNihQpElTv5ZiYGM3HSE5O1iUWZ0PHokWLDP+/1bz/tHaaqbkVLlyYX7p0ib/22muajxXMjexSr68enY1W/x9Wx0D/I93MvlWqVMlnWUudZsbRo9PM4XDwcePG8Xz58vE1a9aI7nP16lX+zz//6Pr6GNFp9txzz1n+eRDetm3bZnkMdr9xrv57ZePGjZbHb4ebk5kdwr5uW7du9Rmnk9ZOM72eN6fp06dbFkumTJl0OU7z5s15SkqK63+y+r0QCDe5z5PTgQMHLI852G+vvfYaf+utt1z3GzVqxDnn/MaNG5bF9MILL/ArV6643gfvvPOO5c+TmbcsWbIYfg7n6+zO4XBoKpv37NnDHQ4HX7p0qc/9xPhqeytTpoxk2wXnnE+dOlX0bwcPHnS/b0inWQRsgjGmZbGcTACKAMjgts28VVtJyElISMCcOXOwaNEiv2mYpk+fHtSLRNavX98r/YyVBg0apGj/2rVraz7nn3/+6fpdbAFnvalNdZdahyVOw4cP13yMyMhIHSJ5/Np07NhRl+PprWHDhhg+fDiGDx+OqKgor78bka7t9OnTePPNN7Fr1y7Nx7p//74OEQWWQP+8N23a1OoQCDGdHdbqCVV6lJndu3d3pWBs3ry56D558uTRJR3VK6+8gtq1a2PIkCGGlPdi65uS4Ca1vnOosks9SizlfyDo16+fZedWszakmDVr1qBKlSrIlSsX3nrrLV2OSVIlJiYiXbp0lJ7RBHfu3MG6detc9zdu3Ijz589jx44dlsV07NgxxMbGutZ63b59u2WxBKuNGzcCALZu3YozZ86gRYsWuHTpkuayeerUqX7bXKdOnYqMGTPivffeQ2RkJO7cueOz7e3QoUOq2nzKli2r+DFK2abTDEBVpPYOqsXcHp8EwF6rdBLTGVnR3bhxo6sQ8mfKlClB3WlmtwVxldK64K0SWt+Tajomzpw5g+joaMyePRvPPvuspvOT0JWSkoJx48YhR44c6N27t2nn1aPDjASmUGi8e/DggdUhEJu5du0azp8/j3z58lkdCnbt2oVq1apZHUZAkbNmmV4NhNu3b8f27duRP39+hIXpu0y5XToLhHbv3m11CCSE2OVzsGfPHtHtkyZNgsPhQK9evRAdHW1yVN569OgBzjkGDRqErFmzWh2ObpxrAAbdOj0WGzZsGKZNm4bk5GSrQwl68fHxXtt27dqFY8eOWRDNYxMmTHB1moUaresHyjV//nzXWoxjx45Fnjx5NB9TziSFgQMHAkj9/poyZQqqVq3q9zGnTp3SHJsR9K1hW48hNT1jT865vJWOScCTqtD+8MMPJkdCrGKXixp/pkyZoumCX+1snoSEBPTq1QsPHz5UfW5iLM45/vjjD6vD8OuDDz6wOgQi07fffmt1CMSPmjVrWh0CsZlz584hf/786N69u9WhoHr16rh+/brVYRA/2rVrh3PnzlkdhikCdcYNIUYYOnQohg8fjkaNGlkdCgDg008/xdy5c/H888/jyJEjVodDbG769OkAQJ1mJjhw4IDXtrfffhtTp061IBpxRmStIXB1mAHA1atX/WZJ09vy5cvRrFkzWfVUX++B06dP6xiVMnbqNLug4XYawG4AHwMoxTlfaHbwxDpNmjQRHbV56dIlC6IhVti8ebPVIcgycuRIVK9eHVu2bFH1eC2Vibt372LnTi1ZcImRJk+ejBIlSlgdhiqccyxcSF+7dvL333/jjTfesDoM4sf+/futDoHY1Ny5c0UvEM0eJNSyZUskJSWZek6rBMoALDHDhg3T9XiULitw/fjjj1aHQEy2a9cudO3a1Vaf21q1alkdAgkAMTExtnrfEkJ8U1NXlttRJ9XWuWHDBsyfP1/xefVim04zznl+zvlzKm/FOOfVOef9OOf2H6pPdLVx40avCwS7XeC///77VocQ1OrXr291CLJxztGpUycA5qcfC+QGoWB39+5dq0NQbebMmVi5cqXVYRA3hQsXtjoEQohGdkhRumvXLvTs2ZPqDyFm7ty5VodAVGrQoIHVIQSNQCr35s+fj48//tjqMAhRZMSIETTTjBDiU4cOHSw9v206zQjRYsaMGa7fr1+/jooVK1oYjbc5c+ZYHULQC6R8yJcuXcK3336Lpk2bKnpcz549Na1zovXi79SpU3jppZc0HYMEn759+1odAnEzefJkpKSkWB0GISRILFiwALNnz7Y6DEKIwaiz1FMgdZoREqio04wAlJ6RSLt586al56dOMxIU3AvZOXPm4NChQxZGQ6wwYsQIq0NQpE2bNqoed+HCBdXn1OPiTywnNiHEPoYMGWJ1CISQINO3b19s3brV6jAMRQ3khBBCiLkoPSMhBLBvxyl1mpGg4P4BGzNmjHWBECKTFRVEh8Nh+jmJ/ZQtW5bWtyOEECJbSkoKWrVqhT///NPqUAghhBASJGimGSEEoE4zQgxl1w8Y0U9iYqLVIQQ8GkVNAODQoUNo2rQpdaISQoiNiX1nm/k9njNnTo/7t2/fRtOmTREfH29aDIQQYhW6biLEeElJSVaHQGyA2nMDQygOvKZOMxIUqJANfnIKaKPW8XFW5h4+fGjI8c1CnSTEKT4+HseOHVP1WKvzShNCSCiwus4xevRotGzZ0mPbyZMn0aZNG1o3kRAS9KjTjBDj0UwzQgLHsGHDDDu2Xdv0Des0Y4zltfJm1P9F7MmuHzBirvnz5xty3OPHj+PGjRuoUKGCIcc3C3WaEXdr1qxR9bhdu3bpHAkhhBChDRs2eG27ffu2aecPCwvDkiVLULp0aY/tP/74IwYPHmxaHGahBnJCCCHEXNRpRggB7NumH2Hgsc8BsOrqg8PY/43YjF0/YEQ/devW9btPjx49DDv/nDlzcPToUcOOb4b79+9bHQKxkfHjx6t6nNWzHwghJBTs27fPa9vixYtNOz9jDJkyZcK6detQvnx5XL9+3fW3adOmoWTJkujQoYNp8RBCiJmoI50Q41mRnnH8+PEYMWKE6ecl0qg9l9y5c8fqEESZkZ6RWXQjIYQKWWK00aNHWx2CZp9//rnVIRAbefTokarH0fqChBBijX///de0cznr1vny5cOaNWsQGRnp8fcuXbrgl19+MS0eQggxE2XoIMR4Vsw0E9ZnCCHW6927t9UhiDK604x6MogpqNOMGClYOgloxCTRg/v76Nq1axZGQgghwc19cIPZDbjudeuXX34Zc+fO9fh7UlISWrRogYsXL5oal1GojkQIcUdlAiHKKV3z1IqZZhERlJSMECKPkaVFRwOPTYgH6jQjRpozZ47VIRBiG+4NtzNmzLAwEkIICW6ffvopevXqBQC4cOGCqecW1q07deqEo0eP4uOPP3Zt+/fff/Haa69h165dyJQpk6nx6Y0ayAkhADB9+nTbjngnxO4uX76saH8rOs1oppn93Lt3z+oQCBFlWKcZ53yJUccmRIg6zYiRli1bZnUIhNiGe6fZzZs3LYyEEEKCW+/evV2dZnbw0Ucf4cSJE9i0aZNr28GDB/HOO+/g66+/RliYGZn/CSHEOP3798fly5epI50QFc6ePatofyvSM4aHh5t+TuKb0hmKhJjFkCsbxthzjLF7jLH7aT9fMOI8hDg5O82ocksIIcZyL2dpwAIhhJjD7PJW7HwRERFYsWIFChcu7LF91apV+PDDD80KjRBCDDVt2jRa04wQFZR2mlkx04w6zQghchk1HPAFABkApAdwnnN+zKDzEAKAOs0IIcQs7o0INKuAEELMYYdOMwB44oknsH79emTNmtVj+5gxY/Dtt9+aEZoh6BqCEEII0SYQOs1o0CchRC6jWrvypP3kAA7725mlqu68GRQTCWL0xUcIIeagmWaEEBL8fJXvRYoUwcqVK70GTrRv3x6HDh0yOjRDXL161eoQCCGEkIC2dOlSRftbkZ6RBn0SQuQyqrTI5vb7FRn7RwHYAeAnANuNCIgEN5ppRggh5nCfaUadZoQQYg67lbd169bFtGnTPLbdv38fTZs2xb///mtRVIQQog9Kz0iIcjTTjBASTIzqNEtw+z2ngsextBshilCnGSGEmIPSMxJCiPnskp7R3QcffIBOnTp5bLt48SJatGiBxMREo0IjhBDDURlGiPGs6DSj61f7oXZcYldGlRa/u/1eizGWwaDzEEIIIcRElJ6REELMZ8dOM8YY5syZg5dfftlj+y+//ILu3btTIwghJGBZ0ZhPSKixIj0jXb8SQuQypNOMc74HwJm0u08DGGfEeQgRootzQggxFqVnJIQQ89mx0wwA0qVLh9WrVyNv3rwe2xctWoSPP/7YiNAIIYQQEgRophkhxM4iDDx2TwAbkdox148xVgzABgD3RfaNdL/DGBul9eSc86DoqGOMhXHOLU2obYcY/KH0jIQQYg6aaUYIIeazc3n79NNPY926dXj55Zdx//7jS70BAwagePHiqFevnoXREUIIIcSOrJhpRp1m9kPtuMSuDOs045xvZoz1BTALAAfQIO3mDwMwWocQArLTjDFWB0B7ANWRuh5cBGPsBoA4AF8AWGl0BxZjLCOALgBeA1ASQHbGWDKAcwC2A5jDOT9qZAyEEELsyb1SSxcdhBBirPj4eGTNmtX08yrtpCtTpgyWLVuGli1burY5HA60bt0a+/btQ5EiRfQOkRBCCCEB7MGDB6af086DkAgh9mJoaxfnfDaApgCuIbUzzHkzUkCWgIyxzIyxtQA2A2gHIC+AKKS+Rk8DaATgKwB7GGP/MzCOygBOAZgBoCaAHEh9TqMAFAbQDcBBxthYo2LQgkYoEEKIsSg9IyGEmCc2NhaAfdMzumvRogXGjvW8RIiPj0eTJk1w69YtvUIjhBBCSBDYu3ev6eekQZ+EELkMLy045xsAFELqzKVtAC4CcMCzE014VSb8m5JbwGGMRQHYhNSZXf5UArCNMfakAXFUBLAFQB4/u4YDGMUYm6R3DFpRpxkhhBiLOs0IIcQ8Z8+eBRAYnWYAMHLkSLRq1cpj259//onWrVvj0aNHeoRGCCGEkCDw5JO6N2u6SNVj6PrVfqgdl9iVKV3snPMEzvlnnPM6nPN8nPNIznmY8wYgo+fuj/+m8hZuxv+lo8kAqrjd3w2gLoAsADIDqAjgS7e/lwCwUs8AGGNZAXwNIFPaphQAHwEoDiAdUme7vYHUWWhOgxlj7fWMQy364iOEEHNQekZCCAl+auvWjDEsXrwYZcuW9di+ZcsWDBgwQI/QdOfsmCSEEEKIeYy8lsyUKZPodrp+tZfExETKRkBsyy6lBRf8DBmMsRcA9HbbtAVALc75Fs75Xc75Pc75fs55OwBj3ParxRhrqmMowwHkc7vfiXM+iHN+gnOexDm/zjn/BkB5AO7rmU1gjGXQMQ5NaIQCIYQYy32m2ebNmy2MhBBCQkcgDRDLmDEj1q1bh//9zzOj/MyZM7Fw4UKLopK2detWq0MghBBCQk5ycrJhx5bqNAuk+lSwO3r0KAoXLmx1GIRIskunmVMoll4j8Ph1uA2gPedcKnfJhwBOut3XZV0xxlg2AD3dNn0LzqZUAAAgAElEQVTNOV8qti/n/C6Arm6bciM19aYtUKcZIYQYy73T7NChQxZGQgghxChaG5WeffZZrFmzBlFRUR7bu3fvjt27d2s6NiGEEEICn5GdZunTpxety9BMM/sYMWIELly4YHUYhEiyS2mRBKBW2q22xbGYhjGWHUBzt01LOedXpfbnnDuQmsrRqQxjrJAOobQF4D5bbLLUjmlx/ArgZ7dNb+gQgyY0WoQQQsxBgxMIIST46VG3rly5MubPn++xLTk5GS1atMD58+c1H58QQgghgcvITjNAfLYZtR3ax/r1660OgRCfbNFpxlP97LxZHY+J6gBwH365RMZjlgNIdLvfUoc4Grv9fpRzflDGYxa5/V6ZMZZLhzg0o8ZcQggxlvtMM0IIIcFJr0alDh06eK1ldv36dTRt2hQJCQm6nIMQQgghgcfoTrOMGTN6baOZZoQQuai0sNbLbr/fAeA3zxXnPAmAe6dWFZ3jkNtpudftdwagsg5xEEIIsTkanEAIIeYL5LJ30qRJaNiwoce2I0eOoH379rYYiBHIzy0hhBASqGimGSHEzqjTzFpF3H7/PS39ohxxbr+X0RJA2gyxaIlj+3IaqR19usShF7roJYQQY9mhgZMQQoix9GxUCg8Px/Lly1GsWDGP7WvWrMGYMWN0Ow8hhBBCAkdSUpJhx2aM0UwzQogmVFpYy309srMKHnfZ7fdnGWNZdIpBdhw8tXfqitumFzTEoJnzwp46zQghxFhUzhJCSPDTeyR21qxZsX79emTLls1j+4cffoiVK1fqei6laNQ5IYQQYj6aaUYIsbMIqwMIVYyxSAB53TZdkdpXxDXB/VzwnPWlREHBfaVxOGfLGbamWXjW/4GFhYv+zfHgLhwP77ru372b9jsLQ8QTOY0KiRBCQg934FH8NdGZZuGZsoFFZbAgKOIl4Ds1Az1+BMFrEBwCvYPf8eAOePJD133X/xMeiYgsTxl+/qsJKTh7457rvtomJve2qchsufDJkq/xzjsd4XCkuLa/+8FgZM6ZHyVKlPB8rMqzKm0Pu5UUhois/9PwnlH5OE1v0UCJVcM/qfL14CHwP5p/PrXPqfr/T/3LoeKRPAU8OVH0T+HROcAi0qmNhhBiEZ75aURmz42IbM94bL/+kHltI+ZKufsf+CPvMpdFpEN4dA4LIiKBiDtSkBL/r6HnoE4z6zwFwL0nSMlK2LcE93MBOKUyDmHPkto4FHWaMcby+NnFFVfOtpMRkeVJyR3vHt4EjqsAgG7duiHqmaJ4+vVRCM+gZQIeIYQQoUd3/8N/KZdc91lEOjzVYjgyPPeihVERQkjw4SmPcGfft677cXFxyFjkZeRo1BdhkekNP/9HJ4CPTuww5Ni53pvnta3H99eB7405n385kbvbQovOTQixg8R/TuL6mhik3Ett4mBRGfF0q9FIn6eEn0cSQuzqEoDcpd/12Db2NyB3l/nWBEQAAI7kh7i1bQESDm9ybctUsg5y1O0BFhFpYWQkkDy6cwP/fPqOoeeg9IzWEc4TFh/aJE6Y+Deb6F7mxqE0hot+bnLXVkN06Xp4EJV6+u+++w5PVGtHHWaEEGKAiOgcOOZ4PDIvQ8EK1GFGCCEGYOERyFqlNR6Gpc7i7d27N7LV7GhKhxkhhISadLmLIkvFlq77mYrXoA4zQggxQFhkemSv0+1xphoWhmy1OlGHGbEd6jSzTmbB/UcKHivsNNNy9axXHJZewSdFPP43IrI8bWEkhBAS3E5dvO76ncpbQggx1sOw1EXsz507h/CsVOYSQohR3FO2mZEGlxBCQhULj3S1JbDI9AjPEG1xRIR4o/SM1hHO8FKSfDtFcF9Lkm294ohijDEufzGAZ/38PScUzDbj7osX0MKehBBiGBbmNt6GiltCCDGU+yqSjNF4R0IIMYpnGUuVXEIIMZSz7ZbacIlNUaeZdRyC++Gie4kTdpIJj2VFHFxBhxk455d8/Z25FZr/zO3kVYg+0+kTROZwXxbt8d89GnQBXFs9Hg/+kt3/RgghxE3mkq8iR/1eblvcO808y9v7Z/bj+poYcwIzRBBU2AP+Xwjsf4AF/EVfgMcf4OEDQO6uCxGe6QnX/R9/3IQdOxqK7nv5815I/u+CirP4f6JGjBiBkSNHemzjisbWuT3Ox8OOHz+OmjVrIiHh8bLKjDGsWbMa9erV1/18Yj7//HP06tVLw/tH5QNNLy/MjVP906n2kRqeT7NfC7P/R9UPM/u9be7/l7l0PTzxctvHGzwGhnkeNOHYdvz3w0x1JyIkhLz88svYs2eP1WEgf/78aNmyJaZNm+axfdOmTahXr55FUYW2fAPXeW5Ia0sQu366NKcjUu7dNCMsEqiUVvhVoE4z69wX3FeSvDVKcP+hDeLQEoNv3OE1/41zz8l2nElXcHlKMuAQTs4jhBAiB09J9tzgo0EBjhQqb0lIM77qToIdF5ahYWGoXbu21yAFwNg6bkQYEBVh/My2l8qUwhdLFqF58+Zwjr/jANq/1RZ79+5FsWLFDI8hMoyDP1KyrDORg8pDYneOBwmeG3xlr+FUxyVEjgLP5ceeXTutDgOMOxCdKaPX5zYyPIw+yxbhj5I91i1zdZaZXMclRC7K8WEdYWdVRgWPzeDnWFbEoSUG5RyCCXIeFVzB29qE3mdCCAlagvLWfSSYV6owKm8JIUQbLqzjhqV2JonN3BDuq6MMGYSXG8Z57bXXMH78eI9td+7cQZMmTXDzJo0yJoQYhAvruGGiv6fuS3VcQuR47rnnVD928uTJusXBOUfGjN7Nm2Fh1AxuFeHkB1fbrcl1XELkotLCOncE97MoeOyTgvvXbBCHlhiUExSgHL46zaiwJYQQtbhIA67kvjSunBBCtJFqxBVtUDCuzBVraDLS0KFD8eabb3ps++uvv/DGG28gOTlZ4lGEEKKezzquMHsNdZoRIkv+/PlVP7Z+/fooVaqUbrFkypTJa1vgp1IPYMJyNMyaOi4hclGnmXX+hWdKwzxSO4rIIbh/WUMc5wX31cahJQbFuGDmA/eY+SBMF0adZoQQopqwwsqk1zSjyi0hhGgjrOM+LmfFGnmMK3PNblRijGHhwoUoV66cx/Zt27ahX79+hp6bGsMJCVFUxyVEd1pmmkVGRiJfvny6xUIzzWzGa2AYS/sp8prQ5AdiA1RaWISnXp2dddtUQMHD87r9ngjgqoZQ/hLclxUHYywSQC63Tec0xKCcV6VVeqYZXQgTQogGwsqtrzXNqHJLCCHaSIzCFW9QCK46boYMGbB27VrkypXLY/vs2bMxf/58w85L1wqEhCivmWa+1jSjcoIQObR0mkVEROgYCc00sxuv+hYLd/7iva/x4RDiF3WaWeu02+8lGWNRMh/3ktvvRzjnjzTE8KfgfjnRvbyVAJDO7f4BDTGoIJhp5l6iUnpGQgjRj49GAq+LDmpQIIQQbQTrPfhKz+iVWiwI5M6dG2vXrkW6dOk8tr///vv4+eefLYqKEBKUfA0MEzbiBmF5S4gRcufOrfqxkZGRunVq0ZpmNuQQrmnGPH+6ozKX2ACVFtba7fZ7Onh2holijKVHaoeV0+9aAuCc3wJw3G1TFZkPFcaqKQ6lhCMU3O97N+JSYUsIIWp5jwhLrTo4HA54NyhQpxkhhGjh1REWgus9VKhQAQsXLvTY9ujRI7Rs2RJnz56VeBQhhCjjPcv0cfOYsE2BZqQSIk94eLj/nSRERkbqGIn4TDPqNLOQoBy1at1eQuSi0sJamwX328h4TCsA7nOWv9c5jsKMsbIyHtPW7fdrAH7TIQ75BA0KDh8zzaiCSwghWninw01OTkbDhg29y1tKpEAIIdooWdPMwDqu1emL3nrrLQwePNhj23///YemTZvi7t27up6LrhUICVFe5a30kg80EJcQ40VERBg+08zq+k0o8xoY5nNNM6qbEevpmzDWDWOsulHHloNzvtPK88t0FKnrmjmT/rZljI3knN/x8Ziebr/HA9ikQxzrAPR1u98NQFepnRljxQDUdtu0mnNBLhmjCQrQuwkJGDNmTOodquASQoh+vCq3wHfffYdNmzbhiRrvCPalyi0hhGjitUi6c02z0EtdExMTg+PHj2PDhg2ubceOHcPbb7+N1atX02hxQog2StbtJYQYzoyZZsRCXuv2ps1KDJEU5CTwGNZpBmAHrFu7j8PY/00XnHPOGJsOIDZt05MAJgHoIbY/Y6wRgApumxZxzpN0iONnxtjveJxysTNjbBHnfK/EQ8a5PxyAcStzSxEUtmf++htjV6U9jZSekRBC9OM10SwMU6dOTfudyltCCNGTVEpcr0FhCP7ZveHh4fjyyy9RpUoVHD/+OJv8unXrMHLkSMTExOhyHpppRkho8p714KPTjOq4hBhOzzXNAIjONEtMTNTt+EQhiZlmYnVcGoxL7MCM4XnMolugWAjgH7f73RhjfZjgm4IxVhPAUrdNtwF8KHVQxtgYxhh3u73jJw73jrAwACsZYyUFxwxnjE0G8Lrb5mWc84N+jq0/r1y4zO134UwzKmwJIUQ14Shc99+pvCWEEH0J04WF4Jpm7rJkyYL169cje/bsHtsnTJiAr776SpdzUKcZISFKapACqI5LiBUiIvSd+yA20+zBgwe6noMo4NWu4Ow0E2vCpzKXWM/oTjM1nVccyj8dHOoeZznO+QOkrmX2KG0TAzADwHHG2BzGWCxjbBeAnwA4rxY5gJ6c85s6xrEewDy3Tc8COMAY+54xNoMx9jmAcwAGue1zHsAQvWJQwnsUrttbLUy4phmNCiOEELW8vlhZ2OMy2GuRdCpvCSFEE4n0jGaPwrXTmh/PP/88Vq1a5dWY1qlTJ8TFxVkUFSEk4EnNegC8WrKojkuI8fScaVasWDHRmWbUaWYdr3bcMGvW7SVELiNTGNZS8Zg5AIoBuAdgNID/ZDymIICBACIB3EJqJ06yinNbhnO+O20m2AIAGdI2F0u7ee0OoBvn/EsDQvkAqR1zrdLuRwBokHYTugSgNuf8igFxyOCrgisocIUjdgkhhCggHKTg/rt9GlUJISQYeC0T7Oo0E9s5dOq4tWrVwqxZs9Cjx+Ms9g8fPkSzZs0QFxeHZ555RvWxaaYZIaFJ2BHmObuMZpoRYrbw8HDdjjVq1CjRTjM9z0EUErbNhvC6vSQwGNZpxjn/Wcn+jLH3kNpJlAygLuf8VwWPXQtgG4BsAEpxznsrObcdcM6/ZIwdBTAZQF2IzwI8CqA/53yLQTEkAniDMdYFqR2RBUV2ewRgZVocV42IQxYlqRQCbwIiIYTYh0h5+7iBkdZ7IIQQXUmkZ/Su34ZeZ0/37t1x9OhRfPrpp65tly9fRvPmzbFjxw5kyJDBx6MJIUTAR5uC98Cw0CpvCTFbREQEGGO6zTTLkycPwsLCUKVKFfzyyy8AgKxZs6Ju3bq6HJ+ooCSbAiE2YIt3JmMsCsBYpNZEYpV0mAEA5/x3AJ2Q2nr3PmOssv5RGo9zfoRz3gBAPqSuG9YXwDAAnQGU5pyXktthxjkfwzlnbrfFCuKYzzkvBKASgA4AhgIYAKAlgGc4529Z2mEGiBS20gtIUioFQgjRwKtRlrmlZ6RRuIQQoivJBgVzU9fYKT2ju5kzZ6JWLc+EJvv378d7772nuhMx1DofCSFppNaQBK1pRojZIiMjAehf//jss89Qp04dVK5cGatXr0ZUVJSuxyfyebXNMvE1zbhDkHWBEIsYmZ5RiTcA5ERqp9lSNQfgnK9mjB0HUALABKhLD2kLnPNLSE1/aHUc+wDsszoOMd4Xtz4aFCg9IyGEqCdSud2/f7/zV9/7EkIIUcR73V5nw63YWMfQa8SNjIzEN998gwoVKuDvv/92bf/yyy9RsmRJDB48WPExqdOMkBAlNRA39Y7PfQkh+hKuW6qXYsWKYfPmzR7bihYtipMnTxpyPuKD15pmaakyvcpbqpcRe7DFTDMAjdx+P6vhOM4OnmqMsZwajkPszqtBQXyEgui+hBBCVGPuKRkFo3Cp4ZEQQjQSNsyG+ZppZlwjrl1nmgFAjhw5sH79ekRHR3tsHzp0KL777juLoiKEBBrJWQ/C30F1XEKM5pxpphdfn9n33ntP13MRmbzqranlLC2xQ+zKLp1m5d1+z6LhOPfTfjIA1TQch9idRAWXMZFFPWlUGCGEqCc1SEH4u9i+hBBClHGIp2cUXyQ9dMvcEiVKYPny5R7PC+ccbdu2xbFjxyyMjBASMLzquG5tCVTHJUSx8HCR9jiZjErPKCZz5syGn4OIEM7uDZPokqDyltiEXTrN/uf2e0UNxynk9ntuDcchdqdgphmNCiOEEPW8U4VJzzSjUWGEEKKN98wH6Zlmob5ub+PGjTFx4kSPbQkJCWjatClu3Lgh+zh0rUBIiPI504zquIQopaXDS+/0jPTdbj+S7Qpe2WtCu35L7MMunWYP8bgW0l3NARhjuQDUdjuOXdZrI0YQFLa+F0mnApcQQtRTcMFBFyeEEKKNcPFzV3pGkcs2KnIxaNAgtGvXzmPb2bNn0apVKyQnJ1sUFSEkEAgbZt1ThHmkI0/d2YyQCAlZZs40IxZxCAcq0JpmxN7s0ml2EqkpFRmA2oyxIUoezBiLAPA5gEjAVbv5U9cIia1wYSsBk8qFCypwCSFEC68RYW4NCjQqjBBC9GWTgWGB0mjFGMOCBQtQoUIFj+07duxA7969ZR2DRqMTEqK8GnB9rWlGdVxCjKT3mma+BEodJ/gIByqIzzSjNlxiF3bpNPss7SdHaqdXDGNsMmMsk78HMsYKAdgKoC4ej7f8D8BmIwIlNiGVSkG00yxwKrgxMTHInZsyixJCbITWNCOEENNIpmcUznpI3dnweAJB+vTpsXbtWq869Ny5czFnzhyLoiKE2J6wDA1zX9OMGnEJMZMzPSN1aAUvLjFQwfs1p/KW2INdOs2+APArUq8GnR1nAwD8yRj7iDFWmzH2LGMsPWMsmjFWmDHWljG2CsAxANXSjuN8/EDO+QML/g9iFqmZDwG+3kOnTp2QKZPfvmJCCDGRxIgwgBoUCCFEb8J6a1p6RvFGJCpznXLlyoW1a9ciffr0Htt79+6N7du3+3wszTQjJFT5quMKB4YFTpsCIYFI7/SMvr7b6XvfIpLtuMLsNfT6EHuwRacZ5zwFQFMAR+HZcZYTQD8AWwCcA3APwG0AJwAsA9AcqSkZkbZ/CoD+nPMlJoZPrCDMP+4cfRsW2OkZ9V78lBBCtPIuQn1cyARQeUsIIbbkkFhjh9Lh+lWuXDksXrzYY1tKSgpatWqFv/76y5qgCCG25T3rwa2c9eo0Mz4eQkKZ3ukZqePFhiSzKfjZjxCL2KLTDAA45/8BqAjgUzwe8uMs5ZjEDW5/vwCgPuf8Y1MCJpby+gL0uaZZ4BS4ERER9OWepnHjxli5ciXCw8P970yIQtmzZ7c6hAAinZ7Rq8wNoPLW7kqWLGl1CIQQC0imZzQ5HW6gpkdq3bo1hg8f7rHt5s2baNKkCe7cuSP6GKp7ExKifKQg9y4DqY5LiD9a6g5mDiAP1DpOwBNOfggTHxhGA3GD29mzZ60OQTbbdJoBAOf8Ief8fQBFAcxF6tpk/kqz3wC8A6Ag53ybsRES25Cq4IqlZxSOILMxmmnmqVWrVoiJibE6DBKEGjRoYHUIgcOr0upjkXQahqubnj17Wh0CIcQKEukZaQ1J+caNG4dmzZp5bDtx4gTatm2LlJQUi6IKDK1atUK/fv1QtmxZq0MhxHjCBlyPmWaULowQM5mZnpFYQ3ryA6XDDSX58+e3OgTZbNVp5sQ5/4tz3gNALqTOPnsfwFQACwB8DGAogNcBPMU5r8A5X8o5f2RZwMR8ktN6xd7SgfNlmT59evpyF6BRQNYoWLCg1SEY6tVXX7U6hMDhYxQuNeIah8o+QkKUZCMulbdyhYWFYdmyZV4zdjdu3Ihhw4Z57U9178eefvppTJs2DQcOHLA6FEIMJzmzF6A1zQgxmZkDyOl73yJeZW5aVinhQFx6fYhN2LLTzIlznsI5j+Ocf8o5H8Q578o578c5n8w5X805v2l1jMR8nTp1glS6MCa6pllgVHDHjBlD6RlFhIm9pgGicuXKVoeg2owZM6wOwVBZs2bFwIEDrQ4jMHg14FKnmRmo04w4tWrVyuoQiImk1tgRlgm0pplvmTNnxvr16/Hkk096bJ8yZQqWLVvmsY3q3o9RWnQSUrzKW/dyltKFEWImvdc0IzYk1a5A6RmJTQVuazQJWU899ZRXIcqk1ntAYKRnjIuLw+jRo60Ow5bs1nDcq1cvlC9fXta+wsXoA8lTTz1ldQiGmzJlCq5du2Z1GIHHo9OM1jQzit3KPmKdefPmWR0CMZPkmmbmNigEQxmUP39+fPvtt16j19977z3s27fPdd8RANcKZmncuLHVIQQNWj83EAjaFMIedxp7pwujRlxCjKR3ekZfgqGOE4ikBoZ5t+NSeWuUiRMn4siRI1aHETBs3WnGGMvGGKvDGOvDGJvEGJvDmPCKEWCMFWKM1WCMtWaM5bEiVmIuqVy4Xg0KqTsbH5BG5cqVszoE23nxxRcB2K9CkylTJuzevRv16tXzu28gj1y22/NulFDoHNTK+33stki6wnRhH330kU5RERI6smXLZnUIxETCBgUmtaaZwQ0KwVIPqF69OubMmeOxLTExEc2aNcOlS5cABHZ9TW+UvpqEEvEZu+JrpVM5YV99+vTB3LlzrQ6DaOQc4EJrmgUxyTXNBO24NJjJMEOGDEGBAgWsDkOxPHms6eqxXacZYyyMMdaOMbYdwL8AfgQwDcBAAF0BiCW67QhgO4DlAFaZFSuxkFcF11enWWAVuEq/3F9//XWDIrFW3759rQ5B1PPPP4+oqCiUKlXK775ZsmQxISJjBEtjmZRg//905WtNszDhIum+y9sBAwboFVXQo/coISFKYqaZ+wwI0f2IpPfeew+9evXy2Hb16lU0a9YM9+/fp4a1NNHR0fTdQ0KLWMOss24rLHMdKYaFUaJECUqNqsGMGTPQtWtXq8MgGpmZnpG+9y0itW6voLzljkdmRUQCROfOnS05r606zRhjFQGcBLAEQA2kdpAxt5uU0QDOpu1TnjFGeSWCndQIBWHlFrB9o0LdunU1PT46OlqnSOzliSeeAGCvhuPs2bOjffv2AOTFlStXLqNDMkwgryUnR86cOa0OIYBId5qxcME4FhkV3HHjxukRVNCzU9lHgheVhTbk1WmWVhaEeZa3PIUaFJSYPn261yyq33//He+++67h6Rlr165t6PH1MnHiRKtDkO2tt96yOgS/5DTKTp061YRIiCSx18jVriAocw3sNOvWrRsuX76Mf/75x7BzkMBi1wHERtK704w6xpT58ssvDT+H1wDbtDYn7zYF48pboi+1ddy2bdsq2t+qgSW2aRVljDUF8DOAAkjt/LoH4GMAr/h7LOc8Gamz0Zw6GhEjsRGJBSSFhS1/lGxaSGrUrl0bs2fP9tim9MudKgPm2b9/P9KlS6foMSVLljQoGmMF+2jHihUrWh2CbXl1agkqrYyFPZ75EO55cSOnzO3RoweKFy+uLcgQQJ1mRI369esr2n/JkiUGRULUEjYoMFeDgmAULnWaKRIREYGvv/4aBQsW9Ni+YsUKTJ482aKo7KVEiRI+//7kk0+aFIlv//zzD7744gurw9BF//798fLLL1sdRugSGVzLWGpZKyxz5QwMU4sxhqeffhrPPPOMYecggSVQO9S1XL/onZ7Rl0C5zho7dqxp5zJlTVPJgWHCmWbUaWYkPd//27ZtU9QmnSNHDgDArFmzAuJzaItOM8bYMwAWAYhK2/QrgKKc836c859kHuYLAClI7XB7VWztMxI8vNc0S3u5hZ1mKfbuNNu2bRsKFSrksU1pJ1iXLl30DMl27FKQtmrVSlXu33bt2hkQjfHkpJ8MVIMHD7bN+8qOihYtiipVqrjuO5ITvfZhEWlf18JOMxmNuDly5EBcXBx+++03bYEGOaveo3nz5rXkvEQfP/zwg6L969ati61btxoUDVHFa5H0tAbcMHNH4Qbj92T27Nnx3XffeaXPvnPnjqHnTZ8+vaHHJ9aqVq2apsdPnTrVlWEDADZt2qQ1JCKTaFpxqdm9AdaIS+WOdQYPHqz5GIGa9UVLJ4+Z6RmNoLXdhzGGqKgo1/3PP/9ca0iKmPKeE7R1MlcKcpppFipeeSV1XlSOHDnw2WefyX6cVdcldimJ3wOQDak5oE4BqMs5v6zkAJzzuwCcLXCZAbyka4TENjjnIukZJWY9BGAuXKUp/SpVquT6gs6UKZMRIVlKz8JRSxoqtXF0794duXPnVn1eqwRqRV0OPS5kxLz77ruGHNdskZGRHg3v/FGS1z7OTjOv2b0yBypkzJgRL71EX9O+mF0xXL16NWbNmoUDBw6Yel7i22uvvWb4OZwXL8QmJNZ7cA1WcO72yHtAA/GvaNGiWLFihan1nB49eph2Li3cO27EUHYLcTt37hTdLvf5qlSpEs6cOYNjx44hOTlZc+p+ooCPTjOvMldkEJle9K7z7dmzB/PmzdP1mES+N998U5fjtG7dWpfjmEnL2nLOTjO9Pg9mfme9/vrrmlOeb926Ffv27cPw4cOxcuVKdOxobgI1czrNJNbtFZS3YoN2SWgL9U6zZm6/j+Oc31N5nFNuv1PupyAmbMR1NeBGeo6o4skPTYtJLzNnzpS9b6ZMmcAYw9KlS3H58mVcuXIF3bp1MzA68+lZOH7yySeqH1u1alVVj4uOjsbhw4dVn5foq0yZMsiWLZshx1YyUsbOIiMjPUbhizXMssjUNKVeAxUoXZhuGGNo1qyZ/x2hT8qs5s2bo1evXq6UCcR6AwcOxNKlSwEAY8aMsSyO119/HT/9JDfxA9FKcr2HSM/00GIDGog8DRo0wJQpU0w737IEPEIAACAASURBVFNPPWXauYSWL1+OMmXK+N2vaNGiKF26tMc24Yw8petPAMDp06d1a0AOZjly5ECJEiVc6cm0oBlGCog0qlsxUEHu9a7cDDNFihTREg6xiTlz5qBLly6mDKDSi/M6+4033lD8WDPTM+otKioKtWrVUv34mJgY1KxZE2XKlMH48ePRqlUrAMqfi2XLlqmOwYxOM+6VTYHquFaw8jP2/vvvW3ZuNezSaZbf7fdtGo7zn9vv/9NwHGJzws6wsKgMqT+Fha3JIxT0WAeqXLlysvd1LtbJGEOuXLkQHR2NwYMHo3z58prjCFQfffSR5N9atGjhd70GMc888ww6d+6sOiY9G6GdDahEnXfeecfqEGxP2GAjVo6yiLROM0GDAmyeEjfQCNP3Sgn2NQhD0eHDhzFlyhRXo7VVs3/TpUuHGTNmoFixYpacPxQMHTrUc4PkKFzPOi6NwtWmX79+tqkTqB2dfuXKFb/7vPnmmz4HfvXs2RNdu3bFli1bvBpRli1b5hr5X6RIEXTq1ElRfGFhYbK/x4g2TZs2RZs2bVC7dm1s3LhR12M3bNhQ1+PZiVcDLuAqc73bFaxvxA3m1yKYPP3007ocJ3v27Jg3bx7Wrl0ra/8zZ87Y5ntt/Pjxih8TyDPNOOeK1xV2N2zYMF3q+lpSRJrSkeKVMcz8mb3EOo0aNVKd0jpkZ5qx1P88q9umeA2Hy+j2e4KG4xAba9myJRxJDzy2saj0aT8zeGx3JJk700zJB3nIkCGajyE26ih//vzYv3+/38eOHj1a9nmspLRw9JcSQG7jcocOHbBx40bMnj0bhw4dQoYMnu8tqwrtli1bom3btsiaNSsaNWqk+/HDwsLw9ddf+92PMaZoVqS7QF3nLVR45ZPnDq8ZZK7ZvV5lrmfZ7K5evXr6BGgi98+52ev8McZkX+w999xzQTPTMdRFR0dj2LBhKFmypNWhYMiQIYiLi0OePHkoLZuBJkyY4LnBaxRuWoNCpH6zHtKlS+d3n2eeeUb18QMBYwxz585F5cqVRf/u1ZlpgCVLlsDhcMjq/BKjNRUUAMTGxmLu3LnIkyeP19+aNm2KI0eO4Pvvv8fvv/+OjBkzihxBWiDOFtCTmeXmnDlz8NVXX2Hbtm2oXbu26uPMnz/fa1vWrFlF9gwSYukZ064VvWc+WD/TTIzS2YndunWzbPZrhQoV/O7DGMOKFStMiMY4Spfb0EuBAgXQq1cvS84tVKhQIZw+fVrRYwJ9TTMjBripKRvULtmix0xnIa+Zb8IU5GHml7fEOsuXL/d4TyupJ4VspxlPfZZuu20qoOFw7l2W5zUch9hY9uzZwQUNs2GRzplm1qZnVPKhVzP6Rk+vv/66peeXS0nhuG7dOkRHR+ty3hEjRqBhw4Z4//33LU2rI5QxY0Z8+eWXuH37NjZs2CC6j9qZhrVq1UJcXJzPdApDhw7Fb7/9hj/++AO9e/dWdZ5Ro0ahXLlyftfOIP7JWUdNaT58sQsWYcXVOfpWWOb66jSbNGmSojisli9fPmzZsgWDBg3Chg0bsGnTJo+/b9++3dDzFy5cWPa+s2bNCug19Yy4SAtUd+7cQUxMjNd3X4MGDQw9r9iM6IkTJ9qi884pT548+OWXXzBp0iS0b98ec+fOtTokQwjTMzKJmWZqR+FWqVIF//77L65fv+5zv1BYVyldunRYvXq16N969Oih2wAzqeuD9u3bq24EUFI3lTr/unXr/D62aNGiaNCggd9GOF8DucTOX6CAlkt+IqTX+slaMmsEIrF6a1hURoCFeaUgN2t2b+PGjSX/9txzz2HgwIEe28QGOwoHe7qbPHmyK1uNmSpWrOh3hsHnn3+OPXv2KLp2caaxswszBlz4Yqc6daFChRStJa537ME++EfK4sWLVT0uPDwcffv2dd0XSzcpN0Wsk3CwtPfkh7R2XGEd10enmRn1BzlprQOZVR1QgTiYyvJOszRxbr+rWu2QMdYYj9cxewBgh8aYiE0xxuAQdIY5C1uvEQoqK7d58+bFxx9/rC5AGfr06WN4Oi1fFW4AyJw5s6Hn14uSglWvDjMAKFiwoG7HMtuiRYsUVybq1auHNWvW4MUXX/S5X69evfDSSy+haNGiquMrVKgQ4uLicOvWLRQvTstPqtW6dWvMmDHD735KOjdz5MiBSpUqeW0XpqRJnWnGEJbOc9S5cECDu0CrfHLO8corr2Dy5Mlo1KgRcubMifv37+PEiRO4e/euprz1/lSsWBEVKlTwOxCjTp06WLRokaK0vnKYnf5n7969hh4/0Dpsxej9Ggv5W/9E6UVOVFSU/51kyJkzJzjnSExMxLlz51C5cmUMHjwYS5YsQdeuXS1p+DOcIM0tcw1SULbew1dffYWvv/7aa2R/v379kDVrVjz55JM+67pWpQQ1W86cOTFr1iyv7Xb+/yMjIxU1iol9l8ydOxdNmjRRdF5f5UC+fPkU7T9t2jRF5xYjli6yRYsWeOGFFzQfWy47v0/UCMQGLU1SksEfeZa5YekyebUpAObNNPvss8/w9ttvo1GjRh6pkatWrYpSpUph2LBh6NChA8qVK4e5c+eiefPmePXVV137tW3bFhkzZkTNmjVFz5UlSxbVa3VLcZ/dKDZrFQC6d+/u9zgdO3aUnP0rRY+yRMlANX/0qv+oZbfMAEo6wvSeaearbchuz5Oe1AyOd3ZUT5s2DZs2bcKaNWuwZs0ar/0aNmyoONuQe8eZI+m+x9/C0qUOyPFOzyhdxz1+/Dhu3Lhh6JI0cgYVEeWEdQwtbYpmsUstz3nFywD0ZoxVVPJgxlhxAJ+n3eUAVnHO7+kYH7EZr5lmzvSMwlkPKmeaNW7cGB07dkTFioreirJkyJDBlBFIM2bMQO3atSU7JfS6KCpcuDD+++8//zsKfPjhhyhdujQ6dOjgcz8lccrZt3///rKPp/VcVilRooRoehUxy5Ytg8PhwA8//BDc6VeC0PTp0xEdHY34+HgMHz4cAwYMwIULFzz2iYiIQPny5fHgwQOMHTvW5/Fy5cqFefPmuS5Y3BsRHYKGgv+zd95hURz/H3/vHXD0LqAiiGgEey/Ye0PFWH4q9oYiFmxoiAr2igr2ElExlmhMYr62xIomdkGNJjGxl9hRQVHK/v4gd7myd7d3t3u7d8zreXxkd2dnPrdldmY+jbK1V4TFVUaXp5k14ODggJCQEIXRgaenJ2d1L1iwAGlpaVi7di0rL7Zx48bhyJEjGDRoEOf90ezZszmtTx+1a9fmtX6x9tdffvml0CLwxvbt2xV9iSmLc/J7Z2dnx2hsJFQIJD4pzFWdwkhkRf0NJVP19NHX3/bu3Ru9evXC8uXL4e3tDaDIe6xLly6KMuPGjcP+/fs1zuV6QVXsMBl1GBIi19xcvnzZZOOGqKgowZThADchjydMmKCxb9asWbwbYihj6WHkxMyAAQPM0k7hR/U+11GxkKsM/fG9xj6uUH4XfX19sXXrVvz444+4du0aUlNTsXr1akXEA3d3d6SmpuLChQuK93j//v1Yt24dvvrqK2zZsgVAkRGwNhwcHLBo0SLO5N+xYwdGjBiBfv364ejRo1rLcd2nhoSEoEyZMibXoy16iyUiJk8zwLAxOJc5zZo2bWpyHYbA13iBzzmM3BPP19cXs2bNUrTXtm1bREREaH2WKleubFA7yuuRmmPcIgNcib3aGFdHfyuTyeDl5cXrtdHVf1oDYpkbh4WFqawDREdHay1bbMMz/svXAK6hSOFlB+AQRVGskvVQFNUOwM8AvP/d9RaAsD7RBF6haVojV5lcWSZRy6+jLzzj+PHjGfc7ODjA1dUV6enpJkiqSVxcHC5evMhZclhdlC9fHkePHsVvv/3GeFxbp9OtWzeD2zJm4Xjy5MnIyMjQaynLldJs8OAiJ1ZdoQcNQZsVnRwmq2Vz0rJlS7x9+xbDhw9HvXr1kJKSwljOxsYGFEWJ5sPJluTkZOTmGq4U53sBbO7cubzWr4x8oOvq6oo5c+Zg8eLFKFOmDNavXw87OzvIZDJs2LABtra2sLe3x4wZM3TW9/jxY3Tv3l2xPWzYMIwePRouLi4ozFVNEypxcNHobwHdnmbWiEacdpYwhaehKAqRkZGIiopS5I0RasG2Vq1ajAvp2qyW2aIrOXlkZKRBdVlCDHRd1K5dG3FxcSpKnw0bNggokW4Mud6zZs1Cjx49cPPmTaSnp+P48eM8SsYfMTExaNWqldnb1ehv7YuUZlJ7VYvpwg/vWNXXsGFD/PXXX7h9+zYOHjyoYckdHh6O+/fvq3xT+Iy2IEa0Pd9chec2dhHz0qVLGvvKly9vVk8qZQICArRaBRvaz4pVIcmWlJQUnDhxQnSh4cTO4sWLWZc1NsSYoagvzkpkTop+Vw5NF+pcxOULqVSKgQMHYtSoUTpzCtrb22PEiBEYPHgw6/5GPcyjLphCOCvj4+ODdevWYdu2bVq9tvgYixmbX1udQvVcohaM2KK4GHLfuVT46WtXjHMDc3P16lWcOnUK169f59TbUh3l7z2tYaRQpCxT73PVx8JcQMJCC4/6e0dRFE6cOIFVq1YhLS1N65qlkIhCaUbTdD6AngCeokhx5gbgB4qifqQoqot6cYqiHCmKiqAo6nsABwD4/nusAMBwmqaNy6ZMsBhoDbfefy0UHFxV9hd8eKuzntmzZzMmS5VbLhrqIq5rAtiwYUMsWLCA1UCGq7j0umAKJ+Ln52ewm7OYBhy6ZElISABQNKnggsGDB6uEuFS2ZurUqZOGB52Hhwcn7epD+Rq4uLhg/fr1OHfuHGJiYhjLi80ajS1jxoyBTKYZOkVovvjiC1y4cAEnTpzAgwcPjKrD0HBJ6gwfPhxZWVnIysrSqaTQh4ODA1auXImMjAwUqvWlUgdXUDLNybu1e5qp07FjR+zdu1fr+8XEtGnTGEM+MH0/goKCtNbD94Jj+/btNfaVK1cOiYmJRvejmzdv1hpGJyEhQaFA4vobKKbvlByapuHs7IzMzEysW7cOR48etZpcMvK+OTg4GI0bNzbpOzNp0iSuxDIYNzc3QfJhaCrNTF9QcHNzQ1BQkNZQcmXKlMHVq1dx+PBhXL9+nXfvT7HB1J9SFKUwuDKVmjVrauwztp8zpj/j6ntBURS++eYbtGvXjvEYm318Yy5DsJiYGDRr1kxnGUtXDHLN/PnzDerTzfX8qHuaUQxKsyKFGX/3U4zjFKBoUf3Fixd48eKFQecxRSygKIrzuRtXuTcNfVcNydNlLuRe5GJ7loTyNCPox8vLC02aNFFEI1CHj/vA5NkLMIxxP+of4xoq38aNGw0qTzAPzs7OiI6ORmRkpM6Q18Xd0ww0Tf8JoDUA+ReZAtABwD6ojlCeAHgHYC+A8H/LUQA+ARhC0/Qec8lMEA71hQJKagvKzhFSR9XwcoXv3+isx9nZGcnJyfjrr7/QrFkzlCtXDuvXrzdqkSQpKUnngMsQSyhtye2VY3yziQuuC6EHI2zb11auXLlyrMtOmzZNxcW6QoUKrNrWhaOjI86cOYOBAwdiypQpOHDgAGiaBk3T+PHHH+HqqqrANdYjxVAMva+G5tbj+rkxNJksH6gvXIWEhKhYUvv6+jKGUVNWaChbxdSpUwfNmjUz6lrFx8dzkqPHwcGBMwUxRVEaSjOJgwukju4q+wpzs4HCfE7a5ILq1aubdD7bCfTnn3+OlJQUtGnThlX5efPmsVaiDx06VKMv4QMmDzJtio4ZM2bgwwfjlaOjR4+Gu/t/z4487n758uVx/fp1nDlzBteuXTO6fkujRIkSGDFihEo+EDFiSH/GVY6f6tWrC65IFGKsVMDoaUbxboXr5eWFtm3bchLqytJgMmjz8PCAk5MT675dFxKJRGO8FR8fr/c8U58/rkKSK1OlShUcOnRIJdcSAMZw67pC0HLxbhGllHZWrlxp9Lldu3ZV2eYqlLA80oopsvGBpqeZo1m8HiyBqlWr6vUyY2L06NGM+8eOHSv4GgQX6BqbC7awa+TY68CBAxxLoooxnmbW8IxwhdiuhanfXc3+1lnlf0U5Fn2uIbJUqlRJr6ELQTemrj+bir7823whGqUZANA0fQNAZQCbUaQokyvEgP8UZ55K++XHrgKoT9O0eValCYLi4eGB/OxXGvulzp6QqCnNCt7r9jSTExwcjBMnTuDvv//G8OHDWcsyZcoUVKxYEYMGDdJ5XmJiIurUqcO63vDwcMb9P//8M9avX48dO3aYPOEQ+gOsS1lTq1Ytxd/aQlFoswpmU3b9+vVwcCgKLceUuJwt1apVQ2pqKhYuXAgnJ83Y98p06NABCxcuZDwmpOLIHKFCdTF06FCzxoxmem42b96ssr1+/Xps3boV9erVQ82aNbFjxw7Gicjly5exadMm/PzzzwZ5Gmlj9OjRmDNnjs6kxUJRoBYGTOLgCqmTqtKsICfLnCJpZcCAARg4cCB++OEHoUUxCKZn08HBAWfPnkVUVBTn7cn7LCcnJyxbtozVOWwnJ7pCmslkMpw8eRJ9+vRBTEyMSkhCT09PhIWFce6ZK/T3zlz88ccfQosAgP31Llu2rNZjFy9exNmzZ/UqjfleNDeH0lodDcMwiRSUzFEjmkJhLrvwjAT9lChRAmPHjlVsJyYmKjwiGjVqxEkb58+fV4y56tevj/79+6scnzlzJqt6DOnP5s+fD4Cf9yQlJUURnn3y5MmMYY/kxn5M7fP57haXPl8X/fv3R8+ePY1SeCQmJiI4OBg2NjaIi4vTGyWFTRQVFxcX9O3bF0DRePfixYsGy8UXhblq0RQc3TUNcVmGwzUWS3hmmSIQAKrzdjnaxnF+fn5Yt26d6PIFGdofcXG/TDXuU8fYPrVOnTqKd5MPhPI001dH69atTW5DGbEZcXARXprpGpqsNFMbu0ocXQFKorGOy7WhwunTpy2inzUX2u7jtGlFma6Y5j9c5HI39h6UK1fO5GhMxiIqpRkA0DT9gqbpoQDqoEh59gKaSjIA+ADgEIAImqZr0DSdaXZhCWZn+fLlRRYoBXkalrhSZw9I1RcU9HiamcrChQvx+++/Y/PmzSqh+tQZPHgwJ520o6Mjhg8fjt69e5tsyc33R6NFixY6jysrzb766iuVY6tXr1b8re13GqI0U6d58+a4du0a/ve//yEjI4PVOaYikUgwZcoUxpA2a9euxffff489e8zvKBsWFmb2NpVxdnbG+fPnBZWhTZs2OHToEKZOnYqff/4ZTZo0Qd26dXHu3DlcvnwZLVq0YHze3N3dMWTIEM5y3ohtsC2HydNM6ugGqZPqhLjgvTiUZlu2bEFqaqrJE3I+JtDKi7Js2wsNDdXqfayP1q1bM4bcKF++PDIzM5GWloaMjAzUqFHD4Lp1hY5U9iRjolq1avj666+RkpKitywXWPsk6cqVKygsLOQ1H4EhsLne+kI21q5dmzNvWVOws7Mze5tMY1cbFy9IXVQXvwsYDMgIxrNixQpcuXIF165dU8kBGhUVxeqZ1qdgrVWrFv744w/8/vvvSE9P15g3fP7550bJrS3XZNOmTRULkLr6a2Np1aoVHj16hHfv3mHRokWMZfjqey0lV40p47pOnVTTu9+6dQv79+9HRkYGqwVuV1dX7N692+CwekDRYv5ff/2FvLw8LFiwAIBmVIaqVasCKFKYMYWcVqZ9+/Y4ceKESp9uaghYLu9xwbuXKttSV2+G/la1DNdYggfExo0b0atXL7Rp0waxsbEICgpC1apVsWbNGlbny+/Z8OHDce/ePT5FNRhz5zRr2LAhfvrpJ0WUGnWMmcMo16PLKEkdiqKQlpbGuRJPuX62GJoaxZR2g4KCODF6FSuGRhMyBKaIT7pQfjbz36l+kyiJFDbufpA6qBoN57/T3+eyfbZCQ0ONMsgcMGCA4m93d3cNY3tl436pVIo///zT4DYAYO7cuUadxwfz5s1DVlYWnjxhznil/s7wkYOMaf537tw5ziKZGIrolGZyaJq+QtP0UJqmfQCEAugCoB+ACAD1AXjQNN2RpmnLMiUnGM2uXbswbtw4xbb6YoGNizekzqrab7Es4gpN+fLlNfbxPaGsXLky67KDBg3C2rVrMXjwYPzwww+oX7++4phyrjBlmAa3hnSkwcHB6Nixo1kWbJXRpuzr0qULunfvbvIAx5D7amwIQa6Re/0JSbt27TB//nytCjCxKrTMAUVRKFAb4Nq4+WoqzUTiaSZmli9frvUYH8+Yn58fMjOZbYqCg4MRGRnJ+H1gQ1JSktZjYntfxNDP8YmNjQ3vv5GPe0rCszFD53/U6E/tfIMhsVXNBZP/1vDFcIJuatSogSpVqqjs8/Pzw4IFC2Bvb6/1me3QoQMuXLig0zACKFp0qVixIuPCINNYiM07smrVKsb9yu/GqFGjVBZ3oqOj9dbLBnt7e51Gg3xhje+9OgsWLECNGjXg4+OD5cuXo3z58ggPD0f16tUF+aatW7dOca+HDx+OzMxM5OXl4fr16zrHEbGxsTh48CCjN5IxtGzZEqtWrcLp06fh6+ur/wQW5L99rrJt4+INGxdVgyP1cTDXcJE6gG9Kly6NXbt24ciRI0hKSsLt27dx9epV1KtXT2jRTIZLQzldxz58+IDs7GycPn1axRPo66+/VimnblDMBuXfYIhHiDwPZLVq1Qxuk2vMnWudjwV/rhFyDqOtbVMMcQpz3oAuyFPZJyulGXaP7z6XDWvWrMEXX3yBYcOG4ZdffsGGDRsUa4djxoxBdnY2NmzYgDFjxiA9Pd3ofrxt27Y4ffo0l6KbhJubm9ZoX5MmTVKMk5s3b66iWOQKpv5YW949c2DeXslIaJr+A4A4Ys4QBEO9cy7IfgV4/2eFIytdCZRU9ZHOz/rH5HYbNGiAs2fPsiqrbcBl7gGAOtu3b1dRRAHcuNcC/31Ma9eujUuXLin2jxw5UmsIyfXr12vUERUVxRiCLCAgADExMRp1meJpRijCmNCUxfUaN2nShNP6YmNjdYbEK1u2LO7evctpm8ZCURTy1PpSGzdf2HiUVNlXoLboYOkweYWaQvv27XW+P1wsAgYEBOD+/fuK7UGDBhmVo1MbyjLKrcwtgeLabxFMxxADIC7Jf/tMJQSuzF81/BlNF6Igh3iamYspU6ZgypQpePjwIWPOt7lz5+Kzzz7DihUrkJyczFm7TH2X+r5KlSph+/btiIyM1FqPi4sLfv31VyQnJ8Pf3x9Tp07lTEY5YhqXW0OfX6VKFVy5ckVoMRR06tQJDx48wPv37xXjCn3z22rVquk0sDGGoKAgzpS+ctQXZ6Uu3hqLumy8Hgi6EfN7aS6lmTYP+t69e+Pdu3dIT09Hp06djIpiYuo8gi8DCKE8zayF/Hzj8oXPmTNH8LzAzNDIf/cStu5+ij2y0qpj3ILcbNB5ueYWTANHR0cVL7DQ0FA8evQIubm5irVUQ66xh4cHXr9+rbKvSZMmqFOnDmiaxqBBg5CamorSpUvj0aNH3PwINXbv3m30uTRNIzAwEJcvX0Z2djZcXV11GvyXK1cOt2/fNro9sSBaTzMCQZlSpUpphHHIf/1YZduhgqpSqPBjjkZIMWNYtmyZyZrtkiVL6i/EI/Xq1cMXX3wBoGjgsnTpUsaQQ/oGNRMmTNDYJ7dKWrZsmcJiauzYsToXmv7v//6PtewAeysgMQ/GuUCb150y/v7+ZpCk+NGmTRsVS8qlS5fqPYfJAnbMmDF4/vw54yKC8mTnq6++EtXzrG6AIJE5agxw817xM7gTAmdnZ9b5ZbhCWy5LQ1i/fr1i0tulSxe0bNnS5Dq1wbcCkCvUQ0pZI+boK/hoQ0x9nDb69esHP7//JvaTJk3itH5tz6e654NDsKolf8HbF0BhAaeyEPTD9Mz+9NNPqFmzpsl1M4XjYrJaZhoLsgnXV61aNWzcuBEJCQmiCH1qCvL7IKZvjaXRokULjZw3+vpkd3d3gwxx5DntxI6Gp5mbD+z8VL3n8t88VS0jsEGsJcK1R9qmTZs4q4tLpVndunUNbp+iKIwYMQLbtm1D7969DT4fML0/5NpAVI5QOc2shdxc7cqjzz77TGW9QdljsXfv3orwzf7+/oiNjVU5d8uWLXrb5iOnGaBpaOv4meq3ggvHB75wdHQ02vngyy+/1Nh35MgRAEXXevPmzXj79i3niqZVq1YhIiICycnJ6NGjBwDTws/b2trCw8NDQ2G2ZMkSxd/29vaK9WdDEdv7T5RmBNFTvXp17Ny5UyP0Xt6L+yrbNmqhGblawG3QoAFu3brFqixTTO/p06dzIoepzJ07F3///Tfu3LnDqPwCdH8E69ati3Hjxql0hhKJBPPmzQNQNNB68OAB3r17hxUrVmitZ86cOXrzPrCBKTwjVx0sn4sJxg40fHx8VK69HHXljSETCLF9kNjSoEEDo8819vpTFIVTp05h7969SE9P1/oOKWNjY4NNmzbBzs4OUqkUy5cvR3JyMislfIsWLXDq1CnMnz8f33zzjVEyc0VReMaXoPM/qey3Ucv3kPfaepRmly9fZvQm4JLt27crJoeRkZGc5BJo164d7ty5gz///BPfffed1nfcHAm2+USe+2f06NGKfXZ2dpDJZBplN23aZLF9HVt8fHyEFkEFc15vvhfN7ezscOnSJSQkJGD9+vVYuHAhp/XLQ/L16tVLsa9EiRLIe/lApZx6f/vphbjywRQXmJ5trizjZTIZVq5cCalUCqlUimXLlsHR0REbNmxQlHFwcFDJtyYmDPU04+vdlYcas2bUjQ+N8RBZtmyZxqLprl27TJLLHJh6b5mM3vJe3AOtZIRASaQaedLznt9V/C20MawhqD8rxi5iGsPixYsVf/ft25fTEJQhISEYPHgwZ/Vx1R/VqlWL80gVbDFljgsUjUOMDdnOpn42yJXRlj5P4RJtYTOHDh2KkydP4urVq9i0aRPOnDmDPn36eIre+QAAIABJREFUKI47OTnh559/xv379/H7779j3rx5iImJQWhoKMaMGcPKiJ2va/hJqT8FoBJZAQDynt/hpV0xor7u6OLiwnk+5ejoaOzbtw9jxoxR3FM+7u2ECROwefNmxMXF4eLFi0aHUNbVl40ZM8ZY8YyGmMgQRM+PP/7I6D2j3tmq8/GxcYkYmXB3d8fw4cNVJq5MREZGYtSoUSr7mCwK2GBjY2O0O7Y2DE3aqcz58+cBFIWVs7W1xbVr19C/f38EBwcryshkMsZFS2W46qC5DAOzYcMGDB8+XLG9Y8cOo+Xigzt37sDT05NR2Thq1Cjcu3cP58+fR/fu3dGiRQsBJDQPNjY28PPzU5mEmROZTKZYrGfLkCFD0KNHD9A0DTc3N51l1Z/pxo0bo3HjxoIny6YoCqAL8fHJLdiXYfYgpelCfPrnbzNLxh985JZQv799+/ZF06ZN8fbtW4SGhnLWjre3t6BxvwF+FRlBQUGKRePFixfD1dUV9+7dw9ixYxEREYF//lG1TmzXrh3++MN6I3z36tVLw1vA398fDx8+FEiiovxO+tC1sL1z506uRTKJUqVKqXie1q1bFxcuXOC0jU2bNiEoKAgvX77E5MmTUaNTf53l854VnwUFMcGX1bWc0aNHK7wMvLyKFKXDhg2Dh4cHrl27hl69epGIAhYEX9/Cjh07omnTpjh16hTs7OywdetWg84fMmQIqlevjmrVqmHLli04fPgwmjdvrrBA5wox5tocPnw4Jk6cqFpP3kfkvXoIO2/msPV0/icVY1xLWoxPTEzEmTNn8PDhQ4SGhurNu8glkyZNQtu2bZGTk2OSwSMT//d//8fpfaBpGuHh4fjxxx9ZlWdqe/PmzejVq5dgz4ep/Y1UKsXFixfRu3dvHDp0iCOpio+nGV/9vba1h40bNyr+HjJkCGMZqVSqYgTKZQ631atXsw6V+9lnn6lsf3qq25Pq03NiGCZGypYtq/M4RVEYNGiQYpuP0IyTJ082ey5C3pRmFEUZnr2SO2iapocK2D6BR+Qf04+P/0Dhp1xI7Ji9gj49/p3Tdr/88kvs2bNHEYf2yZMnGmVcXFzw5MkTjBw5EgUFBUhMTDTaUmDHjh3o2bOnYnv27NnGCc4xEonErANuQ9A2wNI3iBkwYADu3LmDU6dOoUOHDujcuTMf4hmNrg+Ug4ODTs8+XQgxIGVyZ2cjR9u2bXH48GE+ROIdtp6V8gUydcQSfujjwxtalWZ5z+6C/vTezBKJC2PeJ0te/NT1e6tUqcL5QDkoKAh///23SrsODg4Kb2egKNSdutJMn6yWjnryeKAovGvbtm2NOtdUhg0bhpCQEFZl5cm01TE0hLO5Wb58ORo1asRpnc7OzliwYIFi++PjP0DThaAo5qAgufcyOW2fwA42fYlEIlGJhmDoPIBpLNC9e3d0797doHqKM9bc5wNFC6HHjh1TWHLrW8hSR57nmqIoDBgwAAMGDOBBSug1pBQCbc/Gp8d/aFWa5T78TSUcriU9XxUrVsT169fx4MEDlCtXDo6OjmZtX5uXDAA0b94cJ06cUGyr51/XBdf3wMbGBnPnzmVUmkVFRWHdunV624+MjBQ0JxcXHpBubm4YNWqU4Eozwn8IeU103btRo0YhODgYf//9t17lWbdu3VTydH18+JvO8h/vXzNcWALnKDuNuLu7czJWMLXvLlOmDObPn49p06aZLAtb+PQ0GwRAiJU+6t92idLMSlEM9grykHv3ikYMXACg8/Pw4W9urYADAgLw+PFjPH36FH5+flonAn5+fvjuu+9Mbq9z584YNmwYvv32W9SvXx8jR440uU5jUfeeY0t8fLxK8kwu4TI8o52dHW9yqqNPASL2iZih8oWHh+PChQt4+vQppFIptm3bZlS7rVu3Nuo8MdOvXz+kpaUBKFoAGT9+PGM5oZVm8nv+/q9zcGvYk7HM+7/OmlMkAth582jD2H5G+VnUVcfChQvxww8/GNWGLvTJnZKSgrCwMMW2kMYmGRkZqFGjBqd1yj0L5AQHBzMmYG7dujWSk5Px3XffoWHDhozftz179pi8CD979mx4enqiU6dOsLOzQ05OjkGhfZKTkzlXPnGJtuctLCwMbdq0wU8//cRb24Xv3+Dj/euwD9RccCz8+B65D2/w1jZBO2w8zXbu3KkSblOo6AVCjx0A3bnHTJFPjMoYY0hISDD6XKlUapCSQQi4zgHJJzl/nIFzNWZjE67XFNQxNIqFobi5uemNdiEEy5YtQ1hYGD58+ACZTGaQ9wCX/VtAQAAqV66s9Zs/bNgwVkozoefwxobu5VtuY8IzmrtdoRFr2GUmlN89uYGePqWZjY0Nzp8/r8jjm//6MT49vwu7EmU1yua/e6nXE00XhYWFGml99DF37lzEx8cb3aaYYZNSRBvJycnw9/fHP//8g/Hjx3My9mLTd+t7d809BjRHTjPKyH/GtkEoBsTExAAA3l1mdqHPuXkShR9zOG/X3t4egYGBZnlRZTIZNmzYgJcvX+LAgQNmCbelrYMy9iPCZz43Q5RmljRoMifmuC4rVqxAZmYm0tLScPHiRXTs2FGjjLOzs+Dh5IQgKSkJkZGRaNq0Kb777jut18CYXBVcIn9OPj3+HR+faOZ3pPPzkJ3J3+KxtWDqBD81NVUxCWjatKlgORN08dlnn+HIkSOsPY24pkGDBli5ciXCwsIQHR2tkfTanFSvXh0FBQU4duwYZ3UuX75c4bUilUpVQrMoQ1EUxowZg6NHj2LOnDmMZbjwWmnSpAmio6MRGBiIkiVLGpwLo0GDBgZ7SJgTXUpPcyxAvstktvR+l3EQKMjjvX2CJmyUZj169EBycjK6dOmClJQUdOvWzVziCQpfSrqJEyeicuX/vNwbN26siFqgrU0xj/vl4Zhr1arFOrSVJRISEmKSN72Hhwfjfr7ube7dDOS91owiU/jxPbKvHeVcBnkdjo6OmD9/vsn1WSI1atTApUuXsGHDBly6dAl169ZVOc7n+9GzZ0/Y29ujfv362LFjh8H5F8XSx0RFRaFVq1b49ttvERjI7CkpNMTTTD/KIcDFBJfPuXp+q3dXDjCWe3dpP0zxvTFUZmtNbTJt2jSkpKRg0aJFRtdhb2+PGTNmYPXq1RohNvlEDEZfyvDpaXYfhj/tHgBcYJwCjDbiHIKFIl+syL2XiXcZh+BSo73iWP6bp3h9IlUgyawTuVWIoZjbCsDY8IwE7oiKikJGRgbu3buHSZMmKfLoRUZGaj2HoiisWbMGgwYNQk4O98puZcT0LJQoUULhaaavnJAov1cvD6XAr+98SGROin2vjm1AwbvnZpHF1tYWeXncLhb7+vri6dOnnNbJBwMHDkS9evXw9OlTNG7cWPAJO1P7qampaNhQ0/vbXFAUhdGjR2P06NEa+4VAIpGgRYsW8PT0xKtXr0yur2bNmjh37hyOHTuGRo0asfYykMlk+Pjxo8ntc41EIkF8fLxKTlExERERIWj772+eQs5nYXAKaazY9+n5Xbz5ZZeAUhVv2CjN5EprcycrV/ZeB4o8fsUM236ZoigcOXIEc+fOha2trdG5ooWAacx55coVvHjxAj4+Pla9QGxslBI52iJT8PY9LyzAywPL4ft/s0HZFBmn0HQhXh1ZDVrNEJcLGdLT03Hx4kW0a9fOrIuR6kyfPl1Qr/zQ0FCteX2nTJmCo0ePMualNfUe7N69m3XZgIAAjX1M6QbMjZ2dHdauXct5vVy/YySnmW48PDwM9oyyRNTvaXbGITh+1hAOZWsq9n18/DveXvze6DqNKUdRFKfrQ4MHD8bmzZs5q89YlNMXaGPLli0YOHCgYnv58uV8igSAm3e7X79+mDhxotnW9XhTmtE0XdaQ8hRFeQC4iiKl2QkAPWmafsnivPIAUgGEAXgNoC5N09xnnCOICuWX7dXhlci9fxX2ZaqgIOc13l38gRcvMwI3cDUIErPVly7s7Zlz8Mkxp1KHj+tVoUIFowbwPXr0QNeuXfH+/XuteW6KMzExMVi5ciVv9Y8YMYJVubxnt/EkdTycq7aGxNEVOTdP8R53PCwsDKVLl8aTJ08wbdo0dOrUidP63dzczKI0M9QLhwldiwvmxtz9rSl9oxi/DWxyjjFRo0YNzsM+skGs31y+vpnp6emMoS8NoWfPnpgxYwaqVq1qdB0vfliED7fOwj6wOj69uI/szMPFPn+kkLBRmglFfHw8Ll68iN9//x0jR45EgwYNhBZJAZPHkSHXrVSpUli1ahXr8mLom7Qhk8mMNka0JEx5L7788kut3vSVKlVS/O3v749nz56pHFfOm2MoHx/+hsebx8K5WhuAovDhz1/x8dFNjXJcPF+NGjUSRXji+Ph4FBQU4MaNG/j1119FZUQWGBiIjIwMPHv2TMOLiov8XWzx9fVFnz59FKF2hw0bBhcXF41yYup3mGSpW7cuLlzQDDVqreEZCaZj6rOhnKNYIpEgIiLivzQ2dCGe7UmEc+WWsCtVEXkv7uHdFcMiKYhl/KVMUlISbGxsFLnAzIFMJoONjY3C+JxtNJoePXrg2LFjOHDgAJo2bYpBgwbxKCV79D13JUqUwOLFizFt2jS4ubnhxYsXvMojJpX2UgClAdwB0JWNwgwAaJr+C0ArAGdQ5Kn2HUVRpLctZry/eQqvjqzGmzM7NBRmFy5cwKxZs5CUlKQS5swUV1Vrxs/Pj9f6mzVrxkk9THIyWYKJDfXcMoMHDxZIEuPgc2Bta2urCD2mjhgHReZk1qxZKuHAli1bxlnd7du31xlLXf2e52c9QVb6Nrw6vMosiXpLlSqF3bt3Iz09nTG8pzLNmzfXeVxd2WCuwaFEIhGVdTxf77FY31N9v5dvK++uXbtq7Js4cSKvbZoDLu63qXVo+2aYwtatW9G4cWP9BfVga2vLuLBmEHQhcm6cwMuDK/Duwj6iMBMYMSvNQkJCcPPmTdA0jTVr1pjdcl2XYj0uLk5FHj7Drolp4ZqgG6Zcvunp6Zg9e7Zi8XzKlCmKYx4eHiqeyerGZHPnzkVqaqpJMuW/eoisE5uRdfwrRoWZPpYtW8Z7jjIukclkmDt3Lvbt24fOnTsLLY4G9vb2CAgIUIlY4uLiggEDBphVjrS0NHz//ffYv38/1q9fz+ocdYNEQxT/psLUH58+fRrjxo0zmwxyiounmSXKbAxsxzzVqlXTCDuZlpaGWbNm/bejIB/ZV4/g1aEUvLv4A2ehx9XH8MrfEb5xd3fH+vXrzToGs7e3x//+9z+0aNEC3bt3Z62wc3R0RGpqKp49e4Y9e/aIMvelNiZOnIhPnz7hypUrvLclCqUZRVGBAPqhKMTiPJqm3xlyPk3THwEMAJAPoDKA0brPIFg6hkxQ69Spg+nTpyM2NhYZGRmYMWMGtm3bZlHJic1J3759VTpM5WTmxqCc1Lddu3ache5ydXVVCX0zatQoUYRK0EfVqlUxe/Zs+Pn5oUmTJhrKipo1a2o5k3uMGdx5eXnxIMl/8D3gtNTwBx4eHrhy5QrmzJmDXbt2cTrpOXjwoE6rZ7FNAnr27Mm439fXF4sXL9Z5bnx8vCK/TMWKFTFt2jTO5GK6TgkJCejbty+OHz9uVqtYvlD+9pp78bh69epGn6vvGW7ZsqXOELKmkpCQoKI8SUlJEV0eR30KZyHD9eiCa0v9AQMGoH///pzWSbAexKw0EyPy6+Xj44OffvoJXbt2xbhx47Bw4ULW182YvoLtOQkJCYz7f/31V4PbtCTEMq4bOnSo3jLz5s3DqlWrMHXqVFy6dAmOjo6KYw0aNMCaNWvQpEkTjB07FuPHj0fr1q1x4MABTJo0Cd9//70ix6pEIsH27dt5+y1yxo8fj7179/LeDh+I5blgYs2aNYiNjUVkZCTS09P1Rm7hGolEgi5duiA8PJx1Ooi4uDjF89e8eXP069ePdzl1YWdnhzZt2pi9XWM8zcT8LGrDGscCbO+DukJ4xIgRyMzM1IiO4uTkhOnTp/Mu39KlSxXpLZo2bari8WatNGvWDMeOHcOePXtQpkwZocUxiSVLlqhs9+3bVyBJihDL6mEk/gsV+ZMxFdA0fQfAURTlNSPaEAIjwcHBSExMRL9+/SzyY2wOZDIZTp06hcjISIwbN461NZU2YmJikJGRgaNHj+J///sfZ9edoiisWLEC6enpOHnypE7rLTENYiiKwpdffoknT57g1KlTKFu2rMpx9d/BR6xyU1BXOilPXgGgS5cuJtXPh9eAHBsbG5W4zZZGUFAQ4uPj0atXr2LdfyUkJCAoKAgA0KlTJ+Tk5ODOnTu4desW6tSpo1L2iy++UPwdEhKCzz//HHv37kV2djauX7/OqYeRujVdREQEZs6cie3bt6Np06actSMWmELXmRrOTpmkpCTF3xRF8ZqfRyqVIi0tDR8+fMCePXt0ljVG0RoQEIArV64gOTkZp06dQkxMjLGiGgWbb+DEiRPh4eGh2F63bh2nMqi/a0OGDAFg+sKIjY0NtmzZYlIdfEFRlFUoywn/UZy/vfrQ18+0bNkS3333HZYvX64S+UOZpUuXauzTdc21tanrnC1btqBly5YYP348Jk+erHG8WbNmpnuIEljBxthRKpUiOjoa8+fPV4z95FAUhZEjR+LUqVNYsWKFYk7SoUMHLF68GF26dMHFixexb98+XLp0ibOFN2vtB8T8u1xcXJCUlIS0tDSdRlSmRhJSV6Tv2mV8DtFy5cohMzMTL168wM8//wxXV1eTZFNHV59ryL1ULyvkc2DNeR6tmX79+imiSYWEhGDq1KmCylOvXj38+eef+OOPP3Ds2DGzK9m1wcW7VaVKFQ4kMQ/q32yAXQjW/v37o0mTJgCK+lH1NRZzI5YwhsqJHV6bUM+fANoBKEVRVG2api+ZJhaBUDypVq2aSjJxUzHFQ0AXFEVxEkJJTNSrVw/ffvst9u7di3r16qmEIeGa2rVrm1zHli1b0L9/f+Tm5iI6OhoVKlQwqT6JRIJVq1Zh9GhuHYZLlCiBOXPmWIQ3otgQehKt3n6lSpVw8+ZN5OTkwMPDAxRFaSif5cyZMwe1atXCs2fPEBkZqVD6Ojk5cS5n/fr1MXLkSKxduxZBQUFITEzkvA0x4efnh/Lly+Ovv/4CUORJULduXc7qHzduHKRSKa5evYrIyEhUrFjR6LrYPsP29vZ6FX9z5szB/PnzDZYhODhYxTtabHh6eiIjIwPffPMNKlasiPDwcE7rX79+Pdq1a4ePHz+iRIkSiI+P56zuVq1acVYX19jZ2WHVqlUYO3YsCgsLRWXEQzAc4mnGHUzXUp/HKxcMGDBAZ2g3iqI4W7gV67Ph4+MjtAhmw8nJCREREZzWKfS4mKCd2NhYfPz4EZmZmejatSu8vLw0Qrv36dNH6/kjR47EiRMncPbsWXTr1s2gkJVMz4WdnR3vUVoMQYhn15jwjARxwHbM4+rqiqNHjyIrKwsuLi68GkErh/Xt2rUrzp49y1jO3d0d7u7ueusz5zthypjAyckJly9fRkBAABwcHDiUij+qVKmCJk2aID09HQAwcOBAVu+4q6srjh8/jqdPn8LDw0Pw3ysWpZnyKmsAgBtG1qO8ClYVAFGaWSlksEoQ60SUC7p166YIIcclCQkJCgs6X19fTvKp9ejRA82bN8eHDx84cwWPjo7mVGmWkpJids8Oa0Lo/papfZlMBplMxurc7t278yEWY1tr1qxBSkoKJBKJxYYC1YV6eMbU1FRER0cjLy8Py5cv59TTTCKRYOzYsZzUxeUzbI33VU5AQABvudaaNWuGjIwMXLt2DU2aNOE0f6qh44GkpCRMmDCBs/a1IX/uoqOj0bNnT9A0DV9fX97bJfAHUZpxB9N1Y+pf+QzPqI0KFSogKCgId+7cMame4OBgXLvGf+5XfUREROC7774DUGTwwrVRBBNCjx35hKIo8t6LFBsbG705hHV5nfj6+uL48eNciyUahHhujQnPSN4vcWDIvZNKpbwqiBMSEuDr66tiUB4dHY3Vq1fjwYMHkEgk+Prrrw2ul69njetvoLOzM+85uPng8OHD2Lp1K+zt7Q0KUSuVSlGqVCkeJWOPWJRmnijKZwYUeYoZqzRroPQ3mZUSCASCEjNmzECFChXw4MEDDBgwgDNXdXPk5iGDZ26Ij4/H3LlzFdtCx4i2RtiEHRAarhL9NmrUCJmZmZzUxSemhKkhcEdISIgivwffzJs3D4WFhTh58iRyc3MREhICT09PNGvWDAEBAVrP4/JboxzuUp5bwVxwHQaKUARRmmmH6ToY2p9y0f9yVceuXbsQGxuLM2fOGF3P6tWrFSGGANWww+YkNTUVs2bNwps3bzB16lRODVy0wea94OKZIXBHcbn21vI7ufr28H09iounmTnHAkJeJ67mkIbCFKLP1dUVmZmZOHjwICpUqGB0xBMyjuMPBwcHREVFCS2GSYhlZecxgLL4Nx8ZRVGbaZrOMqQCiqLaA6iE/5RvOZxKSCAUAyxpEGlJsooFiqKIkqSYM3bsWOzbtw83btxAQECARux+Jqz9XUtISFB5Lzp16iSgNPwwadIklaS6ycnJAkpjfvTlpyGTJeujadOmaNSoEWMYyLy8PDg6OuL9+/dG18/ULw4cOFCRX42iKLPkdJBKpWjTpg3q1auHWbNmKfZv376d97aLI0RpZhh8jx+YrK61hWs2lLp16+L06dMm/YZGjRph48aN2L17N+rWrct56HG2uLm5MeaLEyOW8D5Z67jYWn8XH7Rp00Zlu3Tp0hYRiYDNPeb6OSguSjM+WbhwIeLi4hTbO3fuNFvbLVu2xLFjxwAAJUuWROvWrc3WNhs8PDwsZn2Lrz7WEr6bloxYlGZnAQShSOHlB+AARVFtaJpmpfiiKKo6gNR/z6f+/f9XfkQlEKwXa+1wuQobSCBYOj4+Prh48SLu3LkDf39/Vt4IQk+i+W6/W7duaNeuHQ4fPgx/f3/MmzeP1/aEIC4uDrdv38b169cxePBg1KtXT2iRzMrnn38OFxcXvHv3Tm9Za/wOWuNvUsbQPsLW1hZr165FVFQUPnz4wJkcixYtwocPH3Dv3j1MmDCBVVgRU3I4TZ06VZFfLycnB48fP8avv/6KiIgItG/f3uh6CdohSjPtMIVM1mewwAZd74iDgwNSUlIwfvx4UBSFFStWsArdbC4oisLQoUMxdOhQoUURJWLPr2Qoa9eu5a1ucyD0eN9ccNFnu7q6IiUlBRMmTICDgwNWr15dbK6foRgTnpELzP1tnjZtGm91R0VF4fLly/j111/RtWtXs4TYlbN9+3bEx8cjOzsbM2fOFEQ5bImGYKQ/sB7EojRbAqD3v39TAOoDuEpR1GSapr/VdhJFUZ4AxgGYCMARRcoyGsBZmqZJPjMrhu1HUCaT4e3bt3j79i0+ffqEgoICniWzLFasWKGyLZPJcOvWLYGk0Y26rGXLltUq6969e/Hw4UMARVbYrVq1Eu3vEjPq1xyA2a6jetuVKlVibJtJRnVCQkI4k1sqlcLR0RHu7u6chbc0Nw4ODqhUqRLr8nwO+oYNG4aNGzcqtpkUG46Ojry1DxTlNjhw4ACePn0KNzc33tsTAm9vb+zdu1doMQRDJpPh+++/x4wZM+Dm5ob//e9/QotkcVibYqB///7o06cPp1bNPj4+2LVrl84yX331FYYMGQKgqC9mCjdjDE5OTtiwYQMndRG0Q5Rm2nF3d0dYWBh++eUXAEVeYNWrVze4nuTkZEU+y/r166Ndu3Y6y8fExCAyMhKAakhUYyELXeZDiHeHiza1PSOWHoKKCyV3cSImJgajRo0CALOEPFXHmsMzWlo/HBMTg5o1a/JWv5ubm1m9y5Tx8/PDpk2bBGm7SZMmaNWqFXr16iVI+6bA9H6S8aJlIgqlGU3TVyiKmg5gDv4LrxgE4BuKol4AOAzgFoDnAGwBlARQB0DTf7fl3mUUgJcABpr1BxBESc2aNRETE4NHjx4JLYpoUQ9rIpVKkZ+fL5A0uqlfvz5ev34NoGggVbp0aa2yVqxYEX5+figoKICrqytomhbt7xIzTGFvzHUdq1evrvAAoCgKJUuWZGybTUJUFxcXzuTOz8/Hx48f8fr1a7i5uaFkyZIWN7DnkwULFiAtLQ3Xr19nVf6LL75AZmYmfv/9d0RFReHSpUsaCbj1JfTmAolEgpIlS/LejqVjyYP9Fi1aID09HYDmZLxcuXJCiEQANwsjDg4OGvvc3d31nsdk0cz3Mz548GB4eHjg2rVr6NGjB/z9/Xltj8At5Huvm71792LmzJn49OkTZs6cqfN6aXvXxowZg7p16+LZs2do164dq2vOhbKMQCjuxMbGYvHixYp3s0ePHgJLxA9c9uNCKMv4hoRnNJyUlBShRbA6Jk+ejEWLFvHeDhnXEfQhCqUZANA0Pe/fBzYRgAT/KcFKAIjUcppcWSYv+xuACJqm/+ZdYIKg6OvcatasibFjx6osmlAUZZUDG1Pw9vZW2ZZIJJy6xXOJp6cnnJ2dUVhYCDs7O72u4SVKlDCTZNaL+vMBcBs2QRd+fn7Izc1FYWEh7O3ttbbLJKM6Dg4OnMmtrHx78+YN7OzsWMlgyRgymIyLi0NcXBw6deqEAwcO6C0fFBSE8+fPK7ZbtmypUYYoNAhcEx0djdWrVwMAnJ2dMXLkSMUxMnliRszXxdPTE40bN8bp06cBAFWqVEHlypUFlko7ERERiIiIEFoMghEQTzPd+Pn5Yd26dSbX06BBA5PrGDt2bLHL32lpWGp4RjF/D03Bz88PW7ZswYIFC1C6dGksXrxYaJEIVgBX4RmVc2sRrB9L72eZ5Lf031RcEdXq+L+Ks2MAFqDIiwz4z/NMGxSANwBWA5jHNg8awXqRyWSIiYmBu7s7/P394ezsDE9PTzg6OpKOSo2LFy+qbEulUlSoUEEgaQhiQ/35ACAwlx2bAAAgAElEQVS654NJRnW8vb3h6+vLSXsFBQXIysrCs2fPAADPnz+Hq6sr7OzsOKlfjLDtN5XLVatWjZXSjEAQgqSkJPj5+eHRo0cYM2YMnJycWJ3XuXNnniXjh+KwqL9v3z7MnTsXeXl5iI+PF1ocQjGiOLxf5oLLedry5cvh6emJhIQExT5jwkUS+MNS3x1rXk/o378/+vfvL7QYBDMipvCMcqUZU99w9OhRg+qy1P6FUIS57h9N0xb/rNSoUUNoEawaUSnNAICm6bMAmlMUVRdAHwDtAFREkfeZMm8AnARwBMA2mqb1Z3cnFAtq1KgBW1tbxSK5v7+/VQ9uCQSC+ZBKpfDy8kJBQQFevnwJAMjOzoanp6fAkglPmTJlFH9PmjQJK1asUITYVF60IhCERiaTYfr06QafN3fuXB6kKd5UqVKFk3q8vb2xbNkyTuqyFMjY1vwQTzPLgaIozJw5E8+ePcPq1avh5eXFKg8uQVj47te4eF/1RTshiJvi0GeLaXzAVhYbGxtRyU0giJU1a9Yo8ikCRUZCBP4QndJMDk3TFwBcAACKopwABAJwA5AD4CmAZ3Rx+OIRDKZ+/fqwt7e32ESiQkLCVxIsDVtbW+Tl5eks4+joyHm7rq6uCqVZTk6OVSvN2PahBQUFir+9vLxw/vx5bNq0CeXLl1cZ2OmCfNbFRalSpfD48WPF9oABAwSURlh++eUXVK1aVWgxrI769esjLCwMv/zyCwBgwoQJgspD+iCCLojSzPJYtWoV5s6dC5lMxpj/kCAuLOF9Wr16Ndq2bauzzPjx48lCJoFXdL0rprxHQuU0E2uKEIIwWOMaLpt8y9pQvh4jRoxAXl4eLl26hJ49e6JmzZpciEfQgkX0TP+GXLwhtBwE8aBrIFCyZEleFsmtkZIlS+LJkyeK7cDAQAGlIRAMp2zZsrh165ZiOyAgAJ8+fcI///wDoEhh5uzszHm7MpkMFEWBpml8+vSJ8/rFhDFKM6DIg6S4eX5YGxs3bkTPnj2Rk5ODTp06oVWrVkKLxDtMuXSOHz+Ohg0bCiBN8eDo0aPYtWsX3Nzc0LVrV6HFIRC0QpRmlokhC1XWuFBH+A9T7++IESPQtGlTveXGjx+PEydOICMjw6T2CNxD3nHzopwPXBdyg3cCwZxQFGU2g5revXtj7NixyM7OBgB06tTJqHokEgnGjBnDpWgEHRDfcoLV4ejoSMImsMTX1xceHh6wt7dHqVKleFEuEAh84urqqshd6OfnB29vb5QuXRrBwcEIDAxExYoVeZkcURSl8MwsLCzkvH5LRF1pRrB8OnTogNu3b+PGjRvYv39/sfi2+vr6Ii4uDkCR9/XatWvRvHlzYYWycuzt7TFw4EBERERYzGKWpchJ4BaiNOMOsV43rnLgFneMzR8n5r61RYsWWLduHSuPmMDAQFy+fJm1woBA0IeXl5fKdrdu3bSWFVPuL7bvgPJ7JbZ+gOT5Mz/mfAaGDh2q8vzp8yQ2FgcHBxw8eBBt27ZF7969sX79el7aIXCL9a9+EKwSfZ2o2D60YsXGxgbBwcGoUqUKSpUqRa4bweKgKAp+fn4ICQmBv78/JBIJKIqCh4cHSpQoQUKOcoCxnmbGINZFtOKMj48PQkNDi9X3YcGCBbhz5w7u37+PqKgoocUxGfJeEQjcQJRm/CLEd2bcuHEq27NnzzaqHnWr75SUFKNlskS++OILxd9169ZFs2bNBJRGO6a8rxMnTjSoHmUDOwLBVLZu3aroIx0dHTF//nyBJWKHNXiaVa9e3ejvk76+sDjNr8SKh4cHtm3bhooVK6Jx48a85j9t3LgxDh8+jB07dqBUqVK8tUPgDosIz0ggEAgEAkEYzKk0IxDEQtmyZYUWgSAAlqQAIQst5kcqlSIgIAD3799XbPNlkWztMHnrCJHTJjExEdnZ2fjzzz8xatQoBAcHG1XPxIkTcfz4cVy/fh3NmjUrdp4Jc+bMQVhYGF69eoUePXqw6p+YFsnt7e35EI8T1D19CJZJ586dhRbBKDp27Ij09HRcvHgR7dq1Q4UKFTipV/1d5XpsYQ1KMwCKtAyGUq1aNZw8eVLrcUsad1ozvXv3Ru/evTmrj4zRrQfRKc0oigoG0BlANQC+AJxguEccTdO0OM2bCAQCgUCwIIjSjEAgMOUECg0NFUASceDj4yO0CAQBoCgKq1atQr9+/fD+/XssW7YMLi4uQotlkZQrVw7lypXD7du3ARQZKoSEhJhdDjc3N2zcuNHkeuTh+LKzs+Hq6lrsPIwoijI4P4uPjw+qVauGq1evAii6hrVq1eJDPAVcLWSSBVHLIS0tDQMHDkRBQQEaNGhgsUozAGjUqBEaNWqkt1xSUpJK7r2hQ4dqLcul0obJU9eY8IxcwOXvMuV9J32FuCFKS4I+RKM0oyjKG8BaANqD87KsCgB58gkAQCayBAKBYCZIeEYCwXqRyWRISEhAQkICACAmJsYqFUdsc7tOmzYNq1atUvRZw4cP51QOLy8vvHz5ktM6CdwQHh6OV69egabpYqcY4RKKorBz507ExsaCpmkkJSVZ/OKira0tPDw8hBbDoti9ezcmT56MvLw8LFiwQNTPgLJsZLxqOURGRqJWrVp48uQJmjRpUiz67bCwMERFRWHjxo0IDQ1V5Orlg40bN+LNmzcoU6YMevTooXHcGE8zMb5fYu6bCAQCf4hCaUZRlAOAkwBCUKT0Aojii8ABJE4sgUAgmAcnJyehRSAQCDwyc+ZMfP7558jLy+PdG8Bc9OvXD2lpaYpt5bw8uihVqhT27duHFStWoGzZsli4cCGncgUGBhKlmYiRSEhacC6oW7cuTp8+LbQYBAGpWLEifvjhB6HFIFg5oaGhxco7XiqVYu3atVi7di3vbXl7e+v0ZGNrVClEeF5D4EtpRpRxzJjL89xS7it5ToRDLCP+MQDkXzG5sowCkA3gAYD7Bvy79+//BILoP77Wzt27d0FRFCiKwt27d4UWx2Ix53VMSEgARVFo3rw5L/WXLVsWFEUhNTWVl/oJwtGqVSuhRSAQCAxwabFbtWpVq1GYAcC8efPQvn17hIaGYsOGDQgMDGR9bteuXXHs2DF89dVXnHuXiNHKmkAgECwdBwcHoUUgEASDzcK7oYvz+sYrbD3NyLiHoEzfvn2FFsEkyPNsPYhFoyAPySgPrbgXwEyapm8IJxKBQCAQCAS2tGvXzuQ6yACTQCCYkzJlyuDgwYNCi2EUxOqUQCAQDEMikWDdunUYPXo08vPzMX36dKxduxbPnz8XWjQCgXf4mGdxpTRTLifG8Q1fMpG5LzN2dnZCi0AgABCPp9lnKFKW0QB+omm6J1GYEXRRuXJloUUgEAiEYgHbSUJkZCTPkhAIBGPo2LGjyra9vb1AkhAIBAKBICwjRozAw4cP8fDhQ8yaNQsVKlQwuA62+S8JBEvD0BzVfCjNxIgYFXkE8UKeF+tBLEozB/yXy2ypkIIQLAOmJKMEAlAUyjAhIYGE/ysmZGVlISEhAcuXLxdalGLNypUriUUYgSBSFi1apPJ+7tixQ0BpCAQCgUAQFl9fX5QuXdro87dt26ayPXv2bFNFIhB4h81Cfl5enkF1FhYW6jwulNKMaw8uogQhEIonYlGaPVT6+4pgUhAsBhsbG0ybNk1oMQgi5O7du0hMTCRKMw4oW7asynZQUJAwguggKysLiYmJRGkmMC4uLpzUQ0JUWC8lS5YUWoRiS2hoKM6dO4c5c+bgyJEjiIiIEFokgh7I4gyBQCCIlw4dOmDs2LEoXbo0unXrhujoaKFFIhD0wmaeZajSTB9slWGGerhZC2S8RyCIG7Eozc4r/Z0rmBQEi2Lq1KlCi0AgWDWenp7w9fWFg4MDfH194eHhIbRIBJHC1YDfycmJk3oIwrNp0yaVbWLIICw1atRAfHw82rRpI7QoBAKBQCBYNLa2tlixYgUePnyIb7/9Fp6enlrLkrEtwZIwVGnGR3hGMRpRGjvXJUqx4gm579aDWJRmG5T+rieYFASLwtXVVWgRCASrRiKRoEyZMqhcuTLKlCkDiUQsnwyCOZFKpXrLcDUwXLBggcp2VFQUJ/USzM/AgQOxYMEChIeHY926dValrElOThZaBIKVI8YFIwKBQCAYzvbt21W2V61aJZAkhOKOEOEZ2dYnVE6zZcuW6S1DURRRghAMgoQHtR5EsQJK0/RJAN+hKK/ZUoqi3AUWSXAoihLFvbFWCgsL8fz582L1T9+AxhROnz6N5s2bw8nJCV5eXmjfvj127dql92NB0zR2796NRo0awc3NDR4eHmjTpg2OHz9usAyDBg0CRVFo0aIFAODkyZOKAQ5FURg0aJBK+bJly4KiKJw9exYFBQVYt24dGjZsqGENaIiMd+/eBUVRsLGxAQAcO3YMbdu2hZubG5ydndGiRQucO3dO628w13UsLCzE4sWLERwcDHt7ewQFBWHEiBG4ceOGznbY8uDBA/Tp0weenp5wcXFBvXr1sGTJEmRnZ+s879atW4iNjUWVKlXg7OwMZ2dnNG7cGD/++KNG2YSEBFAUpQgZee/ePZX73bx5c5XyHz58wOrVq9GiRQt4e3vDzs4OwcHBmDFjBnJziYOzLmQymd4yXA3kqlevjnnz5iEgIABt2rTBl19+yUm9BPMjlUoRFxeH/fv3Y8SIEVY12B8xYgSmTJkitBgEAoFAIBDMhLGLoOHh4UhMTESdOnUwbtw4DBkyhGPJCAR2MBmdqxtHisHTzJyMHTsWycnJGDZsGHbt2mX29omRFIENFSpUEFqEYouN0AIoMRxAJQDVAVyjKCoOwB6apj8JK5Z5oCjKBsAAAD0A1AbgTVFUIYryvaUDWEvT9C88tU0B0L8qygxN0/RHLuUxBy9fvoSPj4/QYpiVZ8+eoUSJEpzXe+jQIXTp0kUxwCooKMDly5dx+PBh1KxZU+t5BQUFGDZsmCJkl5eXF969e4eff/4Zx44dw549e9CtWzfWcnh7eyMwMBDZ2dl4+fIlZDIZ/Pz8VI4z8e7dO7Rs2RKnTp0CoDqYNEXGpKQkTJo0CW5ubvj48SM+fvyIEydOoHXr1rhx4wbKlCmjUt6c13HQoEEqCazfvn2L7du3IzU1FRUrVtTaFhsePXqE+vXr48mTJwCKBuL37t1DXFwc1qxZg6ysLMbzMjIyULduXeTn54OiKHh6eiIvLw9nzpxB586dsWTJEkycOFFR3t3dHYGBgcjNzcXTp08hlUrh7++vOK587wGgSZMmuHTpEoCiMCmenp64ffs2Zs+ejcOHD+PEiRNwcHAw6bdbMwsWLDBLSFyKojBt2jSSs5IgamQyGRYuXIilS5cW2xwMBOGxJkU0gUAgWCtSqRQzZszAjBkzhBaFUMwJCwtDQEAA7t+/DwBo1KgRHB0dVcp8+mTY8isfSjNzjm8kEgnGjBkDoGi9TBtkzEUwBFOfl4ULFyIuLk6xvXz5clNFIhiJKLyZKIoKA1ARwFQALwGUBrANwDOKon6iKGoVRVFzKIqaxfafkL/HUCiK+gzAVQCbAHQA4IOie2MDoCyA/gDOUBS1gaIo/XGyDCcQwAcj/93jQR7WXLt2Tcjmiz05OTkYNGgQ8vLyULJkSXz//ff48OEDnj17hvPnz+v0LJo/fz5SU1NRrlw5nDlzBi9evEBOTg42b94MmUyGUaNG4cOHD6xlWbJkCe7evYslS5YAABo0aIC7d+8q/sn3qzNo0CCcOnUKERERuHr1Kt68eWOyjAUFBZg8eTI2b96M169f4/379/jqq69AURSys7M1cv2Y8zru3btXoTDr3Lkzbt26hZcvXyIrKwtLly7FzZs3WV9zJkaOHIknT57A1tYWS5cuxdu3b/H06VPcv38foaGhKtdXGRsbGwQFBSE1NRUvX77Eixcv8Pr1ayxevBgAEBcXh+vXryvKjx8/Hnfv3sXOnTsBAP7+/ir3W75fjr29PSZPnoybN28iOzsb//zzDzIzM+Hj44Pz588jMTHRpN9t7ZQvX17ncRK6k0AgELiDLM4QCASCuCD9MsHSoSgKR44cQe/evTFw4EDs3r1bo0xx8zRTRtc7bsr7P378eF7qJZiOWK9/bGwsEhISEBERgW+++QY1atQQWqTiC03Tgv8DUAigQO1foZb9rP4J/ZsM+O3lADwFQLP8tx2AhGMZyhrQvvq/f3i6Lv7yNh48eEDrolu3bioyrVixgj548CB94cIF+v3794znPHv2zNjfa7H/nj17pvM6GsPq1atpALStrS3922+/aRw/efKkov07d+4o9v/zzz+0vb09bW9vT9+6dUvjvOTkZBoAvX37doNl2rx5Mw2Abtasmc5ygYGBCtliYmI0jhsj4507dxR1RkZGapzTpUsXGgAdHh6ust+c17FevXo0ALpp06Z0fn6+xjmDBw9mdf2YuHHjhkLODRs2aBzPzc2l7e3taQD05s2bNY7l5uYy1lurVi0aAB0bG6tx7Pjx4zQAOjAwUKdsWVlZjPvl18jT05MuLCzUWYc6f/75J33jxg36zz//NOg8S2TPnj06+5cdO3YILSKBYHakUqnWd4JAMIXRo0frHdd9+eWXQotJIFg9TO/ewIEDhRaLwCFhYWGs5tJnz54VWlQCgXeWLFmi8ew/efJE63uRlpams75t27axXq+SM3LkSMZjhqx9NW3a1ODfrm2NMCkpiXZycmI15lc/Nm7cOPr+/ft01apVGc/19PQ0WE5Lx5Bnge+2W7duzUs7MpmMzA3NwIMHD5SvsT/Ng25CbKbhympe+Q83pQ5R829Ixl0o8iyT8xWAmgAcAHgB6ARAOQlSXwAkyYsSurTutra2ZpSk+LFv3z4AQO/evVGpUiWN4+ru/nK++eYb5ObmYuDAgYweLEOGDIG9vT2OHDnCrcAMBAQEICkpiXMZw8PDNfbJr9GrV69U9pvrOj5+/Bjnz58HAMycOVMjhrmuttgg/x0BAQEYOnSoxnGZTMbYpvyYttxZjRo1AgCTvODc3Nx01v3q1SudIRmKOzRtzOeYQCAQCMagnoeVQCAIA9Nc8osvvhBAEgKBQOAfJk8zPz8/jSgucvTNEXv16oUqVaootitWrKgSdk5MaPM6qlChgtEeSRRFoUyZMrh06RJevnxpingEHuBrjUOsHmwEwxFTTjNK7f/iwAgAdZS2Z9I0rRxaMhfAAYqijgA4CKD1v/unUBS1gabpJzzJ1YKm6RM81W1WbGyYH3EvL69it0Du5eXFeZ1XrlwBALRo0cKg886dK9IDr1u3DuvWrdNaztRQgWzo3bs344TYVBnLlSunsU+uFFLPgWOu6yhvRyqVokmTJga1xQZ5/c2bN+d0oCBX5BkSrtPQuvmq31rQN6Ak4RkJBAKBO+zt7YUWgUAgANi5cye6d++u2L558yY+++wzASUiEAgE/uA6p5mdnR3Onz+PY8eOISAgAFWrVgVQlLPJUujYsSPrtY22bduqGFXHxsYCKDLA8PT01ChPDFMJBHEjFqVZkNACmJt/c5Mpm6n9AmAOU1mapvMpihoK4C8AtgCcAEwBEMu3nNaKRCJBiRIlhBbD4snKygJguEJOrrD09fXVuTDk5OSEhw8fonHjxlrL7Ny5Ew0aNDCofWWCg4NNlpEJV1dX1jKY4zoqt+Pq6sqLF6axv0OZ06dP49ChQzh37hxu376NZ8+eIScnhxP5Hj16hH379iE9PR1//PEHHjx4gLdv33JSd3GHWFMRCASCeSH9LoHAP59//jl++uknXLp0CeHh4QgJCRFaJAKBQOANrnOaAYCDgwM6derEaZ3mRCKRsB5zzZs3D3///TceP36M+Ph4BAQE8CwdgUDgE1EozWiavie0DALQHkBppe0lNE0XaitM0/R9iqK+BjDw3109KYqaQIvti0IoVnh5eeHp06d49OiRwecBwMqVK9GjRw+dZe/evYt797R3Ebm5uQa1rY6dnR3jfkNkNBVzXEfl8q9fv8b79+9NCsWoq35DfwcAXLx4ESNGjFB4qwFFHnGurq5wdnbGu3fvjJYrJycH48ePx5YtW1QmAi4uLvDw8MDz58+NrptAIBAIBAKBYL20bt0arVu31l+QQCAQLJw6deroL6SEWJcjhZKrdu3a+Ouvv1iXJwZQBIK4IfGUhEM54dFrAPtZnLNZ6e/SAOpzKpGFQj40wlG9enUAwNmzZw06T55H6uDBg3rLli1bVmdixubNmzOeZ+pAyRAZTcUc1xEAqlWrpvhbHtqRS+S/4/z58ygs1GoDoMHbt2/Rtm1bXLlyBa1atcLXX3+Nmzdv4sOHD3j16hWio6P11qHrfo8dOxYbN26Et7c3Fi1ahLNnzyIrKwtv377FqVOnWMtZnNH3PpF+mEAgEAgEAoFgaYh10Z9AEILw8HBUrFhRsZ2YmKizvCFzfrYINa/U1S6Z61on5L4S9EGUZsLRSOnvMzRN57M45wIA5XJh3IpkmZCBrnB07twZQFGIxAcPHmgcV/YaUqZPnz5wdnbG1q1bdSpv3rx5Y7BMcu+p169fG3yuMnzKqI65rmOpUqVQu3ZtAMCiRYs0ytE0jczMTIPllxMeXmQLcPfuXXzzzTcax3///XdGz8AbN27g9evXcHV1xZEjR9CnTx+EhIQoQkjqupfy+y0PDcnEmTNnAADJycmYPHky6tevDzc3N711E/5DXz8rV+ASCMUJMv4gEAgEAoFAIFgLUqkU58+fx/r16/H9999j+vTpALhXLixZskRlOy0tjdP6uYYoVwiE4onFKM0oirKnKMpHaDm4gCrqcSso7brA5jyapt8DuKm0qwaXchEIhjJ48GB4e3vj06dP6Ny5M65duwagyOIoNTUV48aNYzzP09MT8+bNQ35+Ptq1a4dt27YhP79IH5yXl4fTp0+jX79+Ws/Xhb+/PwDgt99+w9WrVxX1zZ0716B6+JRRHXNex8mTJwMADh06hNjYWIVC7fnz5+jfvz9Onz5t9O+oWrUq2rdvDwAYNWoU9u/fr1hU/uWXX9ChQwcUFPw/e3ceH1V973/8/UkgEAgB2QRkswiiVlkES6soWmvlitpbe9WLiICKqCh6EWsVAcUqWm8VFResigvirq2IV8UFxA1kEyoIPxAQkH0PEEjy/f0xkzAZEsis58zM6/l4zCPnnJzzPe/JMtvnfL/f4oOOa9WqlcxMO3bs0GOPPabCwkJJgaE3X3jhBb388suVnrP0971jxw699957Kikp0bx583TrrbeW7XP00YFpM59++ulyQ0fOnTu3bHJeHFppkbEiw4YNU9OmTZOYBgAAAAAQb/n5+br66qt1wQUXHLZYFO0FZFdddZX+9Kc/qXHjxurfv7/++Mc/RtVOPEVTGGvdunX8gwDwDV8WzSzgdDP7u5l9YWbbJBVIWmtmB01AZGYjzexTM1tkZjcmP3HEWkiqGbL+YwTHrg1Z/mV84gDRqV27tl588UVlZWVp/vz5Oumkk9S4cWPl5+drwIABZQWUitxwww0aNmyYtm/frr59+yovL0/NmjVTXl6eunfvrokTJ6pevXoRZ+rSpYvy8vJUUlKiTp06qXbt2urevbv+9re/VViwOZREZQyXzJ/jJZdcossuu0yS9PDDD6tRo0Zq2rSpmjRpoqlTp8bcY2j8+PE68sgjtXXrVl1wwQWqW7euGjRooFNPPVXHH3+8atasedAxTZs2LZuTbciQIapbt66aNWum/Px8XXHFFWU9zirSrFkztW0buAahV69eqlWrljp16qQHH3ywbK6ywYMHS5I+/PBDtWjRQk2aNFF+fr46d+6sJUuWxHR/M8Xvfve7CrcvW7aswl6LAIDE4qpnAACQDJW95oh2eMa6devq9ddf1/r16/Xss88qNzc3lngJV9H9z8nJ0fjx4yNqZ+jQoeXWn3322ZhypaJjjjnG6whlEjVqCK/R04fvimZmdoWkxZI+lTRE0q8l5Uuy4K0i70k6TdKxksaYmd8veQ9/lPg5gmM3hCwn7H6aWSsze8jMvjez3Wa2xcy+NbO/pEuPP8THueeeqylTpujkk08uK278/ve/14wZM3T77bcf8tgHHnhAU6dOVa9evZSXl6ctW7aoZcuW6tevnz788EM9/PDDEefJycnR3/72N9WpU0f169fXL3/5S1177bX66KOPlJ2dHXF7ichYkWT+HJ977jndcccdatq0qbKyspSfn69hw4Zp4cKF6tgxtg6sLVq00Oeff67zzjuvbOjEE088US+99JImT55c6e/g2WefLSv6ZWVlqVatWrrooos0efLkw97/Bx98UA0aNFC9evXUrl07XXHFFfroo4/UqFEjSdJ5552nZ599Vq1atVK1atXknFOXLl304IMPatasKnX0zXiV/d64ug4AvNGkSROvIwBAxuA1L3CwdBqqPNI5zebNm1fphaWVGTJkiLp06aKsrCz17t37kBdHp6unn35aNWrU8DpGQqXT/0WmM7/8Ms0sX9ILks4v3SRpv6SvJXUPbnOScp1z+yo4/kVJlwX3Ge2cG5XozNEys96SJoZs+rVz7usqHjtWUmlvuhJJOc65yLrPHNxma5Xv7facpP9W+d5wobZJutY590oM52x+mF2aKDhs5U8//VQ2BFtFRo8erREjRpStjx07Vu3atVPDhg3VpUuXaCMCwCEtXbpURUVFqlatWllvt3RW0ZuF4uJiZWX57vobICmys7MrvcLWL6+vkZoWLlyoE088sdy2Dh06lM07Wrt2bW3YsKHs4hQAQHR+85vf6KuvvjrkPv3798/IHiFAqddff10XX3zxQdufeuopDRw4MK7nGjRokJ566qly25xzEfXe6d69u6ZPnx7Rebdu3ar69esftN05p4YNG2rz5s0HbUd0Fi9erH//+99low2FS1YPsLPPPlsfffRR3M+Tm5urvXv3ltvG30v8rV69Wi1atChdbeGcWx3vc98rIWUAACAASURBVFSLd4MxmCDpguCyk/SQpPucc5vMrCp9fh9SoGgmSX+SNCreAeOodth6YQTHhhYMsxTohbc15kTl9T/M9+tJmmRm9ZxzT0Z5jp+iPO4gPPgAgDcYegAA4q+ix9bHH39cr7zyijZs2KBbb72VghkAJMkzzzzjdQTAl/z6WZxfcyGgffv2at++vdcxEobPSNKHL4pmZnaBpD8EV4sl/bdz7o1I2nDOzTGz9ZKOlHScmTV2zm043HEeyQtbL4rg2PBedpX1BouHTyQ9KGm+Ar+X84PrdYPfH2dmi5xz0xKYAQDgA+3atWMOOADwSN26dfXII494HQMAMkqtWrX4ABSoRCKKU378f/NjJgCJ54uimaS+wa9O0hORFsxCfKUDxbdukv4Va7AECe9pFskzTfhQjIkaDHaEc2502LZ/mNmPkqYG17MkPWVmJ1U0ZOZhtDjM98uGZwQAeK9OnToHbeMNBAAAANIVPVaAyt/zpdP/R6RzmgFIf36ZiOSUkOVY+r6vC1k+XFHGS+HDTWZHcGx4kawqQ1dG6sUKCmaSJOfcx5JeC9l0rKSLIj2Bc271oW4q/7s8JJ7AAABAsqXTBwUAAOBgPNcDleP/A7Ho06fPQdsuvfRSD5LEF59Rpw+/FM2ahCwvjqGd3SHLfh7of3fYevUIjs0JW99b4V6R2SnpqeDtSUm3Hmb/CWHrV8chQ9wx1wMAAABSTdu2bZWVdeBtmpmpbdu2HiYCAAAoz69Fs7POOiviY+hplnx33323Tj/99LL1Xr16afz48Qk733/8x3+UWx8+fHjCzoX04JfhGUPVkVQY5bFtQpbXxiFLpcysmiL7+e1zzpX2CgsvmkVS3ckNWw9vK2LOuc2SBkVwyDQFhpQsfeY41cxynXN7Ys0SjYqeqPPy8lS9eiS1SADAofBmAQCSIycnR08//bSuvfZaSdLjjz+unJzw6+YAAAASL5WGZ2zQoIFuvvnmuLbJ++DEOProozVt2rSkne+vf/2rFi5cqFWrVqlfv37q3r170s6N1OSXnmbLQ5aj+qs1s/qSfhey6buYEh3ecEl7IridHnLsjrC28iM4b8OQ5T3OuV2RxY6dc263pJUhm3IkdUx2jkNp0KCB1xEAIK2cc845XkcAfIU30EikAQMGaNu2bdq2bZuuvPJKr+MAQFry44f+QKooKUnEbDEVu/POO8utt2rV6qB9HnnkEX333XeqV69exO3zuj79dezYUcuWLVNBQYGee+65cqM6ABXxy1/IByHLw80smi5CjyjQY8tJWuScWxCXZImxMmy9eQTHhlaDEtqb7jA2ha03qXCvJODJDQASb+jQoeUuSJgwYYJ3YQAf4IM2JFpubq5yc8MHmQAAJAvP9YB07rnnev56ZNiwYRo4cKC6deumcePGqUuXLgftc8MNN6hZs2ZxPzefOaaPatWqMZUPqswvwzM+psDwgNUU6LH0jJn1d84VV+VgM3tYUu+QTWPiHzGuloWtt6lwr4q1DFleEXuUqBWFrfOOHgDSWP369TV//ny98847at++vX772996HQkAAAAAkEC1a9fWo48+qquuuqrc9mQWlevUqaOnnnqqbP3TTz+Na/vMaQYgnC96mjnnlkoarQNzZF0mabqZHXzpQAgz62RmX0i6QYEeZk7Sh865lxKZV5Kcc6OccxbB7bOQYzdI2h7S3CHvZykzO0LSL0I2zYnLnYlOo7D1LZ6kAAAkzVFHHaXrr7+eghkAAAAAZIiKhopO5vCMiVajRo1Kv0fRDJHg7yV9+KJoJknOuXsUGGKx9K+rm6RvzCy8MHSdmT1gZvMkfRvcT8HjvpV0cTLyxsGMkOUuZlaV2b07h63PjmOeKjOzPJXv8SZJ//YiiyQ1ahRevwMAAAAAAIgewzMClfPy/6Nr165xbS8nJ0f5+flxbRNAavNN0UySnHM3SRolaZ8CRTCT1EEHepFJ0v9KGirpxJB9TNLrks5xzu1MbuqofRiynCfpvCocEzoE5X5JH8UjiJn1ivCQsySFzju32Dn3UzyyRKNv376qXbt22XqTJp5NrwYAAAAAAACkNS+LZtddd53q169ftn7vvffG3Oa4ceMq3E7PISAz+apoJknOubsl/VLSuwoUykILY6pgfa6kPznnLnHObVfqmCwptC/zoEPtbGb1Jf13yKaPnXMxD4loZsdJetvMBkZw2NCw9WdjzRGLWrVqaerUqbrgggt05ZVX6oQTTvAyDgAAyGDPPfec1xEAAEAV/PWvfz3k96+//vokJQFSj5dFs7y8PM2bN0/33HOPJk6cqNtuuy3mNisrjlE0AzJTNa8DVMQ5t0zShWbWUtIFkk6V1FZSvqRdkn6W9LWkD5xzMz0LGgPn3HIze1vSRcFN55jZxc651yo55HZJuSHrT8YpykMK/B08YWbVnXMVX1oRZGZXSzo9ZNOqOGaJWrdu3fTPf/5TkrR06VIVFRV5nAgAAGSaYcOGqXfv3offEQAAeO6MM85Q37599cILLxz0vRYtWmjYsGEepAJSg9fDl7Zo0UJ33HFH3NqjOAYglO96moVyzq1yzj3mnPtv51wX51w751xn59x5zrnRqVowC3GvpOKQ9afMrEfoDhZwg6T/Cdk83Tn3z0M1bGafmZkLubWuZNcFwa9Zkh4zsylm1qWC9rLM7HqVL5AVS7oshYbEBAAASJgHHnhAOTlVmaYWAAB4LTs7W88//7xq1ap10PfmzZunpk2bepAKSA2JKJodc8wxcW8zVhTTgMzk66JZunPOzZE0PGRTPUmfBAteD5vZ05IWS3pEB4aj3CrpujjG+LOkiSHrPSXNMrOlZvaCmf2vmT0jaZmkx3Tgb8ZJusU5NyOOWQAAAFKC11fXAgCA+KhRo8ZB20LnSwJwsES8Fh40aJDy8vLK1m+44Ya4nyNSFM0QCf5e0ocvhmc0s52SailQiGmQYnOTxep+SU0l3RhcN0lnBG/htks6xzn373id3DlXYmaXS/pBgQJe6eXRxwRvFdklqc/hersBAAAAAAD4GR9yApFLRNGsdu3amjlzpsaNG6ejjjpKQ4cOjfs5KsOcZgBC+aWn2c8KFItMUhuPsySVCxiiwNxm8yvbTdIUSV2cc98mKMNoSR0kTZC0t5Jd90p6UVIHCmYAAAAAAABA5knUqAvHHXecHnvsMf3lL3/xxbDnFM0Qiawsv5RaECu//Ca/CFn+D89SeMg595ZzrqMChavLFBg28VZJvSW1Cs7j9v8iaK+Hc85CbiuqcMxi51x/SfUlnS3pegV6n90s6TxJRzrn+jrnlkd6/4BwEyZMkJmpdevWXkfxFD8HAAAAAPAOH4oDkSspKfE6QlLw+IBIvPjii+XWb7vtNo+SIFa+GJ5R0iuSrgguX2dmDznnCrwM5BXn3HeSvvM4wx5JHwdvAAAAAAAAaYkPxYHI/fa3v/U6Qlz17Nmz3Hrz5s0l8fiAyPz+97/XFVdcoVdffVUnn3yyL+blQ3R80dPMOfeBDgxNeKSkZz2MAwAAAAAAgAzQrVs3ryMAvvfEE0+UFZB69uypX/3qVx4niq969erp73//u7Kzs5Wfn6/HH3/c60hIQTVq1NCECRO0Z88ezZgxQ82aNfM6EqLki6JZ0EBJRcHlP5nZw2aW7WUgAKjMqFGjNGrUKK9jAAAAAABi8Le//U3Z2Qc+fho/fryHaQB/GjRokBYsWKBp06bp3XffTcseWDfffLN2796tTZs26fzzz5dETzMgU/lleEY552aZ2dWSngtuukFSVzO70Tk328NoAHCQu+66S5IonAEAAABACmvfvr2mTZum119/XZ06dVLfvn29jgT40gknnOB1hITLyckpt07RDMhMviiamdlZwcXVkp5WoNeZk/RrSTPN7HtJX0parwO90Q7JOXd3AqICAAAAAAAgjZx66qk69dRTvY4BAAB8wBdFM0lTFSiSVcQknSDp+AjbpGgGAAAAAAAAAIgYPc2AzOSnOc2kQIFMOlBAcyG3SNsAKlVS4rR5V2FG3UpKIvk3qroePXrIzPTggw9q+fLluuWWW9ShQwfl5+erVq1auuiii7R+/fqI2iwqKtJLL72knj176sgjj1ROTo5atGihm266SVu2bKnwmM8++0xmpmOOOUaS9Oabb+q0005TXl6e6tWrp169eumHH36o9Jxr1qzRtddeqzZt2ig3N1dt2rTRbbfdpoKCgrJ9JkyYIDMr96KpdN3M1Lp164juZ7iSkhK99dZb+sMf/qCmTZsqNzdXXbp00SeffBJTuwAAAAAAAIgMRTMgM/mlp5l0oNjFoxESbuvufTr5nqlex0iq2cPPVoO8Gglr/5VXXtEdd9yh/fv3q1GjRtq9e7eKi4v11ltvacWKFfrqq68OGhu6MpdeeqnefPNNSVJubq4aNmyoNWvWaOzYsZo8ebK+/PJLNW7cuNLjb7rpJo0dO1YNGjTQvn37VFBQoPfee0/z5s3T4sWLlZeXV27/WbNm6dxzz9WWLVtUvXp15efna/ny5br//vv12Wefafr06crJyVFeXp5atWqloqIirVmzRpLUqlWrsnaaN28e6Y+tzK5du3T66afriy++UIMGDVRQUKC9e/dq9uzZ6tmzpz755BOGCwEAAAAAAEgSimZAZvJFTzPnXFacb9le3ycg08yePVtDhw7V5s2btX79eq1du1YXX3yxJGnOnDl65JFHqtxWdna2rr76as2ZM0e7du3S2rVrtWLFCrVr107Lli3TjTfeWOmxy5cv15NPPqkPPvhAmzZtUkFBgUaPHi0p0JvsjTfeKLf/li1bdN5552nLli0aNmyYNm/erE2bNmnFihU6++yz9c0332jcuHGSpD/96U9asWKFZsyYUXb8ihUrym6h2yO1efNm7dmzR7Nnzy7L/eqrr6pOnTrat2+frr322qjbBgAAAAAAAAAcni+KZgBS35VXXql7771XRxxxhCSpcePGevnll8t6Rz3++ONVbmv8+PEaP368OnXqpKyswMNUy5Yt9eCDD0qS3njjjUqHaXTO6ZZbbtE555wjSapevbqGDx+uk046SVKguBfqnnvu0caNG3XVVVfpgQceUJ06dSQFepC9/fbbatmypZ544okqZ49WjRo19Mknn6hz586SpKysLF188cV68cUXJUkLFizQ9OnTE54DAAAAAAAA9DQDMhVFMwBx0bBhw4O2ZWdn6+6775Yk/fjjj1q6dGmV2qpbt26F20sLcMXFxYdsq1evXgdtO/744yWpXLGtuLhYEydOVFZWlkaNGnXQMXl5eerbt6+WLl2qFStWVCl7tKpVq1bh/b7wwgt13HHHSZLef//9hGYAAAAAAABAAEUzIDP5aU4zIGmOqJWj2cPP9jpGUh1Rq2rzicXbGWecoZo1a2rv3r1asGCB2rZtG3VbtWrVKlves2dPpfv94he/OGhbjRqB+dyKi4vLtq1YsUIbNmyQdPj5yBYtWqTWrVtHEjduTj/9dC1atEgLFy705PwAAAAAAAAAkAnSrmhmZkc659Z7nQP+lpVlapBXw+sYGSE7O1tHHHGEfv75Z23fvr3Kx23ZskVvvfWWpk2bpkWLFmnVqlVVPj4/P79K+5UWzGrUqKEmTZocct/9+/dXqc1EqF+/viRF9PMDAAAAAABA9OhpBmQmXxTNzCxb0h2l6865u6No4w5JfSS1NbMTnXOL4hgRQJQKCwu1ceNGSVKjRo0Ou39RUZGGDx+uRx99VLt37y7bXqtWLdWvX1/r1q2LW7YGDRpIko455hhf9+LatGmTpMA8cQAAAAAAAEg8imZAZvLLnGbVJI2SNDJ4i8b/k3SsJJM0MD6xAMRq8uTJKioqkpnp5JNPPuz+9913n+6//35Vr15dI0eO1PTp07VhwwYVFBToxx9/jGu2tm3bqnHjxlq0aJFWrlwZVRvOubhmqsgnn3wiSeratWvCzwUAAAAAAAAAmcovRbNSsZTvX5O0JtjGRfGJA6CqVq1addC2Xbt26fbbb5cknXbaaWratOlh2/niiy8kScOHD9eoUaPUvXv3sh5qW7dujWPiwBVDV111lUpKSjRkyJBKC2C7d+9WUVFR2Xro3GrxyrRv376y4SJDPffcc1q2bJmysrJ00UU8tAEAAAAAACQDPc2AzOS3olnUXODT7mnB1aPMrJ2XeYBMM2nSJD3wwANlxaW5c+fqrLPO0pIlSyRJd99dtVFXjz76aEnSyy+/XHasJC1dulQDB8a/E+mf//xntW7dWv/85z/1xz/+UcuXLy/73s8//6xx48bp+OOPL1cUbNCggWrWrCkpcL+dc1qyZIkGDx6skpKSqHLs379ff/jDH8rOs2fPHo0dO1bXXHONJOnyyy/XMcccE+3dBAAAAAAAQAQomgGZKW2KZkGh3TRO8iwFkIFOOukkDR8+XPXq1dMRRxyhzp07a9asWZKkUaNGqUePHlVqZ9CgQapWrZrmzp2rY489Vo0bN9YRRxyhdu3aadq0acrOzo5r7vz8fL3//vtq0aKF3nnnHbVp00aNGzdW/fr11axZMw0ePFjbt28v90IpOztb3bt3lyQNHjxYubm5OvbYYzVu3DjNnTs3qhw5OTnaunWrjj76aDVp0kR16tTRTTfdpP3796tDhw4aO3ZsXO4vAAAAAAAADo+iGZCZ0qZoZmbVJZ0WsqmZV1mATNSzZ0/Nnj1bF1xwgXJyclS7dm117dpVr732mkaOrPpUhR06dNA777yj9u3bq3r16iopKdHxxx+vu+66S0uWLCnr4RVP7du318KFCzV8+HAdd9xx2rlzpyTpjDPO0JgxY/TDDz+U9YArNXr0aDVv3lx16tRRmzZtdPHFF+vtt99Wp06dospQvXp1zZo1S6NGjVL9+vVVrVo1HX300Ro6dKimT5+uunXrxnw/AQAAAAAAAACVs8rm8EnYCc1Or2BzjqQPg8tOUg9VbX4zk1RXUhtJfSR1DG5zkoY75+6LNS+8YWbNJf0kST/99JOaN29e5WOXLl2qoqIiVatWTW3btk1URAT16NFD06ZN05///GeNGTPG6zhA0vBYA2S2U045paxHdalkv64GAAAAkDgdO3bU/Pnzy23jNT/grdWrV6tFixalqy2cc6vjfY5q8W6wCj5ToKhVGQvuE6nSYlmpFVG0AQAAABzWuHHjdMopp5StT5gwwbswAAAAAOKO4RmBzORF0awqInlEciFfS4/7WtIbcU0EAAAABHXt2lVTpkzRO++8o1/96lfq27ev15EAAAAAAECMvCqaxbNMX9rWBknTJU2W9LJzriiO5wAAAADK6dmzp3r27Ol1DAAAAAAJQE8zIDMlvWjmnMsK32ZmNSXtLt1F0i8iaLJQ0iaKZAAAAAAAAACAeKBoBmQmvwzPWG6OM+fcSq+CAIjMZ5995nUEAAAAAAAAIK4omgGZ6aBeXwAAAAAAAAAAAECm8UtPsxIF5iNzh9sRAAAAAAAAAIBEoqcZkJl8UTRzzu2X1MPrHAAAAAAAAAAAUDQDMhPDMwIAAAAAAAAAACDjUTQDAAAAAAAAACAEPc2AzOSL4RkPx8xyJC0OrjrnXBsv88DfsrOzVVRUpKKiIhUXFys7O9vrSADSTElJiYqLiyWJxxgAAAAAANIQRTMgM6VKTzOT1DrkBlSqVq1aZcvbtm3zMAmAdLVr1y455yRJubm5HqcBAAAAAAAAEA+pUjQDqqxevXplyxs2bNCGDRu0d+/esg+4ASBaJSUl2rFjh9atW1e2rU6dOh4mAgAAAAAAiUBPMyAzpcTwjEAkatasqbp162r79u2SpM2bN2vz5s0yM4ZRAxCT4uLicgX43Nxc1a5d28NEAAAAAAAgESiaAZmJohnSUtOmTZWTk6ONGzeWbXPOqaioyMNUANJJbm6uWrZsyYtoAAAAAADS0IABA/TVV1+VrR911FEepgGQLBTNkJbMTA0bNlR+fr527dqlgoIC7du3TyUlJV5HA5DCsrOzlZubqzp16qh27doUzAAAAAAASFN9+vTRuHHjNG/ePOXm5uqZZ57xOhKAJKBohrSWk5Oj+vXrq379+l5HAQAAAAAAAJAiatasqa+//lozZ85Uy5Yt1apVK68jAUgCimYAAAAAAAAAAISpUaOGunfv7nUMAEmU5XUAAAAAAAAAAAAAwGsUzQAAAAAAAAAAAJDxKJoBAAAAAAAAAAAg46XKnGZO0qrgVwAAAAAAAAAAACCuUqJo5pzbJ6m11zkAAAAAAAAAAACQnnxfNDOzGpKOk9REUr5z7rVK9jNJjSVtcc7tT2JEAAAAAAAAAAAApDhfzmlmZq3NbISZzZG0S9JsSe9JmmRmORXs/w9J+yStlTQ+qWEBAAAAAAAAAACQ8nxVNDOzemb2nKQfJI2U1FFStiQL3iozXNLO4D59zaxTorMCAAAAAAAAAAAgffhmeEYzay9piqRWOlAgmyfpXUl3HupY59w6M3tS0m3BTQMlXZugqEiO7NKFn3/+2cscAAAAAAAAAADAY2G1guzK9ouFOecS0W5kIcxqSvpW0vHBTZskXemcezf4/ZLgdicp1zm3r4I2mktaFdxnnXPuqIQHR8KYWRdJs7zOAQAAAAAAAAAAfKerc+7beDfql+EZ++lAwWyrpO6lBbOqcs6tVmBYR5PUxMzaxjUhAAAAAAAAAAAA0pZfhme8NPjVSbrXOfdDlO3MlXRscLmzpKWxBoNnFkjqGlzeKKnYwyxAOmuiA706u0pa52EWAOmBxxUA8cbjCoB443EFQLzxuAIkR7akRsHlBYk4gV+KZu1Dlt+MoZ2NIcvNYmgHHnPOFSowZCeABDKz0NV1wV67ABA1HlcAxBuPKwDijccVAPHG4wqQVCsT2bjnwzNa4BGlUcimNTE05ypZBgAAAAAAAAAAACrledHMOeck7Q3ZdGQMzXUMWaaaDwAAAAAAAAAAgCrxvGgWtDBk+T+jacDMjpfUPbhaIunLWEMBAAAAAAAAAAAgM/ilaPZO8KtJut3MIuptZmZ1JL0QPN5JmuacWxvfiAAAAAAAAAAAAEhXfimaPSlpkwIFryMlvW9mR1XlwGCBbYqkzsFNJZJuT0RIAAAAAAAAAAAApCdfFM2cc1slDZBUrEDhrKOk78zsFjOrX9ExZtbQzG6WtEjSb4LHOUkPOudmJic5AAAAAAAAAAAA0oEvimaS5JybLKmPAj3FnKQjJN0v6eewXV8xs5mS1kh6UFK94HaT9A/n3F+SkxgAAAAAAAAAAADpwpxzXmcox8zOlPS4pGNDNlcUsnT+MpO0W9Iw59wTiU8IAAAAAAAAAACAdOO7opkkmVk1STdIuk5Sm0PsulPSM5L+7pxbnYxsAAAAAAAAAAAASD++LJqFMrNfSjpVUltJ+ZJ2KTBk49eSvnLOFXkYDwAAAAAAAAAAAGnA90UzAAAAAAAAAAAAINGyvA4AAAAAAAAAAAAAeI2iGQAAAAAAAAAAADIeRTMAAAAAAAAAAABkvGqJatjM+iaq7apwzr3g5fkBAAAAAAAAAACQOsw5l5iGzUokJabxKnDOZXt1bgAAAAAAAAAAAKSWhPU0i5LFqR3PinUAAAAAAAAAAABIPYkumkVTBCsteEVybGiRLF6FNwAAAAAAAAAAAGSIRBbNjo5w/2xJ70o6TtI6SYMlba7CcW0ljZFUX9IWSX0lFUR4bgAAAAAAAAAAAGSwhM1pFikzu03SvZJ2SerinFsSwbGtJH0hqamkN51zFycmJQAAAAAAAAAAANJRltcBJMnM6ki6VYFhFh+MpGAmSc65lZIuU2BoxovM7Lz4pwQAAAAAAAAAAEC68kXRTFJvSfWCy69G04BzbpqkmQoUzu6KUy4AAAAAAAAAAABkAL8UzXqGLK+JoZ25wa+dzCzSOdUAAAAAAAAAAACQofxSNOsQstwghnZKQpZ/HUM7AAAAAAAAAAAAyCB+KZodqcB8ZpLUPYZ2jg9ZbhJDOwAAAAAAAAAAAMggfimabQtZHhJNA2bWToGCmzvcvgAAAAAAAAAAAEAovxTNFkqy4K2zmT0eycFmVkfSSwrcHwtpEwAAAAAAAAAAADgsvxTNSotkToGi1zVm9qqZNT/cgWbWQ9I3kk4OHu8k/STpk8REBQAAAAAAAAAAQLox5/wxmqGZvS3pQh0onDlJeyVNkfS+pKWSNkqqLqmppC6S/iipU8j+JqlY0gXOufeTfBcAAAAAAAAAAACQovxUNMuV9Lakc3RgXjLToecoKx2KsbRgViCpn3PuzUTlBAAAAAAAAAAAQPrxy/CMcs7tcc6dK+nPknaofMHMKrgp7PtfSepGwQwAAAAAAAAAAACR8k1Ps1BmVlfSNZIuldTxELtulfSxpMecc9OTkQ0AAAAAAAAAAADpx5dFs1Bm1kiB+cuOllRXgSEY1yswx9lc5/c7AAAAAAAAAAAAAN/zfdEMAAAAAAAAAAAASDTfzGkGAAAAAAAAAAAAeIWiGQAAAAAAAAAAADIeRTMAAAAAAAAAAABkPIpmAAAAAAAAAAAAyHgUzQAAAAAAAAAAAJDxKJoBAAAAAAAAAAAg41E0AwAAAAAAAAAAQMajaAYAAAAAAAAAAICMR9EMAAAAAAAAAAAAGY+iGQAAAAAAAAAAADIeRTMAAAAAAAAAAABkPIpmAAAAAAAAAAAAyHgUzQAAAAAAAAAAAJDxKJoBAAAAAAAAAAAg41E0AwAAAAAAAAAAQMajaAYAAAAAAAAAAICMR9EMAAAAAAAAAAAAGY+iGQAAAAAAAAAAADIeRTMAAAAAAAAAAABkPIpmAAAAAAAAAAAAyHgUzQAAAAAAAAAAAJDxKJoBAAAAAAAAAAAg41E0AwAAAAAAAAAAQMajaAYAAAAAAAAAAICMV83rAEBFzKyGpBODqxslFXsYBwAAAAAAAAAAeCtbUqPg8gLnXGG8T0DRDH51oqRZXocAAAAAQLTWLAAAIABJREFUAAAAAAC+01XSt/FulOEZAQAAAAAAAAAAkPHoaQa/2li6MHPmTDVt2tTLLAAAAAAAAAAAwEM///yzTjnllNLVjYfaN1oUzeBXZXOYNW3aVM2bN/cyCwAAAAAAAAAA8I/iw+8SOYZnBAAAAAAAAAAAQMajaAYAAAAAAAAAAICMR9EMAAAAAAAAAAAAGY+iGQAAAAAAAAAAADIeRTMAAAAAAAAAAABkPIpmAAAAAAAAAAAAyHgUzQAAAAAAAAAAAJDxKJoBAAAAAAAAAAAg41E0AwAAAAAAnvnxxx81ZcoUbd682esoAAAAyHDVvA4AAAAAAAAy05dffqlzzjlHBQUFOuqoozRr1iw1bdrU61gAAADIUPQ0AwAAAAAAnrjuuutUUFAgSVqzZo0eeOABjxMBAAAgk1E0AwAAAAAAnpg/f3659ccff9yjJAAAAABFMwAAAAAAAAAAAICiGQAAAAAAAAAAAEDRDAAAAAAA+IJzzusIAACUmTJliurXr6+cnByGEAYyBEUzAAAAAAAAAADC3Hjjjdq6dav279+vG2+8UTt27PA6EoAEo2gGAAAAAAAAAECYZcuWlS0XFxfr/fff9zANgGSgaAYAAAAAAHzBzLyOAABIMfv27dOqVau0d+9er6MASAMUzQAAAAAAgC8wpxkAIBIbNmxQt27d1KpVK3Xq1EmrVq3yOhKAFEfRDAAAAAAAAACQcl555RXNnTtXkrR48WL94x//OOT+mzdv1jPPPKPPPvssqvNxcQeQ/iiaAQAAAAAAAABSzsqVK8uth85BFq6goEAdO3bUVVddpTPPPFNPP/10ouMhzrZu3arBgwfrkksu0Zw5c7yOgzRF0QwAAAAAAPgCV/ADAGJRUFBQ6ffGjx+v1atXl60PHDgwGZEQR9dcc43GjRun1157TT169GAeOyQERTOfMzN+RwAAAAAAAAAQJvxii927d1e679SpUxMdBwn2+uuvly3v3LlTEydOPOT+69at09ixYzV58uRER0MaoSDjM2b2OzN70cxWmlmhpP1mtt7MJpvZpYkqoplZDTOrGeXNEpEJAJB+Fi1apN///vc6/fTT9eWXX3odBwAA+AxvLwEAsThUT7NI0fvZ/zZs2FDp93bt2qWOHTvqpptu0vnnn69HH300icmQyiia+YSZ5ZnZO5I+lNRHUktJOQr8jhpLOk/SJElfmNmRCYjwg6Q9Ud6OTUAeAEAa6tOnjz788EN9/vnn+s///E8VFxd7HQkAAAAAkKIi6Wl2OIWFhdq3b1+skeATTz75pNavX1+2fuONN3qYBqmEopkPmFmOpA8kXViF3btJ+tjMGiY2FQAA8VVQUFBuot4NGzZo+vTpHiYCord48WKdddZZOvnkk/Xee+95HQcA0gZX9QOAP33zzTd66qmntGLFCq+jHFK0Pc2eeeYZ5efnq27dunrhhRfinApe+Pzzz72OgBRF0cwf7pf0m5D1GZLOkZQvKU/SrySFDtB6gqTXkpYOABLsiy++0P/+7/9qwYIFXkdBApWUlBy0jUl7kaoGDRqkTz/9VHPmzNHFF18c0xWtAACkk+LiYt13333q2bOnHn30UQqhQBqYPHmyfvOb32jQoEHq2LGjVq1a5XWkMuGPMYcqmlU2BHBhYaGuvvpq7du3T3v37tXAgQNVVFRUpfMBSD8UzTxmZr+UFNo39CNJZzrnPnLO7XTOFTjnZjrn+kgaFbLfmWZ2QYJi3eWcswhuixOUA0AG+Oijj9S9e3fdcsst6tq1qxYuXOh1JAA4rGnTppUt7969W6+9xvVMAABI0ksvvaTbb79d//d//6cbb7yRHtlAGrj88svLLoLcvn27Ro0a5W2gQ4jmYraFCxeWK4YVFhZq5cqV8YwFDzBPKqIV16KZmRWn4K3iywaSZ7gO/B62SerrnKss02hJoQWquxIZDACSoV+/fmUvTgsLCzV06FCPEwFA5Pbs2eN1BAAAfKFfv37l1vv27etNEABxs23btnLrb775pkdJDhZJTzN6iQGoinj3NLMUvXnCzOpL+s+QTS8459ZVtr9zrkSBoRxLdTSztonKBwDJsHbt2nLrH374oUdJAAAAAMTb1q1bvY4AIIPs379f+/fv9zoGkoTeZEiERAzP6II3v/NDxt9JyglZf74Kx7wsqTBk/aK4JgIAIEG4qg8AAAAAkGiVDdEYjwIL72tTBwU1RKtaAtseKMmvZf0cSU95HULSqSHLOyTNO9wBzrl9ZjZXUrfgpt8kIhgAAPDe119/raeeekrHHHOMbr31VlWvXt3rSAAAAADgGxUVsXbv3q26desmpG0A6S8RRTNToBfXC865fQloP2ZmVkP+KJodG7I8Ozj8YlXM0oGiWcf4RgIAIDG4yisy69evV/fu3VVUFJjqdOfOnRozZozHqQAAAADAOyUlJRoxYoSeffZZHX/88apXr95B+xxqXrOqqqxgxvtaIP0lomiWSiV4r7OGzkf2YwTHhU4A1MLM8p1zO+KUCQAA+MCYMWPKCmaSdP/991M084k9e/Z4HQEAAADISDNnztRf//pXSdLPP/9c4T6VDc9YmUgKYfQ+A9JfIuY0S6Vyu2dZzay6pJYhmyp+lK/YhrD1prEnKs/M6pjZMDP72sy2mdkuM/vezB41sxPifT4AAFDekiVLvI6ACixYsEDHHnvsQdu54hQAgOTbuXOntm7d6nUMAEl00003HXafynqa8ZodQFXEu6dZ/5Blv85nJgWy9T/sXonVSFJ2yPquCI4Nf0XYVNIPMSc6oLOk7yU1D9t+XPB2rZndL2mkc64o/OCqMLPwtsM1iaZdAACARBo+fLh++uknr2MAAJDxXnvtNfXr10979+7VyJEjNXLkSK8jAUiCqoz6UFlPM3qJZRaKpIhWXItmzrnn49leogTnDvM6a+2w9cIIjg2fK+6IGLOEO/8w38+WdLuk1mbWx0X3jMOnTQCQYSp6uuBFLFLNv/71rwq38wYcAOKDx1NUVf/+/cs+PB81apSuvfZaNW7c2ONUQGbw+/u4eMxpBiBzJWJ4Rs+YWbaZneJ1jirKC1uPpMdWeNGsZoxZKrNUUj8F5l47QtK5khaFfL+3pOEJOjcAIAPwwVjl+NkAAABULrwnyUcffeRREgB+E+mcZhWp7P0Y79NSh9+Lu/CveA/PGBUzqyZpfHDVOeeujKKNv0u6UlKemf3aOTcznhkTILynWSSPuMVh6zVizFKRKZL+6JwL7QH3gZn1UGDoxgbBbXeY2SvOuaURtt/iMN9vImlWhG0CAHyMF6wAAAAAkPr8XjiKtKcZ71UBhPJLT7NsBXo0XRH8Go0PJNUJLl8de6SEKwlbz65wr4qFF8nC24rVUh1cMJMkOec2SLozLMstkZ7AObf6UDdJ66JODwAAAAAAACAjVVY0q6w4VtlUAn4vDgJIDL8UzUpFXdZ3zn0gaVmwjQvM/5cIhPcTrh7BsTlh63tjzCJJEyU9FbxdVVHBLMQklR8i8jIzqxWHDAAAACnJ/y89AQBIbzwXA8nj9/+3eAzPuH79+jgkQaL5/W8RqckXwzPG0QxJbSQ1lHSCpIXexjmk8EfvSIpOuYdpK2LOuTsi2Hebmc2TVDp/XG1Jv5b0caw5AADpi6v0IsOLfwAAAAAoryrvKyvraRbJe9LTTjtNS5dGOhsNgHTgt55msdoesvxLz1JUzY6w9fwIjm0Ytr4hxizR+D5s/ZQK9wIA4BAoDFWOIiMAAAAARC4ePc0kaeTIkXFpB97g8wZEK22KZmZWR9I5IZuO9CpLFa1X+WEVm0dwbIOw9bWxx4nYprD1Jh5kAICk+OSTT3T77bfrww8/9DpK2qEwBCAVTZ06VWeddZYuvfRSrV3rxUtxAAAAVCbSOc0q2/7yyy/HLROA1JH04RnNrG8Fm6tXYZ8Km5NUV4EhGf8oqVnI98KHMPQV55wzsx8lHRfc1CaCw1uGLBdKWhe3YFVXFLbu6583AETr888/19lnny3nnO677z5NnTpVv/3tb72OlZK4ygtAOti5c6d69eqlwsLAFMCFhYV6++23PU4FpA8uqAEAxCpePc0q0qdPH02ZMkX33XefWrZsefgD4Bk+g0C0vJjTbIKkQ70KNknPRdGuhbW7OIo2km2JDhTNTjSzHOfcviocd3LI8nfOufACVjI0Clvf4kEGAEi4gQMHlvvwpl+/fvrpp588TIRkmDx5st544w116dJF1113nbKy0qZzPhKED3kzxzPPPFNWMJOkd955x8M0AJCZeN4FcCiV9TSLl5dfflnLly/XV199ldDzAPCGF0WzUvEs9VrY1zcl/TOO7SfKDEkXBpdrKFAMO+SjrZnVlHRCyKbZiYl2WCeErf/bkxQAkGCLF5e/BmP16tUeJUGyzJ49W+eff74k6fnnn1f16tV1zTXXJD0HHwYB/rR161avIwBpjavCES3+doDMUJX/9UT2NCv19ddfq6CgQLVr1074uQAklxeXTa8K3laG3FYFv1f66ZBFcNuvwJxeMyU9KKmHc+5ilxqfNIVPjnNpFY75L5Uvdk6JNYSZnRGcE66q+x8hqWvIJidpaqw5ACBR9u/fryFDhqhJkyY677zztHHjRq8jZaSKnpr9+OHGDTfcUG590KBBHiVBKvHj3zIAAOkqNT7yAeCVSOc0i1ZJSUlc2wPgD0kvmjnnWjvnjg69SWof/LYFdnFZEdxqOueaO+e6Oedudc5NT/Z9isECST+GrPc2s/zDHDM4ZHm7pA9iCWBmNSQ9K+lJq/ozx82SskPW33fO/RxLDgBIpKlTp+qRRx7R+vXrNWXKFD366KNeR4KPzZkzx+sISEFLlizxOgIApAWKIQDgf36/YKyynmaVPcdEe394zgLSk18m6MjIR5hgb7i/h2xqKGlMZfub2XmSTgnZ9FwV50A7lJsl/UJSb0nPBod/rJSZdQoeU6pI0ogYM3hq+fLlmjRpkpYtW+Z1FAAJMmDAgHLro0eP9igJUoFf3vj4/Y0oynvooYe8joAk4X8TAABkOi/fM1Xl3Ime0wypgdftiJZfimaZ7BlJa0LWB5nZTeG9vsysh6QXQjZtk1Tpp75mNsrMXMitXyW7LpRU2pe4n6Q5ZvZHMzvobyOY4QNJeSGbRzjnvJpXLWYLFixQhw4d1Lt3b3Xo0EHz5s3zOhKABEjGeOaIjl8KVKH8mAkAAAAH8HoNwKFQNAMQi2qH3yUpiiU973UILzjn9pjZpZI+VeD3YZIekjTQzD5T4GfTUdJpoYdJGuyc2xKH8082s8GSHlOgiHqcpDclbTKzaZJWS6quQA+3LmGHvyHp/lgzeGnYsGHatWuXpMAT6s0336xPP/3U41QAkJ64yisyfBgEAABQdbzWBFAq9MLZHTt2aO3atfrFL35R6eME770AhPJF0cw5VySpv9c5vOKcmxHsCfa0pNzg5uOCt4N2lzTIOTcxjud/wszWShovqXFwc0NJF1V2iKR7JI10Kf6s8sEH5aeE++yzz7wJAiCheAPtX/xuUtOGDRu0Zs0anXDCCcrJyfE6TsJNmzZNd911l+rVq+d1FGQ455zmz5+vOnXqqE2bNl7HAQAAGcrv7+NKe5p9//33Ouecc7RmzRp17NhRderU8TgZksnvf6fwL4Zn9IlgEaybpP/TgeESwy2Q9Hvn3PgEnP+fktorUAzbWNlukj6TdKZzbkSqF8wAAMmVKk8bqZLTK1988YXatWunzp0769RTT037oU/27t2rXr166dNPP9Xbb7/tdRxkuMsvv1ydOnVSu3bt9PTTT3sdBwA8w+s1AIeyd+9elZSU6IEHHtCaNYFZcebNm6fPP/+8wv0prqQufndIBN8WzcysvpldZmZPmNksM/vJzPaY2QYzm2dmk8ysr5k18jprvDjnvnPO9ZTUStKfJN0s6XZJV0nq4Jw7yTn3URXbGuWcs5DbhCocs9U5d6ekppK6Sro6eP5bJV0iqaVz7kzn3LRo7h8AAEh9N9xwg7Zv3y5J+vbbb/Xiiy96nCixXn311bKhnAEvff/995o4MTDYRElJiQYOHOhxIgAAkKniVbj+17/+pV69eumWW26J+1zku3fv1vPPJ3Y2IAr4QHryxfCMocysg6RbFBgasEbp5pBdaigwdOCJki6WVGxmEySNds79lMSoCeOcW63AXGJenb9Y0rfBGwCklJKSEj3//PNas2aNBgwYoGbNmnkdCSnGL298/JIj3Ny5c8utP/rooxo0aJBHaRJv586dXkcAJEkff/yx1xGApPDr8x/8hb8TIPUtX75cF154oSTpvffeU7Vq1TRmzJgK950/f76uvvpqbdu2TUuXLq1S+/EuwiH1rFy50usISFG+6WlmZllmdqekmZJ6S6qpA8Wy8FdDpeumQOHvSklLzOzqZGQFAPjXnXfeqQEDBujOO+9U586dVVhYSHd9RIQPYRCKxw+E428CAPyJx2cgeeLx/zZixIhy6/fff3+l+15//fWaNWtWlQtmktJ+GHkc3jfffON1BKQoX/Q0M7MsSW9IulDlC2UWvG2UNF/SVklHSDpaUpuw/WpIetLMjnLOjUpaeACAr9x7771ly+vXr9eECRO8C4NyUuWDDL8UzVLl55UqOaOV7vcPqcMvj00AAADxsGzZsirv+8UXX0TcPj3NAETLLz3NrpH0h+Cy04FC2CRJv3LOHemcO8c5d0nwa1tJx0v6m6TCsGPuNLM+Sb8HgE+VlJToyy+/1L///W+vowCe+O6777yOgCA+8AUAAIfDxQqoCl5XJs4bb7yhPn36aNy4cfyckVAlJSUJbT+SnmY89yAenHM8bqYJvxTNQmexNkmbJJ3pnLvMOTerogOcc4udc39WoHg2J3hcaeFsjJlVT3BmICVccsklOvXUU3XiiSfqkUce8ToOAMTFnj17NHnyZC1YsCDubfvlRa5fcqSC4uJi3XbbbWrRooUuuOACbdy4MW5t8wYa4fibABKL5z9Ei8fn2M2YMUP/9V//pYkTJ2rw4MF6/vnnvY6ENJbox3t6mqWGOXPm6C9/+YsmTZqUsq8BnHP6n//5H2VlZenoo48+aB5wpB6/FM2O1YGCV4GkM5xz06pyoHNuhaSzFRi+sVRTSWfEOSOQchYsWKA33nhDUuABfMiQIR4nApIvVV90oXL79u3TKaecovPPP18dO3bUpEmTvI6U0fzwAdWnn36q+++/X6tXr9a7776rhx9+2OtIAAAgyaJ93f/+++/r7LPPVv/+/bVly5Y4p0ot11xzTbn1/v37R9XOokWL1K9fP918883avn17PKLBQzt27EhIu37qaRYtPm+IzfLly9WtWzeNGTNGvXv31j/+8Q+vI0VlwYIFeuihhyRJK1eu1B133OFxIsTKL0WzfcGvTtIDzrnFkRzsnNsu6fKQNiTpl3HKBqSs6dOnex0BAOJu0qRJWrhwoaTAG63evXt7nAheu+WWW8qth85tGKusLL+8XAYAAKXi9UH1xo0b1atXL3388ceaMGGChg4dGpd2U9X3338fcxv79+/X6aefrueff14PP/ywBgwYEIdk8NLYsWMT0m6ii2b0NPO/O++8U/v37y9bHzhw4CH29q/77ruv3Pr777/vURLEi18+BdioQC8zSXojmgaccwslfRnSDsMzIuNxxQvSQVFRUcJfTCO1vPPOO15HgM8k8ipSP/SkS0eff/65evfurREjRqiwsFCS9MMPP2j06NF66623PE7nT7yuA5DO3n33XQ0ZMkT/+te/om4jmufsv//97+Xea0yYMCHq8yPgrbfe0qZNm8qtI7WNGDEiIe0m+rVNMnqaITYzZsyIaH9eDyNZqnkdIOg7SW2Cy6tjaGeupFODy2tjSgTgICUlJZoxY4bq1aunk046yes4yAD33HOPRo4cqQYNGujVV1/VmWeeGVU7fOjtD/weDm316tUaMWKEiouLddddd3kdJ6VUrx77tVIrV64s+0Bg9OjRatmyZcxtomLr1q3TmWeeqeLiYklSYWGhbrrpJnXu3LnsiuCBAweqR48eOvf/s3ff4VFUbR+AfwdRfAFRVPTVFxArgkAgdJAiKKAUAf3oEHrvJXSkhN57NfQuvWjoHaQm1CQgBBIgBJJASCEJ2fP9EbLubmZ3p+7Mbp77uvbK7mTmzLO7s9POOc+pUwd58+bVM1xCCCEaO3DgABo0aAAAmDNnDgICAlCrVi2Hy6h14zQqKkqVcsi/IiMj9Q6BuIAa13aekJ6REOKZjFJpdhhAo1fPPwDwXGY5lu/nuKKICCGZNG7cGDt27AAAzJw5E3379tU5IuLJHjx4gJEjRwJIT5vSv39/XLp0CQcPHkRUVBR+/vln5MyZ02k51BLJOOi7cKxhw4a4cOECAODs2bP45JNPdI5IHCNUhqqxbdWvXx9XrlwBAAQGBiIoKH24XCO8P0/j5+dnrjADgClTpiA+Pt4qhc6SJUuwZMkSFCxYENeuXUPu3Lk1j8tkMmH58uW4ffs22rVrhy+++ELzdRJCCAHatm1r9bpNmzayKl7kHLPp/JQQ/Qj9/kwmk2rp0Y2UnjE1NRXJycnIlSsXXV9YkPpZCG0zRvg8jRADUZdR0jNuAJD06nkDBeVUQPqYZqc45/cUR0UIMQsMDDRXmAFAv379dIyGZAUrV660eh0YGIhJkybh+++/R4sWLVC5cmVK25hFeeLNjcjISHOFGQAEBwerMqaEK3jCBcLt27fNFWYAcPnyZYSFhQHwjPdnNP/880+mafbGYb137x4WLVokaz1BQUHo0aMHpk2bhpcvXzqdf/z48ejYsSMmTJgAb29vPHv2TPS6Vq1ahTNnzsiKkxBCsrr79+9bvX706JHssmJjY1GnTh1kz54dtWvXRmxsrNLwCCEC1LgmEyqjTZs2isvNYJSeZpcvX8aXX36Jt956C61atbJqPGYpICAAFSpUQJ06dXDz5k0XR0nsMZlM2LZtGzZv3izqmoJ4BkNUmnHOnwDwR/p4ZEMZY5KbkjLGmgMo+erlEBXDI8RtqXlj+fhx9TpvJicnY+LEiejXrx9u376tWrnE8w0dOtT8PDAwUNTgqnTDm7iDpKSkTNOMcpHnyZKSktC3b1+UKVNG8H9EG1LPT3bt2iV5HTExMahQoQIWLFiAQYMGmXsuO2I5Xsfz588xZ84cwfmEjis+Pj6oVKkSNmzYIDlWQog1T2wcQ9RnbztZs2YNAgICkJaWhn379mHNmjWyyiHy0fUXEUuoEezatWvx+PFjxMfH49ChQ7h7967s8qX0NIuPj5e1DjH7kFGjRpnfx7p163Do0KFM8yQmJuKXX37B33//jYCAAHTt2lVWPER9nTp1QuPGjdGkSRM0bdrUPH39+vUoWLAgihUrhrNnz+oYIdGCISrNXhkG4A6A9wCsZYzlELsgY6wVgOVI72U2hXN+UpsQCSFq6N27N4YNG4ZZs2ahfPnySElJ0TukLOPZs2cYM2YMxo4di+fP5WbCdQ0xJ59iWvVzzunCLYt49OgRjh496jEtiukmjvZmzpyJ2bNnO9xmaP/hGo62dzm/hRkzZuDFixfm15MmTZJcRmBgoKT5Oedo3ry55PVIKZ9o6/Tp0yhZsiSKFCkiqmEOIcR4evfu7fA1IUQdapwj2zu3CQkJgbe3N2rWrImiRYviyJEjssqX0ghx48aNstYhhmXWJgAYPXp0pnk2bdpkFa9QxRpx/fnw8+fP4e/vb369detWREREICEhAR06dEB4eDiuXbsmmEmDuDejjGkGAPMBxAD4FEA9ANcYYw9ELPcWgBJI76XGAVRhjAnnd7HGOefV5AZLCJFvyZIl5udPnjzBunXrMuWxJ9qoV68eTpw4AQA4cuSI7idiandtnzhxoqrlZVUmkwk7duxAcnIyfvnlF7z++ut6h+TU1atXUb16dURHRyN//vw4efIkChYsqHdYxOCGDx/udB6qNHNPN27c0DsE4obat2+P4OBgAEDr1q0RGRmJ7NmNdMlM3N2uXbvQtWtXcM6xYMECNGzYUO+QCFEdNfLwLPbSZKempiou295wC0uXLjWnJ0xMTJTd6yoxMRFvvvmmVUMqe+bOnStrHWpt73J7uhFtPX36NNO0e/fu4ejRo6plJrl37x5u376NsmXLIleuXKqUSZQzUk+zVgC8kV7xxQB8BqCyiIcX/q0wA4CKIpb59tWDEGIAd+7c0TuELOHevXvmCjMAOHz4sKLxApQKCQlB0aJFFZURFRVldZI6bNgwpWERAN26dUPjxo3RvHlzNGrUSLVytbyA9vX1RXR0NAAgIiJCsAI1KioKERERmsWQVXl6pZKnvz9iH333WUtsbKy5wgwAoqOj4ePjY3XuRDLbsWMH3n//fbz99ttYu3atKmV66m/PZDKhS5cuePDgAR4+fIguXbrYHdeGOGfkipng4GBqvEE8Rrdu3QSnq1HJY6/SbNWqVVavQ0JCZJWfkJBgyMYvRj3Occ6xd+9erFq1SlJqSyWkfhau3vfbi0+tBuBHjhxBkSJF8N1336F06dKSxlTOShISErBp0yacOnXKZes0UqWZJY5/K8HUnJcQQrKsmJiYTNPi4uJcGsOuXbvg5eWFqlWrolWrVooHt12yZAnq16+P5ORku/MY+YLaiJKTk616g+7Zs8ctUg3YptGybRG5atUq5M+fHwUKFICvr68rQxNF6GSctl1jMOpFrTv5559/0LhxYzDGwBhDQECA3iERkonQjbt169ahSpUqNFadHSaTCT179kR0dDTi4uLQq1cvVXoeeOrx79atW3j48KH5dVRUFK5evapjRJ5HzjFbyfZ26dIlnDlzxqqMUaNGoUiRIihatKio8TQ9EZ07ZR2OUhlnjEvmiNb7+8TERNWz29jS8j24+ng4ZswY1K1bFz4+PqhSpYrhjsfXr1+3GlNML2p+Ll26dDFXUIaEhGDx4sWqle0pXr54S+BuAAAgAElEQVR8iXLlyqFp06aoXLmy3d6vajNSpdk9Fz7uvvpLiEcz2gHOHqE4M9I2Xrx4UYeIsg5XXtAkJiaiWbNmuHz5Mo4fP47z5887nF/s9rtnzx7s2rVLjRAJhAdLvn37tg6RqMvHx8d8I2/q1Km4f/++zhFZE9re6YaDvujzV0/jxo2xbds22cu7y/mMEJPJhGnTpqFq1aoYPHiww0YexLi0HKvOnT18+NCqB3dsbCzOnTunY0TG5s77MpLZmDFj4O3tjYoVK6Jjx44A0nvejBs3zjyPn5+fyxspEmFJSUkeM+6xkfz000+CDUu6deuGDz74APnz53fYWMpeTzO1JCQkqNKYQ4wjR46gdOnSqFChAs6ePetwXrHXGa7u7T5mzBjz84sXL+LAgQMuXb8jaWlpqFmzJrZu3erS9Sq5JhRquG4rNDTU6jVVmmW2adMmXL9+3fzaXu9XtRmm0oxzXohz/qkrH3q/Z0KIsJiYGJQoUQItW7ZEuXLlsH37dr1D8gh6X6hv2rRJsy7+v/32m8P/yz3RefBAzNCaxB3JHUyaZOaplUt67zM9xYMHD3D58mW9w5BFjW07ICAAgwYNwvHjxzFlyhT8/vvvKkRGtEC/eemowQfRUqVKlexmO+Ccy/rN7t27F7NmzVKcrvvly5cYPXq0+bW/vz8iIiIQHh6ead67d+8qWhdR7sSJE/jkk0/w7rvvomPHjrS/V5ltw5IrV66Ye4I8e/YM3bt3t7usKyrNtE6DyzlHWloamjdvjosXL+Lvv/9GmzZtJG9nQvPv3r3b6vWtW7fQoUMH9OnTxyWVwFo3Yo+NjUVYWJioeQ8ePIjIyEhN4xFL7Hfr5eWFqKgojaPxfAcPHtRlvYapNCOEkAwzZ840py5JS0tDixYtdI7IM+h9Y0OtQVKFaHXhM2HCBE3K1cLy5ctRsmRJNGrUyCr1j9F5ws21c+fOYdWqVYrGCHTn9Iye8B16isTERIwdOxYDBw40TG9KMQOvA/ps72fOnMHAgQOxdu1aSeuXss37+PhYve7Ro4foZW25yz6BZG10TCBqOX36tGDDOF9fX2TLlg0FCxaUVN7ixYtRt25d9OvXD15eXnj69Kns2ISua65cuUL7aQ2lpaXJrvzo168fHj9+DAD4/fffqUesxmzHI7t9+zYOHjwoWFmt9W9GbE9PpefN586ds6rQCQkJcVhZIvZYaTmfyWRC9erV4e/vjzlz5qBVq1byAzaAv//+G19++aXo+fXqKarkvCYiIgLTpk1TMRriSlRpRogHc9eT9j/++MPqtZaVLUZgMpkQHx+vS65tV93YSEpKcllaBDUZ5aazM3fu3EH79u0RFBSE7du3Y8SIEXqHZHhq7R+3bt2KChUqwMfHB15eXoiOjlalXCKNFsc7d7zx27ZtW/z222+YPn06vv32W81b77qz4OBgfPvtt5g+fTpatWqFbNmcXxa9ePECAQEBVulBnMm4SUeMT8xvPjQ0FN999x2KFSuGzZs3uyAqeeLj49GzZ0/UrFkT69ev12w9elxrmEwmTJ48GWXKlEHXrl2RkJAguQzOOTZu3IhFixY5HW+HZMY5x4wZM+Dl5YVWrVppeiNz7dq1Vq+vX7+OqVOnAhCX9spS165dzc9jYmIwa9Ys5QGK4I7nE642depU5MyZE4UKFcKZM2cy/X/9+vXIkycPcufOjRUrVkgu33ZYgPnz58sNVbZ169ahQoUKaNmyJZ48eeLy9evt+++/xzfffJMpbaHWx5Fnz56Jmm/s2LGy18E5F7zX4ej4IqfS7MCBA1b3J/bu3SshSnm03H/17dvXba+dpWy3UrNMuOt9XE9ElWaEuKHY2FgcP36cbsR4gOfPn6NOnTp466234O3trWv6jsOHD2PMmDE4efKkquX2798fOXPmRJ8+fVQtV0+2lWnPnz/Hw4cPdTvB8fPzs3rt7++vSxzOCH0+7n5S2Lx5c3PFxKNHjzBjxgydIzKu5ORkjB49Gu3atcOFCxf0Dscpd9w2LW/ih4WFGWocAmccXZTL+S6cLePr6yupxXpqaioqVqyIOnXqaFoJoRTnHMuXL0ffvn1x+vRpvcPxOL169cKRI0dw7do1tGzZUvTNOFcbP3485s+fj0OHDqFFixa4ceOGy9at1g22I0eO4Ouvv8bnn39uNXbt4cOHMWTIEFy4cAGLFy+WdfO7f//+aNasGbp164aqVau65f5eT+fOncOAAQNw+fJlrF271lyJ5QrO1iVl+zt69CgA9zzee5KHDx9i8ODBSEpKwt27dzFkyBCr/6elpaFr165ITEzEixcv0K1bN6SkpOgUrTxhYWFo2bIl/v77b6xbty7LNnCMi4tD7969raZp3cBL7HH61KlTqq973bp1isuw3Kd52v0/oQpyI7J3XKEGEZ7PbSrNGGPZGWMfMsZy6h0LIXoIDg5G9erV8fbbb+Pdd99F1apVUaxYMQQHB+sdGlFgw4YN2L9/P4D0lB4zZ87Ey5cv4efnh19//RXbtm1zSRwHDx5EzZo1MXr0aFStWlW1G23Xr1/HzJkzZS0r5QLW0bwrV65UvQWT5QDfR48eRaFChfDxxx+jVatWgrE8ffoUhw8f1myMNCXpZdxNXFwcbt26pbgctU5ybS/aaQxG+wYPHowxY8ZgxYoVqFy5cpbabvXiLr1lAdfftBTTQMRyP7Fp0yYEBgZqGZIqFi9ejPbt22P27NmoUqVKpsHFiX1itsF9+/aZn6emphq2kcqkSZOsXtvehHYHHTp0QEhICG7fvo127dqZMzJ06NDBar7BgwdLLtuyh9GlS5fMlSdEHNuGcBMnTtQpEmOhyjd5Fi9ebPXZ2f4ew8LCrFLsvXjxAleuXHFZfGqwvHYE0t+zESUmJmL37t2ajkX7999/W73W+ncjNmuRkjjsLTtq1CjRZQQHB2PTpk2Zpluei9I+Rjo1GqUrvWaV+r1RZZxxGLbSjDH2DWNsOGPsT8bYYwDJAB4AeM4Ye8oYO80YG8UYK6VzqMTDJSUl4c6dO0hOTtY1ju7du+Po0aNWJ4xRUVEe0Uop4yBiMplw48aNLJWuoHPnzlavZ8+ejdmzZ2PkyJHYsmULGjdujKCgIFXW5Sg9Y/v27a2+h27duqmyTlelvggODsbSpUsF/yd2PB0pbt68aX7eq1cvc3qYdevWZWql9uDBA3h5eaFGjRr45ptvNBlMN6ucWF28eBFfffUVrl27prgsd7jocIcYAfHb3+zZs83Pk5OTXZYWSa6iRYti9+7dbvM9GJVen5/QdtmqVSu0bt1a1gX01q1b1QhLc5bH77S0NLesLHEnWpxjaEGrRjta/r5v375tfh4dHW2+0arFe5GScpVA12s1Nc95M7ZfOduxvTjonCGdlO8pK3xm7nB/IyUlBeXKlUP9+vVRqlQpRb3qpXynnpBKXOk2fPToUZQsWRInTpzQdD1yuMt9BqE4k5OTUaZMGcVlL1q0KNM0Lb8Lo+wT09LSsGHDBqxdu9Yth1pRg+EqzRhjPzHGjgO4DGAsgFoA3gPALB55AJQD8BuA84yx/YyxcjqFTDxYWFgYvLy88Nlnn6FcuXJ49OiRbrEcPnxYcPqWLVtcHIk20tLSUKdOHRQtWtQtTiq1NHDgQKvX/fr1U6VcR5Vm9+7ds5quVkWdK9lWQLqKbUtH25OqKVOmmD/fp0+fmr/PU6dOYffu3ZqPZWd0R44cET0Whq+vr677YblSUlIQFRWV5b9rW3fu3AEAXLhwARMmTLB7nNNTp06dPOJinqRbu3Yt1qxZg59//lnXOH744Qf89NNPklPmObqIfvHiheDYGbYtugnRmlY32DL2xVrcTHKUqvX8+fMYOnQoNm3ahLCwMCxYsADHjx+XtR6j3AjTy4EDB7B9+3ZF50NGuYEr5bs0SsxGpUUKZk8RExODMWPGYNKkSUhMTJRVBuccf/75J1atWuWwjDVr1pgbJppMJrRo0ULW+qTyhPNsKT3KMljuFzp37my3kb7e+w+916/EihUrVLm3qLTSzF0/w7Zt26J58+Zo1aoVfv31V73D0YVhKs0YY7kYY78D2AWgEv6tIHO6KICaAE4zxsZrGCLJgiZNmmTuUXL58mXMmzdPUXl//fUXlixZoulgyZaMdjLJOce5c+cE/7d7925zmkJiLSQkRO8QiA0pJz6WvWsA4NixY5g4cSIqV66M+vXr48cff1Q7PLcyefJkFC9ePFPFrZCDBw+6ICJ13b17FyVLlsSHH36IqlWrumz/7y6CgoJQsWJFDB8+HDVq1MCff/6pd0hWIiMj3aYHgien4VP7fCYoKMjcQ9gRrXoaHjhwAH/++SeaN2+uSnm7du3Chx9+iDx58mT6n9HOBY1Mzk2NYcOG4ffff8+yn7PQ+46JicHFixeRkJCg+brUYu+mbWhoKCpWrIhJkyahadOm+PTTT9GjRw9Uq1bNbXqfGskPP/yARo0a6d5wIYPaNzIZY1l2X0C08f3332P06NEYOnSo7HMGPz8//PTTT/Dx8UHlypXtbqNqDguR1XoaLlmyRPIylp+Ro3N4d61w4Zxj6tSpKFy4MBo1aoSoqCjFZUr9LNQaz1Xpd+CO6Rnj4uKwZs0a8+udO3ciPDxcx4j0YYhKM8ZYDgD7ALTFvxVlGVuVCcB5AMsATH319yCA1Ffz8lcPBmAIY2yFq+Imns8217Sfn5/ssmbMmIEff/wRXbp0gbe3t9sNXitGTEwMTpw4YXf8qM6dO6NcOeFOoXJONIg0Qgdro1bIRUZG6h2CpoYNG2Z+fuDAAU16Anh7e6NOnTpW6Y3EEDpJU+tixl459+/fx4QJE1RZh1K7d+8WnD5r1iysXbtWcmvIqVOnmk/YT58+jd9//11xjEYj98SeMYZ+/fpZpXto3bq1WmGpRq3tPzo6GmfOnBE9ILlUtmMYucqlS5ewadMmnDt3zm1S1YmVlJRk/ly1uKkTFBSkSgvY7t27Iy4uziNuPOlJ7ufXsWNHUWPk6cmV28aPP/6I0qVLo3Tp0qrcJHMFe8f2oUOHCvaK4pyjWbNmktdjhBthRrB3715cvXpV7zBU/13QPlgeOb+LzZs346OPPkLBggWtxppUYuvWrfDx8cGiRYscfpcvX75EeHi47J5fYgUGBuLSpUvm1zt37hR1nvX48WPMnz8fe/bsAWDdCyowMBB//fWX4HJ69fjyhJ5mWtL7uCF3/ZcuXYKvry9CQ0Oxffv2TGNfOhsneNKkSZkyzKi5j33+/LnoebXctwvtv4xwLBG6Xo2IiNAhEn0ZotIMwAAAFV89z6gASwYwEUBBznk5znlnzvngV39/APABgB4AHuPfyjMGoDVjrL/L3wEhTgwYMMD8PCwszKrW3h04O1jeuXMHJUqUQJUqVVCsWLFMrWXu3buHZcuW2V3eCAeGrGj48OGalMs5x8yZM7FgwQJZy3t7e3vczVdHtKg0u3TpEgICAtC7d29Jy+n1W9R7QOz4+Hh06NAB9evXF/x/v3790KpVKwwePFhSubbj+g0aNEh2jHqLiYnB1KlTVS3TNiWjvUYXelLjNxESEoJixYqhYsWKKFGihKielVItX75c9TKdmTlzJry9vdG0aVOUK1cO5cuX16RS8NSpU7qNLWvZyEELjtLCiZUVL2KNRq2xYD1JSEhIpt72ahDaJ5cvX17R78Defv7YsWN2l/HU8T04506Pe2rcxLVNby6Ws3XLiU3NMc2IdHK2tylTpiAyMhLh4eHo1q2b4nO1kydP4pdffsGqVavQrVs3rFq1SnC+58+fo3r16ihYsCCKFi2qWk8WIQ8fPsw0zdl+58WLFyhVqhR69uyJevXqYebMmZnmOX/+vOCyQucjwcHBIqOVzyj3gZTGITXtrKfvQ2yHHLEdy9rZ0BpDhw7F119/jSZNmiBfvnxo0qSJ04qu+Ph49OnTBw0aNMD+/fsdfqdKr5vU2m7btm2rSjl6OHr0KNauXSuYHt5TGKXSrJXFcwbgJoCSnPPhnPPMRwoAnPM4zvlCAF8B+BPWFWfDGWM5NY6ZEEWM0CI1LS0N06dPR5cuXXD27FmH8zo7KIwbNw73798HkN5LaOTIkVb/t2wlRfQh9B1euHBBk3Vdu3YN/fvLb7/w8OFDrFixQr2ADE7Li4WMVoZKeOJJvW2rxmXLlsHf39/pctOmTdMkHi17+KnBZDKhUqVK8PX1zfQ/I2wfRr95OXLkSHMP2nv37pl7Vh4+fBgff/wxcufOjYULF+oZoiy2+/nLly9naiAjdjt2Nt/27dulBacyI2znxLik9ur2FM5+txMmTEB0dDTatm2LmjVrqpKCV+jG7tmzZ63S6JtMJoSEhIhKwwqkVzxnpOS35MrjcExMjOY9V5xZt24dcufOjdy5c2Pt2rW6xmKPO+6LpcQcERGBzp07o2vXrpIzbwQFBaFt27YYOnSo7tuSK92+fVv0b92erl27Wr22dyN79erV5vs4d+/exejRoxWtV23+/v7mezJA5vM0R4R6fBUpUkR0Tz7LDDZS9p1Gut5RIiAgQJNyLfcfR48ezfT/gQMHYvLkyYbLZOWsEZ29YVssPX36FJs3b8aTJ0+wefNmpx0PhgwZgjlz5mDXrl2oU6eOw33o9OnTzc9DQ0MxaNAgzJs3T/AcQ+l1uqNjgFDluFGPc5bvec6cOahevTpatWqF8uXLaz52u14Na41SafYZ/q3wegygGudc1MAMnPM4AI0AHMK/qR3fAVBDgziJm+Oc49ChQ9i3b5/HHJyV8PPzw8CBA7FkyRJUrlxZcIctlm1LjU2bNolelr4LfWnRQn3o0KGKy7A84Tcao53IuKIVoDtylPrn+PHjVq/79eunyjo9dX/2119/GTadK+dc0g3rkydPYtGiRaJ7e9m2jJRj8+bNVq8zelb2798fDx8+REJCAvr27Yu4uDjF63Jkx44dGDNmjOwW/hk2b96MunXrCv5PbsWys9baclKhqaVTp06ajV/k5+cnureZnP2Lp+6TiPvo378/Vq5ciUOHDqF+/fqyU5Jyzh2me5w8eTKA9EYUtWrVwtdff40vvvgi0/FeyMyZM/HVV185bfmulW7duuG9995DgQIFcOjQIV1iePnyJXr06IHExEQkJiaiR48emt8E80SO9rkJCQnmTBz2bnD/9NNPWLp0KRYvXixp7LeEhARUrlwZK1euxKRJkyRnmlCbq8cAUkpsulDbjBNS7nkIOXz4MIoXL44SJUpkqhAR+xncuXMHlStXRr58+dCjRw+n89u752MvTWLt2rVFxSG3otYo6RmVjmGccQwSS+xvJOP88/bt24Jp/qdPn44hQ4aI+u7lUJKGX21ClYaWLDO8mEwmh7/PjO3u+fPnKFOmDKZNm4ZevXpZpTPN4Or9mTucu/fp08f8/Pr169iyZYtm6zKZTNixY4dm5TtilEqzBPzbU2wi51xSkxrOeQqADgBe4t+x0L5SNULiEfr06YOaNWuidu3asrvBusMOLIOzWC1bRr18+dLhmG3uduJLMrP3HcyZM0dRmREREZlu9Gp94zeri42NRfv27VGtWjVs3rwZ165d0zsk+Pv7I2fOnHjnnXewc+dOvcMBANSqVcvuhZhlbxi90r65E6UVs0LLq3VcOHXqlOh5t27diipVqqBbt27w8vJSZf1KWObzT0lJcXjBER4ejtmzZ8seu2P16tVo2LAhRo8ejbJly+LOnTuyyrl27RqaNGmCvXv3ylreVdQ873CUXtoRMTeC5s2bp1nrZEfi4+Nx/vx5xa3zPUVKSgqaNGkie/msep4r5n1bpjlLS0tDkSJFULZsWbRu3RqxsbGS1rdo0SKn8+zYsQMHDx4EkH6+1KtXL9HlL1261OUNRC5fvmx+XzExMbpVdty8eRNPnz41v3727Jmmn4XRGqBpKeO91q5dG/3790ePHj3QqlWrTPOFhoZaNWo5e/as6N5my5YtQ0JCgvm1u4+h62y8I1vuuD09fvwYNWrUwNWrV3HlyhX4+PjIOpaMGzcOp06dEt0gwV5mA6XpouV+B1n1+Cn287p69Sru3bvntFGy3HNVZyyPC1IY/TeZsb3PmzfPKu2j7TjrycnJugwbYjKZMHfuXHTo0AEHDhxw+fqlcpTOWil7Y867glEqzR5bPN8lpwDO+V0AR/BvbzPiIfbv348RI0YoHvMnMTERc+fONb+2l6famcaNG3vsgX3BggV2T8yF3rPSllXOylfq3r17km4KpqSkYOTIkfjxxx+xfPlyj/ue7b0fuWMUZQyCXqBAARQqVAhHjhxREJ0xhYeHu2Q9Ure1ESNGYPny5Th27Jiim3xC5KQfSEpKQq9evZCUlIRnz56hV69ehvj9PHz4MNOYWbbu3LmjauXJjRs3sHr1ao8bk0/M98k5x927dwXTcQhV7Kq1jZw+fVr0vM2bNzevV+5FoJbsfSbR0dHw8vJC3759Ubt2bVl5+Nu0aWN+npycnCmNslhSx+WTml5KLXfv3tVlvRk456hXr56oeVu3bi04PS0tDQkJCaq3wn7w4AFKliyJsmXL4ptvvsHEiRPh5+dn2N6krvDXX385PV5kJZxzzJgxA0WLFsWvv/6Kx48fO19IpCdPnuD8+fNYs2aNwwZ7Qn777Ten81he7wHpKesAICoqClOnTnWadvCvv/6SFJNSlvtmQPh4mdVZ7puc3YiVck7gynPVGzduWA3PsHnz5kw9c4QaHSYlJYkqX4uxUpUQ89mmpaVh4sSJGDduXKb/iakgdydC2+0HH3xg9fru3bv4559/HC4jRK0xbZWea8j9PRmlp5mRjRs3znws02Pdcu+dGllGpZmzXqaTJk0SnC51e09OTsbjx49Fb+/z589H79694e/vj1q1ahn+3EDLoRK0HDvSGaNUmlkOqmM/54JzllsRjYjtIdq3b4/x48ejcuXKuHz5suxypLZktGf79u26pc1whW+++QafffYZypcv7/QA0rRpUxdFJd2MGTNQqFAhfPbZZ6hcuTL++OMPp3me58+fDz8/P/z1119o3769pIsuLT148ECX9cbFxQne+E9KSkKzZs2QLVs2c8VpbGwsevbs6eoQNTV79my7Y745uohxRb7lBQsWaFa2nAueY8eOWV3437t3T/DCX4+KNGf51CdPnqz6jeI2bdqgZs2aissx0kWks+/OZDKhUaNGKFSoED799FOn6TPUlC2b+NNZo+X7F2vatGlW5zHt27dXXKa9CoLVq1ejcuXKaNeunWDFopTGKHfu3EGVKlVkxyjXtWvXcPHiRZev19Lhw4dFj98k1NsrMjISFStWRO7cuVGjRg3Z57FCv91p06aZb8xFRkZi2LBhGDlyJLy9vRWl6nZnAwYMULS80VtUSxUYGIgBAwbgxo0b2LJlS6aW12qZMWOGJuXaSk1NRenSpeHr6yvYw8cevcbQUMOTJ09w7tw5XLp0CQ0aNMCPP/5o7r0THByMokWLInv27Ojdu7fdY7yW521SfjNSsmLISRHsivNToXT4YjIdeNq+xdLy5csxbNgwvcMwVEM3Z7291NpWN27ciP/+978oWLAg9u/fD0C/6w4jXe8YVVRUlK6fU9u2bUVte6mpqbhy5QqePHli+H1XxucpdK/AMhW0vXELpfwWY2NjUbx4cXzwwQf4/vvvER8f7zQ2y17nnHMMHDjQap4nT56gevXqYIyhTp06Tu95aC2jh7+nMUqlmWUNRH4F5eR+9dcEgJoKepi0tDSnY87cunULtWrVQqlSpTQdMN7d0x04EhMTgzt37uDs2bPo27evebrWBz01L1ZSUlIwYMAAc5mnTp3C//3f/znNx207UG737t1Vi0kpPU6S3n77bRQoUCBTD7I9e/Zg48aNmeY3eusXKVJTU622f1sZFxdC5Axyb4ReWY4Y/aTXGUefb8bYUmo7deoUzpw5o6gMZyfUavnnn3+cpl909BkyxnDgwAFzrnGhdFhKB1B2xN23TzFclZYjNDQUbdq0walTp7BixQqMGTNGUXn2LjS15uvrq8t6LdmOYyfV/PnzzYOkHz16FCtXrlQjLADp4zcJSUxMlNzzx1Mo3R9pcRw3mUzYu3cvDh48qFr5//zzD+rWrYsqVao4zBBge3PG3tiORjx/EYpp3bp1ksfwtUzXZI/UTCiu+ryCgoJQpEgRlCtXDt7e3ti1axf++usvNGjQAJxzTJgwATdu3EBaWhrmzp1r3te4AzWP+VqcPyipgDTi70kuMZ9tp06dXBCJY7du3ULx4sX1DsPM2Tag1jbSrFkzPHr0COHh4ejevTs454rvN1B6RmmioqKwdOlSUWntOOeK02cqwTl3OsZlYmIiqlSpghIlSuCrr74y/HElY3vfs2dPpv9Vr15d9e3y5s2bANIb1a1fv97hvELZMmxT1vr7+5sbqQYEBGDdunUqRSqPlPHFpdLzWt8olWYbAWRUi8rqusLSP8UqSB/TLIBzrl4OCWIYznp49erVC/v370dgYCCaNm3q8nGVbt26hYULF+Ls2bNO52WM4dy5c9i6datV/nE5Ll++LFiG0I5eys7fsrXApUuX5AWnA3utQo8cOSLp4tYyPYLe5I49Y0nOgf/JkyeZKo9atGihOBajE5O27fz586qtT+i7iYyMRN26dfHpp5/Cz89PswuKmJgYzJ8/H9u2bcuyFy1aUdI72lWmT5+OL7/8EkWKFMl0k1QsxpjVwMsArMbkyJhHrIyLCinrF+KOvco451i/fj3y5s2L999/X9Sgx0FBQaodo0eMGGH12t6NcrH0SudihPHWpO5P79+/b/XatvKqX79+LtlHazkmAZGmefPmqFu3Lr7//vtMDbvk6tChA/bu3YsTJ06gYcOGdnu6iE1f6y7nDVLHRwLE7b86dOggJxzN+fr6Co5vFB4ejvPnz2P16tVW04cMGSKpfDVuYEkpw3I7U/PmmZLtV+jazJjJlFQAACAASURBVF55WaFxj5bEfH5yP+Px48fj1q1bspbVgrNt0t/fX/Xri1u3buHp06e6Vco4q4zxVFeuXEHnzp1RrVo1p/Pu2rVL00oJMZw1JFm3bp35XptaWb6kkLoPSEtLs5vW9saNG6Iav8rd7zhqnG2P7b5h8ODBVq9d0eA/Kx7LDFFpxjmPBzAH6eOR9WeMfeBkESF9AHwFIA2AtLM+4jEsc9CnpKRY5XfW+gd+69YtlCpVCt27d0elSpWwb98+h/MvX74c5cuXxy+//IJy5copygHr5eWleUodf39/zcqWKiIiAn/++adVt2mxpNxYNNKNADVikVuGXvmzjU7NgdqFvpuJEydi7969CAsLw8iRI+2milQiNTUVZcqUQc+ePdG4cWPN0i/pSc/USkbah2R48eIFbty4gbi4OLx8+RIDBw40xzl9+vRM+9U9e/agXLlymvTcsXdcdpSqJzk5GZMnT4avr6+514C99IwFChTA8ePHlQfqQk+fPkWLFi3w9OlTREdHo2fPng5b/g4fPhwlS5aEt7e33Xm2b9+O//3vf6LW/+jRI8kxE2FSe6Dkz59fVmoVZzebHj16hN69e4u+KZUVL4jVoPbndvfuXauxg2fNmqVKQwDL1LnPnj2zWzFvxO1AyTFVzvsR09v72rVrkhppuupzdXQdKpSKjjFmyO88Q0REhGAaWy05u5Zv1qyZ4HS1e9Yb9Xs5ceIEpkyZIqtC2ggyPtcVK1boG4gNZ9tK//79UaZMGdXToKvR00yurFpp5m6c9WSyl8XAqEwmk8PKPWdjMrv6Ol+L9YWHh0u6V+KK93z16lXs27fPMI1fDVFp9oofgECkp1jcwRh7V8xCjLFsjLERAKYjvZfZAM6544GYSJZh2ftK6x/48OHDzRdXaWlp8PHxcTi/yWQyx3T9+nWnXXSdCQ0NFTUugBFv4kqJKSgoCMWKFcNPP/2E4sWLS+6BpcYAt0uXLkXTpk2xZMkSQ36eWjPqxZurad3ay3b8BiWtzO1d0G7cuNHqNzRixAhN0+jpYfr06ZrEHxcXp7iXsKs9efIE5cqVQ9GiRfHNN98IVsRaVpI/f/4cv/zyi9P0GmfPnsXOnTszTb99+7bDz97eyfDWrVsF5x07dizefPNNDBkyBFOnTkWBAgUQGxtrt9IsKipK8ThFrmbb2y8iIsJuSrGIiAinFd1r1qxBo0aNRI+N6c6/daORUwEmZdyeDNOnT3c6z9y5c+2OYUfSidn2tRxP1FZoaGimaefOnZPdEMTe+7N3HHPluV7nzp1dti4taLHffPnyJaKjo3W/mWyUY8KuXbtQoEABzYZfEHqflr0IExISrBq4xsfH4/r165mWYYxJ+sxsf2dafN6ccwQEBGD//v2qlb9//35UrVoVgwcPRvny5d0is4KtlStXqrpP37hxIxo2bIgxY8Yoagxt+R3Z+75SU1NVT22pV6WZyWSiMc1U9OLFC3Pa3QEDBjhNv2/LUeO5QYMGOVzWKMcLKZSc6xjx/SYmJor+PXXp0gUFCxZEgQIFBK+99bBixQp4eXmhdu3aqFatmiH2DUaqNDsIINer5+UA3GaM3XP2APAIwBik91IDgEFilmOMZU4SSgjSBwKfO3eu5O7plq1BgfSWCVJ+5AEBAZLWJ8R24GMj7cgdxfL48WPRsQ4YMMB8IyoqKkryeClKd7w7d+5E586dsWnTJnTp0kXTsfMsSR2HQQiNH2RcYr4bJeNb/fjjj4LbvlAqWanbSWhoqKhx3G7evImqVatKKlsNISEhdv9nu98Wa+rUqeb0ee5k4cKF5rSJERERTtMxrVq1StQg9fZ8/vnnyJYtG8aNG4fHjzNnzRYaGxEQ3k+PHTsWv/32W6bpjRo1crhPMno+fTHs/SYLFCjgdFlHaa0fPHiANm3aCObNJ8rZq8x1RE7LcbFp1WrVqiW5bGKtR48edv+n9jm30HXBt99+i8KFC4tKA68Fpela7Vm6dKkm5bqKFufFFStWxPvvv48KFSqo3gPYXc/jExMT0bFjR5fFHxERAZPJhLZt2yJ37tz4/PPPzRlLpN4nUBKz2GWF5rt69Srat2+POnXqoFatWqql72rXrp15n5eSkiIr1ZjaTp48icOHD0vaF6uVNeTixYto1qwZduzYgdGjR2P27Nl4+PAhgoKCzNuK2O8xLS0Na9aswcyZMx32gpGaytwZNcbMsnyPYjM9KKlgJJlVqFABffr0Qe/evTFjxgyUKVNGUm9orbPOXL2a3r/FSPcp9ZDxWxEzdqoUuXLlQrVq1Zw2sLpx4waWLFkCAEhKSkLr1q0xePBglC1bFnny5IGPj4/qvVnFaNeunfk+wJkzZ7B7926Xx2DLSJVm3wL4Aum9xQAgD4D8Ih7vIb3CLGO5/4lcLr/Wb4joT87OeMaMGejdu7cqg9c7GmDbXdy+fVtynnupli5diqSkJFHzWo6zBkgfL0VppZnteF72UnOo7bvvvlN8IkuVZupS82RPTFmXLl0S/TuxFRkZKdjLQOx7sPed7927F8WLF8fs2bOdljF48GBcu3bN4TyDBg3CgQMHRMWkhpYtW8paztfXFyaTSTDFkSWjXRCMGjXK6rXQMcryu1ZSUWu73i5duigqY/z48YLTjx496nSfdObMGd1aqqWkpGD48OGKyvjpp58025ZWr16Nhg0balK21iIjIw1d4SfnWOlsO128eLHccESjY7z+9u/fb7cHYXR0tGrjmwHpx6no6OhM5xdC20G/fv0ElzcSezcHpWzXERERiI+PF73MkCFDMGfOHFV7hWWMm3vhwgWX9nB0JTn7mujoaFX3UWlpaZg8ebLdtGOrVq3CypUrAaSnsXKUPhpIT8tbsmTJTNOjo6NF/VbU/j0VL17cKv3gokWLkDdvXnzyyScYNGgQypYti2rVqmUah9YZ2zE4te7JLOY7r1+/PmrUqIF27dqJLletMbxsKw0HDRqEL774AiVLlkStWrWQlpYm+rv18vJC69at0b9/f7Rq1UqV+MRQs8fX3r17RTfu0Ls3racJCgqyGmc6ISHB6XV6QkICmjdvjrx58zrMeKDGda9QA0i1jBs3TtL8aldYSXX9+nUULVpU9PwZQygcP37cYYeLEydOOB1a548//rB6nZiYiClTpuD8+fN4/vw5Vq1ahdatW4uOTSsZY1TreW1ipEqzDAz/9hqTsxxd6WVRQgNW37lzBz/++CO8vb2xbds2SeXZDsAux9SpUxWXoTbbm6bOlC5dGpMnT9Yomn+JaY1ke4Juj6OdqtKLkcTERKvXrsy1q7RXm5L3bnkx5ejzZYzB29s7S7Qac/R5Pnv2zJzySM2DfL169ZyesNrj5+en+gDPPj4+on8DYvbB06ZNww8//ICTJ08qDc2KvYtArS/UpIyhqMXJYGJiIsaNGwdfX1/RY15axuEuN8+d9eipWLEiXnvtNdHjeqlp7ty5ilttXr9+XZMxDTMEBgYid+7c6Ny5c6ZjnByRkZEoXbq05JQwUvj7+6NgwYIoVKgQGjdujJo1a+Kbb75xOt6CK8n5/Tg7Tt+6dUtuOKK5y+9ebUrPD9X83Nq2bevw/2oeIzt06ID3338fn376qeRx+ADjVZqtWLFCMCYp38+0adPw5Zdfit7vLly4EH369HGaukqusWPHalKuFh4/foyff/4ZBQsWdDrvsmXL0LJlS7vfmdqEzvlOnjzpsHGobQWM5fjpQsaOHSv4Xr799ls0btzYaYyu+ByePn2Ke/fuYdq0aTh//jyOHTtm9T7tNV6bNm2aSxsgHTt2DB07dsSGDRskna+vXLlS9D0DtQjdx8g4nzp06BDGjRtnd/xIo1AzPaOUisuscM9Ab84arW7YsAEbNmwQvJ+qNi3TAMpJi65nesZRo0ZJzibVoEEDVK1aFXXq1HE4nxZjketB7n0vNWXXOwALx/BvbzFCJBk/fjxGjhyZafrvv/9uft6rVy/V1mfvYsx2utQdqclkQmhoKPLly4f33ntPUYz21j9+/Hh06NABn376qagyXHHwFKtr166Ky1C70sCVwsLCdFt3//79sX//fgDOb1BLqSgwEs45Fi5ciEOHDqFUqVJO5xdKN5fhnXfewVtvvYW1a9eKXrcYhw4dwgcffCBqXltHjhzBpEmTrHq9KLmxdP36dTx58sTu/5WcSHbt2lVyq1dHjh07plpZUmSkPRBDSaXI48ePkSNHDuTJk8dqeps2bbBlyxYA2l6kaM3ZtiR2mxU7rpdatm/fnmmMMqNKSEhQNUXaxYsXBc/L1GI51oxlhXzLli1Ro0YNzdYrVlJSkiaVZkqtW7fO3GqTqEvOd/fs2TM8fPgQn332Gd544w3zdC32Vc62x0ePHqFt27a4ceOG6ut2pTFjxkhquW1PZGSk5BTOs2bNwsyZMxWv20ikbNdffPEF/vnnH9Hz79u3D0D6filfvnySY5Pq448/1nwdjohplKLXDcILFy4gNTUVe/futdv7fNCgQShYsCCaNGkiqkylDQmCg4MRHByM33//HUWKFJG0bGhoqC4NpewZM2aM3iE4pWalWUaPGDGop5n2nH2vHTt2FF1WXFwcfvvtN0RGRmLQoEHw9vaWFZPRGtzIofQ9ZFyjS7Fr1y5F68wgNCanEQmNme5qhqk045xX1zsG4h6uXr2KYsWKmV8/efIEI0aM0DGidEorzV6+fInatWvjwIEDePvttzFy5Ejky5cPtWvXxocffqhqrPPnz880/pk7UCOnrb2TBi0q0xISEuDv74///Oc/aNu2LbJnV7bL1bP1t2WrQ09thb5lyxbzeCVyTmJsPX/+XJWKXqFy5RoxYoTTSjMhtvNFRUWhTJkysuNwJiPfuVrUHixbDQ8fPkT37t0RGhqKp0+fyr5J2qdPH8yZMwe5c+fG+vXrUa9ePfP/LLdjsTeyjPj7zrixZo8RY164cKFqY4cYjdjP2zb1h6t89NFHuqzXUpUqVRRVmmnV8lpuStqsQOnND3vpkx89eoSbN2+iRIkSVg0bgoKCUKlSJfON9Fy5ciF//vyYMmWK7Bg455gzZ47geJFi3l9wcDA6d+6MJUuW2N1+mzRpgrCwMPTr1w/NmzeXHatWYmJicOLEiUzTXXmcuHv3Lrp06YKIiAgMHjxYkxRHly9fBmMMxYsXV71suaRUmNmyPHdxRu536aixm1HYDgMAuHbbdfabbtq0qehKMzVJrcw34nmhFm7fvq3a2GYmk0mXxsVZoadZWlqaOc2rHtSsoOrRowfWrFkDIL0CJyoqCjlz5lStfFdzdOx59uyZw2whp0+fxueffy5rvXrvozZs2KDr+sVyNK6jqxgxPSMhDtmODWI7xpVelO74du/eba6YePbsGQYOHAgfHx+UKFHCLU7y3YW9kwahnOEJCQmK0i/+8MMP6N27Nzp16oT27dvLLieDo20sISHBfNJ5/fp1bNu2DTExMVbzKD1hyjiRVmucI6PRYnw6V/dsker06dOZpn333XdOl5s4caLT8dVKlSoFHx8fQ/RWffTokd4hZDJ48GBs374d169fl7SdWKZZDA0NNeeej4+PVzxuGGDM9IzOegoaJU4AOHfuHAB4VIVZ69at0bt3b/OFiye0DtXahQsXEBISInm5jM926NChaockmpF+T+4uKCgIRYsWRZUqVeDl5WW1/x48eLBVz5OEhASEhITIrmAJDw+Ht7c3+vbtK3hsv3jxoqibD0uXLkVgYKDd7WDz5s04d+4cWrRo4fIUaO6y7xk0aBACAgJw7do1+Pj4IDIyEocOHcKePXtUGZ+4U6dO8PLyQokSJWSNmWnvuxWaTvsD10lOThadSlsLjDHZYyeLtWLFCnz00Uf4+uuvcebMGU3XpRWtPyMpBg4c6DRNm1hq9DSTs7/ICpVmffv2tcqQ4M4yKsyA9POWXLlymVOju8sx2tK9e/fs/q9du3YOj7FKepB66rG1WbNmbrkdOEKVZsTt7Ny5E5xzRERE4O+//zbMgVZoxydlh2EvZUNUVJTdwcDl8rQdmS1HByGhk8Ho6Gi7rS3kjiMQGBhoddNi9erVii+Uhd6XyWSCj48PcufOjc8//xwTJ05EyZIl0bhxY5QsWdKq4kzp9672OFNGo1XrOjkDf7vqQlIolWZgYGCmabbbnphxT8LCwrBq1SpV9l8pKSkOByZ2R6tXr5a1nOV4m7a9CYxeSSvHo0ePzBVR7qBcuXL4/vvv9Q5DVWvWrMHcuXNVafyhVFxcnN4haCrjWKD2eZ8UgYGBHts4xtV8fX3N52FhYWFWWR7sDeIuZxvnnKNatWqCx29LYlJPA8Dy5ctF3dDp0qWL21xTuHIsps2bN5ufc87x0UcfoWbNmqhXrx5+/fVXWWWmpKQgNTUVNWvWxLJly8zTJ0yYIPn3KnRtY+/7LlGiBMqXL4/bt28jNjYW7du3R/Xq1REaGirtDXgYLe4/OGuoeevWLWzcuNHhTV4lXHETt127doiMjERISAj69Omj6bpSU1Px22+/oX79+la/GSWOHj1qqKEexIwXLVb+/PkVpwedPXu25GWyQnrGefPm6bp+rY/Tbdq0cThkgxCpY3kR97Bx40an4/LKoWclI1WaEbeULVs2FChQABUqVNAk5YVa1DpASUlxlJycjGPHjjkd/8oVOdNbtmyJs2fPIiQkBJ07d9Z8fWLEx8dj9erVVum+HFWMjR8/XtY6Jk+enGm6mhfsV69exaxZszB16lSsWrUKQHor42HDhpkv5MLDw1WtaOjZs6dqZRFrlvuKo0ePonLlyjpG45yUfZufn5/TG3nOdOrUSdHFtdFu6n355Zeyl9V6bMNRo0bh66+/RtOmTREeHq7pupw5ffo0ChcubB5P0V0YpQe82rZv3w5A3wsXNXpTGpkrb+w74i5pW9SkxXHCNrXsjBkzVF8HkH7ecOfOHafz3b17V1R5Yj+LPXv2uM0YaFp99lLJ/bxy5MiB5cuX4/Dhw5n+V6xYMQwdOhTJyckAnI+n6izlsa2zZ89iwoQJGD58OJYvX46jR49KWl5tUuNXW3BwsOQxtuzJ6En/7NkzdOvWTXAexhjOnz8PLy8vNGvWDCVKlEBwcLAq67ckN2W7XGfPnlWlHHtmzZqFsWPHYvfu3aqlae/bt68q5RiV0vN+f39/ycsYpQG8J9P63DItLQ3z58+XNEZ74cKFNY2J6Cfj3qTH4Jyr9gBw6NXjIIDsapatcpyvW8aqdzz0EPyO8gPgRn00a9aM23r99dcF582gZH3/+9//RM9bqlQpDoC/+eab/LvvvhOcp3PnzrxEiRKqfBbO3l+2bNl49uzZVVmPsxg459xkMvGJEyeKKnPChAn8xYsXot+jvRg45zw6Opo/evSIp6Sk8K+//lpwvpSUlEzbjZTPYNasWZxzzq9cucJz5MghapkvvvjCvK5Dhw4p+g6++uorxduykR4JCQm8V69evGLFinz69OmyylDr85g4caIq+wqxMUtdV0BAgNVyFSpUkLTOd999V3acJpNJ8XvOmTOnS7YpVzy+/vpr/uDBA378+HE+YMAAVb5fIz4457xMmTKi5pW6PRrl4Y7fUefOnXWP4aOPPtI9Bq0elSpVMsx2kdV88sknqn9mjuZRc13r169X9bvPODcSM2/hwoVdtk0qPY91xWPZsmW6rXvKlCmKtq3g4GDdPz93eDRv3lzV8ubMmeNw/xMeHs7LlStnNa1hw4aZ9jcDBw5UFMelS5dEzVevXj3B6bbmzZun23d05MgRVcoRs0+nR+bPTMpne+XKFd1j9vRHw4YNuclk4rt37+bbtm3jL1++NH/+CxcudHk877zzju6fid6Pt956S/N1hIaG2j3nlVvmiRMnRJUhJD4+nnfp0oWXKlWKjxs3jr98+ZLv2LGDr1q1iiclJdktk3POp06dKvi/8PBwy9f5uRZ1E6oWBphePdIAvKFFwCrFmcMyVr3joYfgd+Q2lWYrVqxweAMnOjqa8/Q3ZZiHvQo+OY8MWsfsaB2W5syZI6ncq1evin6P9mKoVq2a+fmXX35pt5zk5GRuS0qss2fP5pxz/sMPP4heRs1Ks8KFCxtuW1bymDJliuIy1Po8JkyYwDnnfOPGjZq/bznbn22lWfny5TWPs2zZsvzRo0e8devWisvypEozsd+vGpWNer8PvWOg90gPVz8qVqxomO0iq1Gr0mzx4sW8SpUq/NixY4LzPH/+nD979kzV70eLSjN7DcD0fBw8eFD3GIz+4Fz+/mP//v26x0+PzA97+xJbSivNlD5szZ49W7dYPv74Y1XK8fHx4Wlpaeb3pPe24A4PsZ9TBrGVtfSQ//j555+tGr01adKEc875s2fPRDfEpoe6jzx58mi+DqHGFSaTif/++++yy8yoNNuxY4fD+YTY3nvLlSuX+XmlSpXs3rvgnPNp06YJ/i80NNTytSaVZpSekRAZOOfYtm0bateujbZt2zoctHfBggUujEwcNbvBN23aFJ988olq5SnVu3dvSfM3atRI8Tot05TcvHlTcXnOyE1Vln4OSzL4+voqLiNXrlwqRPLvd9O8eXNVylNb8+bNMWPGDJfm8T937hy6desme+wvS/bGjPRk7v57t5emiBBPZpT0jFmRGvtMX19fdOnSBcePH0fVqlUF58mXLx/y5s2reF2NGzfGvHnzLBscqkqL9G/E2KQMB0BcRyjlvzvQeswyR9Qa43flypX49ddf0bZtW93TgnqajLHMKD2j9uLj463S9m7atAkRERHYtm2bOa0v8TwZafXPnj2L9evX49mzZ7h69So6dOggu0zGGObNm4eff/7Z4XxLly7F2rVrzfeOkpKSMt17S0hIMD8/deoUzpw5IzketVIlO5Jdw7Ld+24NIQ5s3LgRGzduFDXvyJEjMWLECI0j0s+mTZv0DkERV1RyqUXOODK3bt1C/vz5MXv2bFVu0hBralfGGPWGaUxMDAYMGICcOXOia9euLquE2rp1q0vWQ4xn0aJFeoegObpRQGw9f/4csbGxeocBIL3hQtmyZfUOw61MnTrV6TxqjSm8bds2bNu2DR9++KEq5bmD0NBQvUMgxOX27NkjOH3hwoUwmUzo0KED3nzzTRdHldn06dORkpKC9u3bI0eOHHqHo5pt27YBSK9AI+oZNWoUJkyYQOfCLiB0Xnnu3Dndx67OyuLi4lyyntWrV8PHxweccxQqVAgFCxZUXGavXr2cztO5c2cAwJEjRzB+/HjUqFHD6TJXr16VHIsrGnRrUWmWUVm2nzFmzLt/oB52hBDXW7x4MapUqYKSJUvKWl5OpRkA3L9/Hx07dsT69etlLU+0xzl3ixPXbt26oWvXrrhy5YreoRAn5PZIJa5Tu3ZtvUMgBnP9+nW8++67eocBAChXrhxiY2Pxzjvv6B0KcaBJkyaYMWOGqmUatacy9UDWltzrDKKP7t27AwB27tyJgIAAnaMBBg4cCAAYNmwYTpw4oXM0xOgmTpyICRMmmHucEe1cvHgx07TGjRvrEAlxtTZt2pifh4WFISwszKXrX7ZsGR4/foxr1645ndfROcj9+/fVDEsSLXuaVdGwbDVwAHRmSIgHOHLkCKpXr653GE717t0br7/+Og4cOGA3bY8jSi5mnz59imPHjslenmhr3rx5GDVqlN5hiEI9Fo3v3r17qFOnjt5hECcOHz6sdwiEONSsWTPs3r0b2bNrecloDEatKBKjf//+qpZn1F7vxLlDhw7pHQJxsX379mHo0KGG+t1+++23eodA3MDs2bNRrFgxvcMghIgk51x5x44douazd6/zwIEDmDlzpuT1qkWLHlfMjR6EuMSwYcP0DsGjfffdd3qHIFpqaiq6dOkCIL2yz5VcOR4VkSYyMtJQF7uOPH36VO8QiBOlS5fWOwRCiAcICAhQZfxP4l6MOB4zEadmzZp6h0B0MGnSJNV7nBKitb59+1J6RkKIQxmpHvWidrNBSvRLiICJEyfqHYLHmzt3rqj8ukYQHByM3bt3o379+pKW69mzJzZs2CB7vUpbUYeEhKBu3bqKyiCEaGvRokV48uSJ3mEQQjzEzJkzUaxYMbRv317vUAghGlq9erXeIRBCshhKz0gIceTOnTu6rl/VSjPOeTs1yyOEELF69+7tNpVmgHV+YSmU5IhXI/XQ3r17FZdBCNEOjflCCFFb165dUbhwYVSuXFnvUDTjzukZCVFDQkKC3iEQQrIY6mlGCAGMO66qFukZCSGEOBEbG+vydbpL+j+irerVq+P8+fN6h0EIIcRNpKamonHjxrh3757eoRBCCCHEQ1ClGSEEoEozQghRhE6olKNW1AQAjh49igYNGtD2QAghxK5cuXJZvY6KikKDBg2oNwohhBBCVEH3eAhxHxcuXNA7BJejSjNCiFs4fvy403m0qgTIyLXt7jm3qacZyfDw4UNcv35d7zAIIYQY1JQpU1C7dm2raUFBQfDx8aHzCUIIIYQoRpVmhLiPPn36aFY29TQjhBAF0tLSnM6zfPlyTdZ95coVxMbGokqVKpqU7yrUs4hY2r17t94hEEIIMajs2bNjw4YNKFy4sNX0LVu2YOzYsTpFpR06RyKEEEJcKyUlRe8QCCEGQJVmhBCiQK1atZzO06FDB83Wv3z5cpw5c0az8l0hKSlJ7xCIgXjiTU9CCCHqYIzhnXfewc6dO/HOO+9Y/W/MmDHYvHmzTpFpgyrNCCGEENfSo6eZn5+fy9dJCHFMTCcJPVClGSGEOMEYw4ABA/QOQ7G1a9fqHQIxkMTERL1DIIQQYlAZLT6/+uorbNy4EdmyWV82+vj44NKlS3qERgghhBAPoEdPs9dff93l6ySEOKZlBwglqNKMEEKccPexzDJQJQkhhBBCxLBMk1KrVi3MnDnT6v9JSUn4+eef8ejRI1eHRgghhBADkjrmqR6VZtmzZ3f5Ogkh7okqzQghxAmtxkojEw3WZAAAIABJREFUhBBCCHEHvXr1QseOHa2mhYeHo1GjRkhOTtYpKvVQekZCCCFEmYcPH0qaX4/0jFRpRggRiyrNCCHEiQULFugdAiGEEEKIy9gOyM0Yw/z581GlShWr6adPn0bXrl2p0okQQgjJ4u7cuSNpfuppRggxMqo0I4QQQgghhBBiZltpBgBvvPEGtmzZgk8++cRq+ooVKzKlbySEEEJI1uIOlWavvfaay9dJCHFPVGlGCCGEEEIIIcRMqNIMAPLly4edO3ciV65cVtMHDRqEP//80xWhEUIIIcSApFaa6ZGe0d75DSGE2KJKM0IIIYQQQgghZo5uKpUoUQKrV6+2mmYymdCsWTMEBwdrHZomoqKi9A6BEEIIcWt//PGHpPn16GmWLRvdBieEiEN7C0IIIYQQQgghojVq1Ajjxo2zmhYXF4cGDRogNjZWp6jkS0tL0zsEQgghxK1duXJF0vx6VJpRTzNCiFhUaUYIIYQQQgghxEzMTaXhw4ejadOmVtNu3ryJJk2a4OXLl1qFRgghhBAPoEd6RuppRggRi/YWhBBCCCGEEELMxFSaMcbg7++P0qVLW00/cOAABgwYoFVohBBCCPEA1NOMEGJkVGlGCCGEEEIIIcRM7E2lnDlzYvv27fjvf/9rNX3OnDlYtmyZFqERQgghxAPQmGaEECOjvYXBMcZ0/46MEAMhhBBCCCHEePLnz49t27YhR44cVtO7d++O48eP6xQVIYQQQoxMj/SM1NOMECIWVYYYDGPsB8bYasbYXcZYMoBUxtgjxthuxlgzV1RgMcZyMsb6MsYOM8aeAHjJGEtmjIUwxhYyxoprHQMhhBBCCCFEH1JvKlWoUAFLly61mpaamorGjRsjLCxMxcgIIYQQ4gmSk5Ndvk7qaUYIEcut9xaMsf8wxvLqHYcaGGO5GWPbAewD0ApAQQBvIP07+gBAXQDrAZxkjH2oYRwVAYQAmAmgOoD3ALBXsXwFoCuAS4yxMVrFQAghhBBCCNGPnJbYrVu3xqBBg6ymPXnyBD///DPi4+PVCo0QQgghHuDvv/92+Tqp0owQIpZh9haMsRKMsZKMsTedzMcYY70YY8EA4gE8YYzFMca2M8a+dU206mKMvQEgAMDPImavAOAgY+x9DeIoD2A/gPxOZn0NwCjG2CS1YyCEEEIIIYToS276ookTJ6Ju3bpW0y5fvozWrVvDZDKpERohhBBCPMDbb7+tWdn2zmMoPSMhRCxDVJq9Sjm4HcAFAPGMsVF25ssN4BCAWUjv9cRePXIDqA/gCGOsv0uCVtdkAJUsXp8AUAtAHqS/t/IA1lr8/xsAm9QMgDH2NoCNAHK9mpQGYCqAogByIL23WxOk90LLMJgx1kbNOAghhBBCCCH6kntT6bXXXsO6detQpEgRq+nbt2/Hb7/9pkZoqouIiNA7BEIIISTLef311zUrO1euXILTqacZIUQso+wt6gAohPQKsBQAS+zMtw5AtVfzcYH/ZwMwlTH2gwYxaoIxVgxAb4tJ+wF8xznfzzl/zjlP4Jyf5Zy3AjDaYr7vGGMNVAxlOIBPLF6355z7cs5vcM5TOOePOeebAZQFcMVivgmMsf+oGAchhBBCCCHETeXJkwc7d+5E3rzWWfT9/PywceNGnaKy788//9Q7BEIIISTLSU1N1azsnDlzCk6nnmaEELGMUmmWkZaQA9jFOY+0nYEx1hBAPfxbWfYCwEgAPwHoDyD61f8YgGlaB6yiEfj3e3gKoA3n/KWdeccBCLZ4rcq4Yq/GhetpMWkj53yV0Lyc8+cAulhM+h+AzmrEQQghhBBCCNGf0ptKX3zxBf744w+89tprVtPbtm2L8+fPKyqbEEIIIe4vJSVFs7LffPNNwXMZ6mlGCBHLKHuLshbPd9iZJyPtYkYvs1845+M5539xzmcBaPTqfwBQjDH2uTahqocx9i7S486wSqjCMAPn3IT0VI4ZSjLGvlQhlBYALHuLTbY346s4TgM4ajGpiQoxEEIIIYQQQgxAjZbYNWrUwOzZs62mvXjxAg0bNsTDhw8Vl08IIYQQ96VlTzPGmGBvM+ppRggRyyiVZpYVXBds/8kYywegMtIryziAE5zzvyzn4ZyfBGDZbLG8BnGq7QcAb1i8XilimXUAki1e/6JCHPUsnl/hnF8Sscxyi+cVGWMfqRAHIYQQQgghRGdq3VTq3r07unTpYjXt/v37aNiwIV68eKHKOgghhBDifrSsNAOEUzRSTzNCiFhG2Vvktngu1OywDP7tRQYA9hLPB1o8/1BpUC5Q2eJ5HKzjF8Q5TwFgWalVSeU4jtqdy9oZi+cMQEUV4iCEEEIIIYR4CMYY5s6di2rVqllNP3v2LDp16gTOhYapdi0jxEAIIYRkNVpXmuXKlSvTNOppRggRS/dKM5a+x7K8UkkQmM07Y/ZXf8/ZKS7e4vkbduYxksIWzy+8Sr8ohuX7L6kkgFc9xN6yU7YjoUiv6FMlDkIIIYQQQogxqHlT6fXXX8cff/yBTz/91Gr6mjVrMHXqVNXWQwghhBD3oXV6RqFKM+ppRggRS/e9BU9v2hdtMUkozZ9lbyoO+xU771o8f6YwNFewHI/sjoTlHlg8L8AYy6NSDKLjePW9WfYKLKYgBkIIIYQQQohBqN0S+/3338fOnTuRO3duq+lDhgzB7t27VV2XVNTqnBBCCHE9PdIz0jGfECKW7pVmr1y3eN7Q8h+Msc+RPvZXxnhmlzjnlj2cLBWxeB6mZoBqY4y9DqCgxSQpo2FH2bxWMp7YFzav5cZBY5oRQgghhBDiAdLS0lQvs1ixYli7dq3VDSvOOVq0aIFr166pvj6xKD0jIYQQ4nomk9hkW/JQTzNCiBJG2Vvss3juxxhrxBh7izHmDWAbgOz4NzXjcqECGGO5AJSymHRRk0jVkw/Aaxav4+3NKCDW5rWSCqv/2ryWG4ekGBhj+R09BOIihBBCCCGEuMDFi9pcSjVo0ADjx4+3mvb8+XM0aNAA0dHRdpYihBBCCJGGepoRQpRgRmhZxxh7F8AtAG8jvXLMMijL1yEAvDjnmfrwMsY6AFj6at6rnHMvTYNWiDH2JdLHBcvQn3M+U+SydQFY5jFpzDnfJjOO8QCGWUx6l3NuWylnb9nNAH599TKOc/62hPWK3vAmTJiAvHnzip2dEEIIIYQQosBbb72Ft98WfWovWUxMDBITE62m5ciRA++//77Lb2glJCQgNlbU5Q8hhBBC3MBrr72GN954A0lJSVbT33//fTx58kSnqAghaomNjcWwYebqjAKc8wi115Fd7QLl4JzHMMa6AViD9N5vlldK/NXraKRXDglVmGUD0Mdi0gYNw1VLbpvXLyUsm2Lz+k0DxKEkBofy5s2L9957T6viCSGEEEIIITZsbzSp6T//+Q/+85//ZJr+4sULzdZpT7Zs2ehagxBCCPFAtr3NOOd0zCeEiGKISjMA4JxvZIzFAZgC4BuLfzEAxwF05JzftLN4NwDFXj1PBLBEs0DVY5tcV0qXP9tBBnIYII43GGOMi++6WMDJ//8L4BwAavlJCCGEEEKIC+XJkwd58uTRdB1paWmIiorKNH7aO++8g9y5bdv1aYd6mhFCCCHqyJYtm+ZjlYmRPXt2vPnmm4iPtx6BhnqaEeIZXHHubphKs/9n787joqj/P4C/huVGTlEEQcEjj8AMDMMT74sUK/BEvFDBE69A0LzACzETUUkNb9O+3plW3vd9UGlZflOz+vq1w7K+P02d3x+42y7M7s7szOzMLu/n4+HD3dnZz7zZ3bk+x/sDACzLfgzgY4ZhwgHUAuCE0lSLX5l56zoAVwG8hNI0gbaQEL/sWUTDuRa3so1kYs5IUsXBCmgwg7lhk/ppWfSGWxJCCCGEEEJk9vbbb2P69Omyb+fs2bNo1aoVHj16pFvm6OiITz/9FLGxsbJvHwCKioqQmppqlW0RQggh9qxZs2Y4efKk0mEgLCwMb7zxBvLy8gyWHzhwAAkJCQpFRQixJQ5KB8CFZdnPWZbdxbLsv3g0mIFl2d9Zlj3GsmwBy7JrrRGjBP4q89xJwHudyzwXk8dEqjisn0uFEEIIIYQQIjlrzSsWHR2N1atXGyx78uQJ3njjDdy8edMqMRBCCCFEGrVq1VI6BB0Pj7KJtax3fUMIsX2qbDSrIMo2VrlzrsWt7AQAZctSIg4xMRBCCCGEEEJUwtVVtumKy+nbty8yMzMNlv3yyy/o3r07fv/9d6vFQQghhBBxwsLCLH7vjBkzJIyk/HxmQGn6SEII4YOOFsopewcoZNIA/zLP76kgDjExEEIIIYQQQlSCq3e2nGbPno3u3bsbLPviiy/Qv3//cnOeEUIIIUSdQkNDLX5vfHw8ateuLVksNNKMECIGNZop5z8wTGkYLOC9lcs8/0FEHLfKPLc0DjExEEIIIYQQQiooBwcHrF+/HuHh4QbLd+/ejezsbFm3LWBaZkIIIYSYIGakmaOjIxo2bChZLFyNZjTSjBDCl6NcBTMMs9r8WrJhWZYdouD2zWJZlmUY5t8AGjxfJKQ7RQ29x48A/CQilG/LPOcVB8MwTgAC9RZ9JyIGQgghhBBCSAXm6emJXbt24ZVXXsHPP/+sWz537lyEh4ejX79+smyXGs0IIYQQaYhpNHNycpIsDpZlOdMz0kgzQghfsjWaARgIQIk7EOb5dlXdaPbc1/in0SyCYRhnlmUf83hflN7jqyzLPhERw40yz5vwfN+LAFz0nl8UEQMhhBBCCCFEJZSqVAoLC8O//vUvtG/fHk+e/HOLM2TIENStWxfR0dGKxEUIIYQQ84KDhSSvMuTk5CTZ9QfLsjTSjBAiijWOFowV/9ma43qPXWDYGMaJYRhXlDZYaV0QEwDLsr8C+EJvUTOeby0bq6g4CCGEEEIIIaR169YoKCgwWPbo0SPEx8fj7t27CkVFCCGEEHMcHS0fmyHmvVxopBkhRAw5R5rdhjIjzWzJJwAW6D3vDeCUmfckwPB72ytRHNqGuBcYhnmZZdlLZt7TV+/xPQDnJYiDEEIIIYQQojClK5WGDx+OkpISLF26VLfsxx9/RHx8PI4ePQo3NzfJtkXpGQkhhBDl0UgzQoiayNZoxrJsqFxl25ESAP8GoE3625dhmKksy/5u4j2j9B4/ALBfgjh2AkjXez4CwHBjKzMM0wBAW71F21iWfSpBHIQQQgghhBCCRYsW4dq1azh48KBu2fnz5zFkyBBs2LBB8YY9QgghhEhHykYzgHukGSGE8EVN7ApiS7s15ust8gcw19j6DMN0A6CfyP99nnOgmYvjCAzTKw5lGOZVE2+Zqf92AEViYyCEEEIIIYQQLScnJ2zduhW1a9c2WL5p0ybMnWv0lkkwGmlGCCGEKE/q9IxcI80ePXok6TYIIfaLGs2UtwqAfnL+EQzDjGPKdK9gGCYWwFq9Rb8BmGWsUIZhpjMMw+r9G2gmDv2GMAcAWxiGiShTpoZhmHkA3tRbvI5HKkdCCCGEEEIIEcTPzw+7du2Cp6enwfKsrCzs2rVLkm1QoxkhhBCiPCcnJ0nL4xpp9r///U/SbRBC7Bc1mimMZdn/oXQusyfPFzEAFgH4gmGYQoZhljAMcwzAIQB+2rcBGMWy7C8SxrELwAq9RSEALjIMs5dhmEUMw6wG8B2AyXrr3AKQIVUMhBBCCCGEEOWpKfVhw4YNsXnzZoOYWJZFv379UFJSomBkhBBCCJGKlOkZa9WqxTnSjBrNCCF8UaOZCrAsexzAQAD6R+8GAFJROodZC/3VAYxgWXaDDKGMBbBV77kjgC4AxgEYBCBY77XvAbRlWfZHGeIghBBCCCGEEABA165dMW/ePINlDx8+RPfu3XH//n1RZdNIM0IIIUR5Go1GsrJmzpwJNze3csvV1CmIEKJu1GimEs8bwV4FsA/AMyOrlQDoxLKsLHOIsSz7iGXZRADDAXxjZLUnADYCeIVl2ZtyxEEIIYQQQggh+iZOnIikpCSDZd999x3efPNNPH4seppnQgghhCjE0dERDMNI1qhVs2ZNaDQaNGnSRLesUqVK6NixoyTlE0Lsn7SzLMqAYZhqAJyFvo9l2dsyhCMrlmWvAujCMEwwgKYoTZHoBuAegHPPX+db1nQA0y2MowhAEcMwTQHUAxAE4G8A/wZwjGXZ/1pSLiGEEEIIIUT91NgTm2EYFBUV4caNGzh9+rRu+ZEjRzBmzBgsW7bMorhppBkhhBCiLEfH0uppqa8/VqxYgdTUVDx8+BBz5syBq6urpOUTQuyX6hrNGIZxQ2mqwsEAIgBYMhMkCxX+bXyxLPs9StMfKh3HGQBnlI6DEEIIIYQQQlxdXbFt2za88soruHv3rm75ihUrEBERgZEjRwoukxrNCCGEEGU5OVlS9WteZGQkzpwxrNasUaMGbt+2uXEWhBArU1V6RoZhIgFcBlAAIBKlI8wYC/8RQgghhBBCCBFIjSPNtAIDA7Fz585yc5WMHTsWBw4cUCgqQgghhFhK6kYzUx1iRo0aJem2CCH2STWNZgzDNAZwBEAdGG/0YvX+GXuNEEIIIYQQQoidioqKwvvvv2+w7OnTp0hISMA33xibmpkQQgghctGmWBTzXmt02vH29pZ9G4QQ26eKFIYMw1QCsAOAB/5p+Po/AIcA3ADw8PmyKShtUGMBzEfpPFtOAFoCiHm+fCuAT6wVOyGEEEIIIYQQ6+rVqxc+//xzzJ49W7fs119/Rffu3XHq1CnelWKUnpEQQghRljVHmhFCCB+qaDQDMApADZQ2ejEAFgHIZVn2Z/2VGIYZA8Dz+dM8lmXv6722AUAfAC0ADLVG0IQQQgghhBBClDFjxgx88cUX2L59u27ZtWvX0LdvX+zatQsajUbB6AghhBDCh7bRTM3poQkhFYta0jP20nucw7LshLINZs/9ofe4bNfBTJQ2ulUDkCJxfIQQQgghhBBSIdhKpZWDgwPWrl2LRo0aGSzfu3cvMjMzeZVBvdEJIYQQZYlJ7SiUrVzjEEKUpZZGsxf1HheYWO8Hvcd++i+wLHsbwDmUjlQbJF1ohFjP5MmTUbVqVaXDIIQQQgghxCZUqlQJO3fuhL+/v8HyBQsWYO3atQpFRQghhBC+aKQZIURtFG80YxjGAYZpIrlGmGl9q/e4Hsfr15//35BhmCpiYyPE2tLT0+Hj46N0GIQQQgghhNiM0NBQbNu2rdycKCkpKTh9+rTJ99JIM0IIIURZ1pzTjM77hBA+FG80Y1n2GYCHeov8jK0L4Ibe4wYcr+s3uDURExchSrDmkHRCCCGEEELsRcuWLVFYWGiw7PHjx4iPj8f333+vUFSEEEIIMUfqujBqGCOEiKV4o9lzt/Ue1zKx3gm9x404Xq+m9zhEVESEKMDR0ZFO7s9169YN7733ntJhEDvl6uqqdAiEmFSjRg2lQyCEVGC2mh5p6NChGDNmjMGy//znP+jRowf++usvzvfQtTchhBAinphrB2umZ7TVaxxC7MG1a9eUDoE3tTSaXdB73NLEescBPEHpvGWtGIbRjd9lGEYDoI3eupTjjtgcGmn2D4ZhMHToUMydO1fpUIgd6tmzp9IhEGJSVlaW0iEQQohNWrhwITp06GCw7OLFixg8eDA1kJnRvXt39O/fH5UrV1Y6FEIIIRWINdMzEkKUU79+faVD4E0tjWY79B4PNLYSy7J/Ajjy/GklAGl6Lw+G4UizP6QKjhBrcXV1pZN7GdQLSBk1a9ZUOgRZtW3bVukQCDGJjn2EEGIZR0dHfPDBB6hbt67B8g8++AA5OTnl1qdr73+EhIRg3bp1uH//vtKhEEIIqUC0HcitcQ9E531CCB9qaTTbA+Cn54/rMwzzpol18/UeL2AY5j2GYVYDKACgf+Q7JnGMRCWSkpKUDkEWEyZMoPSMHBwc1HKYEq5hw4ZKh2CxvLw8pUOQVeXKlZGSkqJ0GIQYRY1mRKtbt25Kh0AqIFs/Bvn6+mLXrl3w9vY2WD516lRs377dYBlde/9Do9EoHQIhhJAKSOqRZoQQIpYqaqNZlv0bwEyUpl1kALzLMIyvkXU/BnDl+VNHlI4wSwagf4QtZln2c/kiJkoKCgpSOgTJffbZZ1iwYIHSYaiS2ipt0tLSeDeGla2UsSUhIfY/LWRRURGuX7+udBiEcFLbsY8oZ/Xq1UqHQIhNql+/PjZv3lyuA1ZSUhKuXr2qe/7s2TNrh6Za7du3VzoEu+Hn56d0CIQQYjOsOdKM7rNIRZWRkYHTp08rHYbNUEWj2XPvAegM4BUAzWA6vWKy3uvahjbt4zUAhskUIyGyaNeuHZ24y3jxxReVDoGTl5cXzp07h6ZNm5pd15Z7LleU32O9evWUDqFCefvtt5UOgRCbU7VqVaVDIBWQvVwHdO7cuVzHtD///BPdu3fHvXv3ANj29ZrUaGQrIcTWDBw4ELm5uUqHQUTSjjST6vqDzu2ElDdnzhxEREQoHYZgHh4eimxXNY1mLMs+ZVn2E5ZlL7As+x3Lsk9MrHsVQDSATQCuATgHYAWAZizLDmJZ9ql1oiZEekJP7vZ6cztp0iQA6qu0CQ4Ohru7O1q1amV23UqVKlkhInmo7XOXmr3/fWo1ffp0pUOwGfQbJYQQaaSnp2PgwIEGy27duoU333wTjx8/poq15xwdHW06LTohtio0NJSu+0R4//33kZmZqXQYRCRrpmek8z4htmXixImKbNdmr4pZlv2aZdl+LMu+yLJsU5ZlU1mWpTGGxOa0adNG1PvttQd65cqVAair4tjT0xODBw8GwC+u6tWryx2SbOy90kT7+yLW99Zbbykdgk1Q07GP2C9b7txBCF8Mw2D58uVo1qyZwfJjx44hLS1N9vSMYq/1rcWWUsV37NhR6RDM4lMpO3XqVCtEQtRuwoQJuHHjBqWNJzqpqalKh2B12vSMUqGGMWGKioqUDoHYoKioKIvel5CQIGh9qY8PfNl3rSghKhcZGYl33nnHYJnQkztdDFjPyZMn4ebmBoD/526r6f/svdGsRYsWSoegWnKnUExPT0doaKis2yCkouKTOljfxo0bZYqEEHVxcXHBtm3bys3ZumrVKixZskShqNTlpZdeMvm6v7+/lSIx7e7du9i/f7/SYUhi5syZCA8PVzoMojCGYVC7dm2bvW8k0lu8eLHSIVhETKc/qdMzmmIrnRNnzJhhtW316tXLatsiypLy93/+/HlBddLu7u4AUK4eXK3su1aUEJW7cOECGjVqZLBMaCPYgAEDpAxJddRyQZOQkGDRTW2fPn1kiEZ+tpjnmK+RI0eq5nelRi+++CIiIyNlKz8gIACXL1/GgQMHZNuGPVCq4dpeRy9XFEIndn7ttdewfft2maIhtswez5MBAQHYtWuX7oZd66effpJ1u0r1jhXKHr9zaxA7D3NBQQFcXFx0zz/44AOxIRFCFDR27FjRZVgzVaGUtFNsWMJW/2YtKRqd9O//li5dKro8S7dNiFzi4uIAAEFBQVi1ahXv9yl1jUp7BbE59j6yys/PT9D6sbGxeO2112SKRnlSHhzFXIiVjYNvXGPHjlVNz1whbKWCxxJyzav15ptvylKutTk6Osreg9vb2xtt27aVdRu2ztoXhsXFxZg1axYuXbpk1e0S0zp37iz7NuLj42XfBiFq0bhxY6xdu9aq2xw5cqRVt2cpT09Pk6/b+z2YpT7//HPO5Xw/r9atW+Pbb7/FiRMn8L///Q+JiYlShkdsgNTXfHv37kVxcbGkZRL+ys6haanXX39dknKsSUyDobb+Qar9wZrnrB49epQbyS7Uvn37cPToUYwaNQorV65EamqqVe8HqdGMqBk1mhHCk733ghSaIoZhGOzcuRPXrl3Df/7zH7sbeSbl9y2kJ0NZTZo0seh9Pj4+uHLlisXbJdKqXbu2bI2YW7ZskaVca3NycrLJhl57wzAMOnXqxGtdX19f0dtLTk5GdnY2goKCRJdFpDFs2DCsW7cOgLLz3rRr1w47duxQbPuESO2NN96QrQMNl8DAQKttq6xly5ahVq1aZterVauW2VHmPXv2FLz98+fP22zWBWuqXr06mjVrBldXV9Fl2fpojYqI7/0u330pOjra7utM1Eyqz76goAC9evVCbGysJOVZQ5UqVQD8M5pECGumZ5Sah4dHuXlThZg8eTLatWuH5s2bY8mSJRgyZIhFn0NBQYHFMdji504so+R3PXjwYMW2bQnVNJoxDHNUwn9HlP57SMWk0WhEl/Hqq6/yXlebvoNhGNSvXx9Vq1bFlClTKnQ+9JkzZxp9LSkpCWFhYYLLrFy5sqjJeKWshF65cqVkZVVEo0ePlq1se7nQpMoW9SibvtcYZ2dnmSMh1nb27FmsWLFC14Ct1H6p0WiwcuVKQdcmRJi0tDSlQ6iQpk6dqpoR4tr5coW6ceOG2XVGjBiBrl27Gn09KSkJvXv3xr59+8pdx3zwwQe6nuc1atQQfC3s4OBg8QTxRJjWrVujS5cuiIqKwtatWyUtu127dpKWRyxHcw7ZhsqVK0tSTmBgIDZv3oxDhw7xWv/ixYvo16+fJNsWa968eYLfI3WjmTVHmrEsi+7du1v8/nnz5kmS6UfMyHZ7qcsg6tWyZUt06NDBovfSSDOgBYDmEvxr8fwfsVOW9FqxFiE78rhx4ziXCxkWnZCQUG5ZvXr18OWXX5p9b3Z2Nu/tKEnowdFco4i51DNaPXv2xMaNG5GTk4NLly6hUqVKouKSSmJiIrp16wYAaNFCnkMd33Qeubm5FpVPaWfUTa7K+datW8tSrrVYewQWwzC8b/YCAwMFj1Im6jVy5EiLRzdLKTU1FcePH0doaCilZZORteesAPh18rL3+Q0dHBxQXFyMxo0bc75ujcbMxYsX4+nTp/jrr78sen+dOnVEx7B27Vps2rQJdevWLfdaYmIizp49i02bNuHy5cvlroXNqegVcNY8bq6hUf3BAAAgAElEQVRZswZ79+7F+fPn0aNHD4vL4bqWsPdjgRpYc18ZMmQIfHx8rLY9fXzn/3v//fdljkRewcHBimz35ZdfxpgxYxTZdlkNGzYUnPLd1qeHkKIDfVnWPDbIUQcgZuQbsT+7d+82qO+2hftLNTWaiVWxr8orECVTnJgjZKe3pPdNWcZOonwa3tTSu9YcIRcKW7dulewmICcnB3369MGUKVNE56eWkqenJ/bs2QOWZXHs2DHOdSydkLxu3bo4fPgwkpOTja6TlpaGAwcO4OzZs8jMzLRoO1OnTkXdunUrfGWKFJKSksyuI7SjgdAbFr6pYubOnSuoXKXVrFkT27dvx/Dhw7Fx40acOXPG4PXt27fLun0ho2ILCwsxatQoGaORFx0L/vHs2TMUFBSU+0zatGkj63a5OpQUFhaqaoSZv78/Pv30U2RmZqJHjx7IyspSOiSb1KxZM9y+fRs3b940uV6XLl2sFJFyPDw8sHPnTs7XMjMz8fbbb0uyHWP3B2PGjLF4DhEXFxfR2+czIikqKgq9e/c2mwa4Y8eOgrZPqYClVbNmTUnKEZNZg0jDVGru4ODgch1v169fX249U2k+58yZY/V5HQGgfv36ZtOOL1q0CPv37xc0J5ja5mWdOHGiotuXIsWrVBo3bowJEybwXl/qRptq1apJWp6tsHT/1mg0GD58uO55dHR0uXWETgUjx5yu1rh+aNiwoezbUJJio7ZscN48NUV824J/PwJ4htIGM/b54yMAjlo5dmJF1tjBvb29MWPGDNnKHzFihOzptMxdlHp7e8u6fakI+b6lSoUAAA0aNJCsLGtbv3694JvnZs2a4fTp02ZHA2VnZ6Nt27Z45ZVXLI4vPDwcX3/9NZ49e2b3FyRyev3117Fo0SKz602aNIl3md7e3mjatCnv9Q8cOIANGzbwWldNle98sCyL+Ph4LF++HH369EFwcDAePHiA06dP4/79+7LepDdq1AjNmjUz2xEjOjoa77zzjuSfbUxMjKTlmcM37YylbKnB1tg5r3nz5rJuNyIiwuTrSt1cVatWDSzL4r///S9u3bqF9u3bIzc3Fzt27MDs2bMpZbEJy5cvR1FREWrXrm2wfMSIEQgKCkJYWJjJEeNy9JhWoxo1anB2ZFPzjT3DMNi4cSPv9bnOJfPmzcPrr78ueLvGcI16M7X+4sWLBW2bC1equnbt2sHLy0t02RVVRdnv1UZ/X1mxYgW6d++OFi1aGNzbRkZGIioqCpmZmYiPj0fdunUxb9489O3b12AupZ49e8LDw8PodUOVKlUk74ijn/0kICCAc52MjAyz1xLjxo0z2QDPZcGCBYLW5yJlp2x3d3fJyrIHQhrxpG40M1XfZQsjXCzFp1NtWdpMRoWFhdiyZQuKi4uxd+/ecuu9/vrrgrMNSZ1l6Pr16/j222/NzsMqxrZt22QruyIrew7gM+eusfdai2ruBliWDWVZNkzgv2AAlQFMQ2mDmQOAD1mWlbc7LrF7/fr1w+jRoxEeHi552Y6Ojpg6dark5ZaVl5eHqKgoVK9enfN1qQ46L7zwAu7evSv4fRMnTkRoaKjZimchcfJZV6oelGoeGdG4cWPeQ+GLi4vx66+/4ujRo/Dz85M5MiKlBQsWoHLlyrh37x5GjRqFlJQUXLt2rdx6TZs2xYMHDzBkyBCT5bm7u+Pdd9/V9V5fuHCh2Rhat26t6n1Bal5eXmjatKmuEkNIT39zcnNzsXTpUsybNw9Hjhwx+7mOHTsWZ86cwdixYyX/DvLy8iQtzxy5U3eq9TcqZI5Ftf4Nxqxdu1bX6GAs/R0f2r/b39+fsyJKyM1WRTN8+HCkpKTgvffe040kbNasmUHlRUZGBmfHh5deeslqcaoBV0cBISlyre3UqVOCG7zKmjx5suCGQSlTZ0kx1xnX/dTixYvxww8/iC6bLyVG7FQUahtBJCf9c3zNmjWxc+dOHDt2DHfv3sXixYsxZ84cHDx4EEBpuszt27fj66+/xuTJk8EwDPbt24f58+dj0aJF2LRpEwCU6zChr1KlSpg2bZpk8W/YsAG9evVCXFwc9u3bZ3Q9qY+pVapUkSRNrZSdt5S+XlNbhw8hn4f2HCPFZ9iqVSvRZQgh1/WCnL8nbd2Pj4+PrvOQg4MDEhISkJycbLTBk2sEmilSX1N6enqiVq1asqbzrFevnmxlq4HSxymt2NhYg070gwYNMrpuhW80sxTLsr+zLDsbwHCUjjibxzBMxRyHW0FIeUIyNlzY0dERvr6+OHv2rGTbAkp79548edIqQ4rDw8Nx/vx5fP/995yvGzvotG/fXvC2LPl7Zs+ejX//+99mU5xJ1WjWv39/AMKHlBtjrBedFp8GBznFxcXh559/RmJiIl544QXMmjWLcz0XFxf4+PjYXM/SWbNm4eHDh4LfJ3cF2JQpU2QtX5+2srhKlSpYsmQJioqKUL9+feTn58PBwQEajQZLliyBi4sLvLy8zI7I+PPPPw32j5SUFPTv39/kb10tF1xK0VZMCMV1s6HRaJCWlobJkyfr0swqVWHbrFkzrFu3rtxysSPaevbsafQ1oZNnC/ls1Pg7jYqKwqxZsww6K0gx8kIuQj7vadOmISkpCRcvXsSePXtw6tQpGSOTz+DBg1Uxt5xYbdq0wY0bN3Dp0iUcOXLEoLGfYRj07dsXN2/e1HUGcHNzw7Jly5QKVxHGft9Spfy2tBKTKw13nTp1BI0Il1JoaKjRing1HmflNHv2bOzevduiHv0VmZA5tamnf+l92pgxY5CRkWFy1IynpycmTZqEcePG8e7QJWVWnRo1amDz5s3YvXu30Y4ychwjioqKJCnHno5fasviIuSzlXKkmbnt2tN3bqmSkhLs3r0bJSUlFk/vYUukzEpFLFN2v2MYBsePH9d1Hl6xYoVCkRln841mWizLrgZwGIAbShvQCDFr5syZnI0o2tzLbm5ugsozVan08ssvY9myZbzS2gndriW4buCrVauGtm3bCipHTRccpmLR9qaTKmXC0KFDDXrf6I9KbNq0ablc7FKOSDFF/zPw8/PDBx98gK+++sroTaqtTribnZ0NDw8PpcMoJycnBwcOHMDOnTtx69Yti8oQmpakrPT0dPznP//BTz/9JGqeK09PT6xbt87svDcVWXx8PFavXi2o0iwtLQ27du0qt5zr/GFspLCx9aXElUqjYcOGSE9Pt7jMf/3rX0YblufMmaNrQJL6pkZN5yktlmXh7e2Ny5cvY/78+di2bZtqJm8XS3tsfumll9CtWzdR82ukpaVJFZZggYGBNp2qWV9AQAAaN25s9JwfFhaGK1euYMuWLbh8+bLVU7Qqjet4yjCM2RHafHGlEDJ1fNfiuma15Hgm1flCmxaSqwMFV1xKHHsZhrHKdrOysszOGavWkYpCSfV5zpkzx2gnPjm3awvU+rceO3YMd+7cEfxb5hrFxjCM5J00pRqN+OzZM0Hrl51XTg26du0KwLZHmmkbzdS6P9iboKAgxMXFITg4mPN1tX8PQuOztLMrkZevry8yMzORlpZmsuGcRppJYw1KR5sNVDgOYiP8/PywZs0afP7552jcuDEqV66MvLw81KhRQ3BZXPMh6Fu6dCnvsoqLizmX6w9tFjJBLhelT4J8t29sPa6UTMbWzczMRN26dXXPzY0S46NSpUo4ePAg4uPjMXz4cBw9ehQsy4JlWZw+fbpcqsPNmzeL3iYfQr9XoTcvUv9u1NBDt2xP8pCQEIOe1JUrV+as6NfPf6+//7dt2xbdu3e36MZw1KhRguYpMcbf3x/+/v6iywGkzy9vLWIru/lUEDAMg0GDBmHt2rXo0KEDr3KXLl3K+xg0bNgwq3Si4BpNY2zezfz8fPzf//2fRdthGAbZ2dmoVKmSbpl2hFnDhg1RUlKCvXv34vPPP7eofFsUEhKCSZMmmRyFpwZCjv1SVdjUqVNHlgnEhVD6WsmaqlevjoSEBLzwwgtKh2J1XH+zj48PvLy8JGlA5Loe4FPpKvb3J6bjjDHR0dE4deoUqlatarCca36x8ePHS759ffbSKCWHd955x+L3lk1rJqazjD5fX18AwPz58yUpj8ivRYsWRivUTTF27LGXzkFVqlQx+ppS1w3GrtvNkXtEp1LpGe2F2j4LNZ13hcQSFhaGdu3ayRiN/ZMqY5elwsLCFNmuvTWaff38/xoMw4QoGgmRjanUBJZ68cUXcenSJdy/f183yoyP4cOHo1q1aujZsydSUlKMrpeeni4orZWxyTKPHDmCBQsWYPny5Xjvvfd4l6dGphoU9Cu7jY0M4zpJGquoK7vumjVrdBdlZW/6hYiJicH27duxfPly3Y2gMXFxcUZHWGhTRypB6XnMUlNTJWvc4YPrd7N+/XqD56tXr8bKlStRr149hIWF4f333+fsnX/p0iXk5+dj27ZtmDRpkujYRo4ciSVLlqgudYCTkxNnZRigvt6MANCjRw/Ex8ebTf2qNly/zUqVKuHo0aPo3bu35NvT3lw7Ozvz7tShjdHcyFkvLy+jr7m5ueGTTz5B165dkZSUZJBaJygoCF26dEG1atJm2VbbDadcLl68qHQIAPh/3qGhoUZfO3DgAC5evGj23Cr3zbt2LjBi3wIDAw3mUZg0aZJuhGSnTp0k2cbJkyd19zDh4eHl7hsyMjJ4lSPkeKZtnJBjP1m5cqWuA8SwYcM4UztpK6i4ti/nvltRjvmmDBgwAB07drQoo8T8+fN1HcNGjBhhdv45/Y4wxri7u+s6yk2aNEk3PxcpZQu/WWMVzhEREeWWGWtUCg4ORl5eniz1OWIIPR5J8X1J/RlYekxt0aKF2VGzYig10sxcGVLPp6ymxiRAmqwdtnBc4uvEiROqrLdQirHfq7azIleWkJAQ8U0slv6mgoKCFOtgam+/Gv1v3vYnISDlzJ492+JeNHJYvnw5fvzxR2zbtg2+vr5GDz7jxo2T7OJq4sSJGD58uOi0elKdNIz9XVypaPTpN5otX77c4DX9XLbG4uRKo8D3M+7UqRMuXLiAjRs34urVq7zeI5ajoyNycnI4K1+Ki4uxdu1arFq1yiqx6GvZsqXVt6nP29sbly5dUjSGbt264YMPPkBqaiq2b9+O9u3bIzY2FtevX8fNmzfx2muvce7bAQEBSE9PR8+ePe3qopKLLU10v2PHDmzfvl30BL5y3EAPHTpU8PaaNGlicTqJ2NhYzkr/OnXq4Pz581i6dCnOnTsneEJnwHCkZVnmRtLFxMTgo48+wtq1ayUZ+WuOve+fhw4dwtOnT/Hyyy8rHQoAfp+3uWuYtm3bqqLBylqplctSqjdlRbZq1SocPnwYx48fNxgJwzezg7lRwTExMbh+/TpOnz6Ns2fPlqswNdZhzhxjDRqtWrXSxcQnFaRQr732Gu7cuYO7d+8anYNCrmOvvR/TgfKpuq9evYr169fj+PHj6Nu3r9n3+/r6Yv/+/fj7778Fb7tp06a4desWHj58iGXLloFhmHK/b+25OywsDKdPnzZZXnR0ND7++GODjpBt2rQRHJc9a9asmdIhmLV8+XJ06tQJ0dHR6NWrF3x9fRESEoJ3331XUDkTJkzAb7/9JlOUlhGanlHsMahRo0b48ssvdVlqyhLboVTIMZ9hGOzcudNkRyZrkXLaCHPf0QsvvKD4yBk5yZkppmbNmoLWN3aPGxoaKmruYL77YYMGDUzetxqj32nVw8PD7NQgX375peBtAMLm+pRbQUEBbt++jTt37nC+XnafmTNnjuQxcDXYnTlzRrFpZeyt0SzAyGNiB1auXImsrCzV9eLgQ+mbO67eXnLHJOTif+jQoZg3bx5ef/11rF+/3qAhx1haHGPzT/DVqFEj9OnTxyoVtvq44tZoNEhKSsLgwYNF53oX8hlER0eroseNqVEp1pKYmIjCwkKjufGtcdxR87HN2dnZbE9jYl7ZDgL65Pj+g4ODjTZKR0REIC0tDY0aNbKobFOpn9T2W1b6HCw3f39/2Y/lcnynUnwvavutSYUqlK2PYRi0bt0azZs3N1hes2ZNZGVlmXxvTEwMTpw4geTkZJPrVatWDU2bNuVsYOMarcNnHzHW4Up/3xg9erRBp0Op5mrz8fFBUFCQJGUJYW6/t4djfk5ODsLCwuDi4oKZM2ciIiIC/fr1Q/Pmza3y9zk5ORlUEK5Zs0bXiSAxMRE//vgj7t+/j2vXrnGOMtRKSUnBmTNnyqV8tNSrr76K3Nxc7Nu3z+r3cHJq2LCh0iGYVadOHezbtw9nzpzB5s2b8csvv+D27duIjY3l9X4175dSXkuY+jt//fVX3L17F+fOnTM4dpadmsOSzor6f4OQfYNhGDg4OKBFixaCt8m3fL6sPSWAsSlRLGGPnUS4ts2yLOrUqSNJ+XPnzlX1qONly5Zh5MiRSEhIwOHDh7Fx40Zd54/k5GQ8efIEeXl5SEpKwv79+y2eGqJr16745JNPpAxdlJCQEKMN91OnTtVNk9OkSRMMGzZM8u1zHY8tSRMsFWWa6uSjPzmOj9G1iE0KDw9XZLsNGjTAtWvXeK1r7IJL6klvhdqyZUu5ChhzKY+EqlWrFm7evKl7npycjIKCAs51Fy5caPBco9Fg8uTJnOvWrl0bAwYMKHfxKLbRjAD169dXOgSbYclIHFMGDx6M1atXG33d398f9+/fl3SbRBipKni0OnfubPJcIMUNu5eXF37//Xfd8169ehnMzyeWfoy21IhK5wZ1soXvRX8+VGtSaoQb4TZ79mxkZ2fjxx9/5JxTNz8/Hy+//DKKi4uxZs0aybbLtY+UXdaoUSMsW7YMqampRsvx9vbG4cOHkZ+fj+DgYMycOVOyGLXUdF2ulmOLmPN6kyZNDO6rlJaQkIDmzZvjwYMHqF+/PhiGMZv+KzQ01OgoREu9+OKLyMzMlLRMYh1q2S/lZurv9PHxKTeXNlA6VcO9e/dw7NgxdOvWDZ07dxa8XaGj5crik2bVEmpuNJPyNylXJ66nT59a9L7MzEyMHTtW4mikp4asEsb4+PiUq8+8ffs2/vjjD9SsWRMMwwia2sfZ2RmPHz82WBYZGYlXX30VLMvi9ddfx7Zt22StByo7LYkQ2gbTkpIS3Lt3D0FBQSazwAUFBeGHH36weHtqofwQg+cYhpkp4t9ChmFOAdBPcvmLUn8LkV7VqlVFDd0Vo7CwUPTB3JLhwFKKjY3F8OHDdc9nzJhhUYUMV2ox7eTpy5Yt040YSk5ONlmhqj9vBB98ewHZ+8U4nxEh1pwfrCLp1q2bQcM9nwonrhGe/fr1w/fff8/ZM1z/YnvdunUWRiofe9+/9Lm4uGD27NlW3WaHDh1El6HfE7xNmzbo2rWr6DKNMfV7UNPoH7kqAdTEGvtmRdr/9Q0cONCgk5E2179UjM37EhMTY9DgzdVQQ6zL1dWVs3Jgz549guYtNoarFy3X9/7KK68YPGcYBiNGjDBbfkxMDLZu3YpFixapupKKD+3xSE3nGlvTtGlTs6mmygoKCkKDBg0EpcO313OHUmmibFnjxo0lLY/vfLx8SJmS/aWXXhK8fY1Gg0mTJmHXrl0YPny4RfuN2OOh1B1EtYT8Ldr9yl6PG5b4v//7P6OvhYSEGDTC6tcvDBo0SFcf5+/vX25E0MqVK81u29hIM6nY4vdcuXJlhIaGWhR7bm5uuWWHDx/Wjfb88MMPcefOHck7zOTm5qJNmzaYNWuWLuWkmAZqd3d3hIaGlrsm1q87cXR0xLRp0yzehpqoptEMQDaALAv/jQNQ9ih/wipRE9mFhYVhzZo1io3Wio2Nxddff81r3by8vHLLxowZo4oTwvLly3Hp0iWUlJRYdABr0KABMjIyyh3s582bB6A09/7t27dx9+5dFBcXG/2bZ86cKXiUG1dZYuY0U5KlKWW8vb05R+6VzSMsJM2AJZ+XGj5jMXNVWXqh5+DggFOnTmH16tX46KOPeOWednZ2xuLFi3Vp02bNmoX169fzyjPfuXNn7N27FxkZGXj//fctillqFanS9syZM7LPKfTee+/pfhuvvfaaJDer8fHx+Prrr3Hu3Dl8+umnRlP2WWOCbTlpJ6NPSUnRLdNoNJzXCevWrVPFcUtOUkz2LSVrft5yVpozDANXV1ecO3cO6enpmD9/PhYtWiTpNrTzWumnBvbx8UGvXr2wZcsWxMbGonXr1tiyZYvBPFtEGVy/baka5t3c3DB37lzd81mzZsHT0xNLlizRLXN0dMSsWbMk2Z7UhO6Lcu27DMPY/TG/R48eossoKCjAhg0bDJapscNWWWK/2+nTp4uOQenOsEJ06dLF4PmYMWOstu23335b97h79+4m03gKFRgYaHJ0rVBSzWlWv359xMXFSRGSYJYeU7V/S//+/WVJgWbJSDNbv0+RkrF6j/j4eBw9ehRXrlxBfn4+Pv74YwwePFj3uqenJ06ePImSkhJ89dVXyM/PR1JSEoKCgjBgwACD+bqMsdZneOjQIatsR2lcn6d+JyaGYRAcHCx5x6bMzEwcPHgQ2dnZuntlOdL6Z2Rk4J133sGIESNw4sQJWebT5TvPsJTsrYuM9le4imXZLxSNhEjm6NGjiuYwBUrnIEhISMDWrVtNrjdkyBBMnDjRYJm2UUkNxPTwKikpgUajwcSJE/HkyROUlJQgOTnZIMWft7d3uYnNy5Kq8VPKNDCFhYVIS0vTPd+yZYvFcYnF9XddvnwZgYGBqFq1arnXRo4cievXr+Ps2bN444030L59e1njU/oC1M/Pz6ACyZoqVaokeJTkmDFjkJCQgGfPnpm9cCj73Xfp0gVdunTBrVu3BMcqh5ycHIN9Q02T1krNkl6i5pT9focOHYqWLVvil19+QdOmTSXbTo0aNVCjRg3JyrOEnA0Z1apVQ05ODoDSjipOTk64desW0tPT0b9/f/z0008G68fHxwuepN6WxMXFoVq1agbLlE7vqm3UNMfY+UTKOSbE0P6Oa9eujfz8fN3yunXr4saNG5Jua+XKlQgICMAvv/yCKVOmwNnZGZGRkQYVCVFRUXjllVdw79499OrVS9LtE37k7nX91ltvoXfv3mBZFqGhoQBKr/Pc3d1RUlKCvn376pYT9ZPrXNizZ09ERUXhwoUL0Gg0glOCJiYmokmTJoiKisK7776L/fv3IzY2Fn379pU0TrnvGSz5fMePHy+64UzpeyEh5s2bh3PnzuH+/fuoWbOm0ekQ5DB9+nS0b98eDx8+lCSbgr5hw4ZJnlqvZcuWOHbsGK/1ubb9zjvvYODAgYrNFy72eOPk5IQLFy4gPj4ep06dkigq5RrN7EViYiIGDBhQbvn27dt1j9PT0znf6+zsbJApx5K58ozJy8srV+9pjLnrlpYtWyIjIwPr1q3DSy+9hL1790oQIZGauTlsNRqNQUrQ3bt3Sx7D1KlTrX6fqLZGMzFHx2cArgAoAiBt8myiKtbOdaw1Z84cg0YzropsHx8ffPPNN0hISICzszPmz58PV1dXi7a3adMm9OnTR/dc6eGt2sYuJycnTJ06VdFYjDF2gWXuInLgwIH44osvcPToUXTp0sWgx7camKrA9/T0tPjEocQFKdf+yyeOZs2a4cCBA9BoNIodAyzFt0eqsV5Fakk/VKdOHezevRsrV65Ew4YNkZWVpXRIqmLJ/iRm1KTSTP29derUkTy1RFhYGC5fvgwXFxddCkovLy+D9DyVK1cu12hmLlZb9+GHH5ZbtmbNGnTr1s3se03Nq2ipxMREXqmEAegm0y6Lq3JATZYvX867YZCvypUrY/ny5WbXi42NBQBqNFOINY4lNWvWLLdN/d7jtqSiz2kmF0dHR5w4cQKHDx9GcHCw4BE82uMXwzAYPXo0Ro8eLUeYijUemFLRRrBERETgiy++wI0bNxAeHm62c6vUWrRoYfS1Jk2a4Pz587rnQn7HUn8HDg4OWLhwIWfWhz59+mDTpk1mt5+WlqboPaqfn5/oMqpWrYqMjAxJRrNqWZKe0RbJdb+u5By3pr678ePHo0aNGvj222/NzjOZmJiIcePGlevQpy1fo9Fgzpw5ugxKtnSMtWcDBgzQNbRa0nmci9jvtlatWpgxY4bBSGa5qelKJkzEv0AAbizLRrIsu5xVSw0jkYW7uztatWpl9e3Wrl0bDx48wJUrV/DHH38Y7clfu3ZtXLx4EadPnxYVZ/fu3ZGQkACNRoNmzZrxmq9ALlxzmfExadIkiSP5h9jJbvW5ubmhoKAAV69exbx582S94LU0PaOtateunS7XNsMw2Lx5s0XlxMfHw9XV1eYazEzRr/Q0NZGsmk5pcXFx2LFjB3Jzcy3uEECk0bZtW4vfa+lxRv+3aKoMrlTFUvDy8jJ581hYWGjwXMnOJidOSJ8lvOxcoQEBAZyfR6dOnTBr1ixERUVh1KhRnGWtWrVKdIqLyZMnIzc3F9euXcONGzdw/vx53sd4hmGMjhpWy3nQWBxt27Y1WRFI7BefkWZlU96VrWy1FjVcO5iae0xMfKYmnrclfHvpc3FxcUGnTp0kTXknNTnvAwH1nCvE6ty5s6zlV61aFc2bN7d6g5k5S5cu1TWSaDQaXh1HtKQ8vgUFBSE8PLzcfJFa48eP51WO0r/HGTNmWPQ+ueO2ZKRZRSP3sVJK2n2PYRgkJCQgIyPD7HucnJxw5syZcsvl+O1ZUkeozWBij/SzaQm1dOlSTJgwAX379sWxY8eMdnYUgs+x29zvwtrz8qqmKZ9lWXXknyI2YevWrXj77bfx6NEjTJ06FXPnzkVRURHc3d3x119/ybZdLy8v3j2oxXJ3d7d6mkBjByhzvUeMmTZtGhYsWCAmJKO4Tohyzt9jj6zxuSxduhSurq746KOPEBERgZYtW5ZbR+hE5PZiwYIF+PPPP3Hnzh289dZbCAgI4FxPigsUojyxN/jLli3Tzd8QGRmJ1157TYqwJBUQEIClS5ciIrp2NRAAACAASURBVCJCke23aNECOTk52LhxIxo3bmw0XYk1NGvWDH///Tf27NmDnj17SlJmYWEhYmJidOc/Y2lWNBoNsrOzdSlUuebDlGLkSteuXdG6dWuL39+iRQv4+vri119/FR2LHBo0aGD0tbIpMUnFwKfRLDExETdv3sRnn32G9u3bIyEhwVrhKUquRroJEyZg165dupSo0dHRunkcjW1Tzdf9NWvWxK1bt1CvXj3elfFSs8bnExgYKCqVqJubG+dy/diVahiW8vNzcnKSraOR2kVHR+PUqVM4fPgwWrVqVW6UV1JSkmzz7DVv3hwnTpxAvXr1sGTJEpOjIrl+Z2oZRdm7d2988803GDlyJGrXrq10OJyo0cy83NxcpUPgJOWxruwoerkIjVmbwcHepKWlISgoSFSDbKVKlRQ5P6mh05c+1TSaESJE1apVsWzZMt3zFStWIDs7G+7u7vD391cwMvtUq1Yti94n1eTofFmanpFIZ+DAgTh9+jRu3bqFiRMn6tLPmerl4uDggOLiYgwbNgyPHz+WNT41/RZCQkJ45Xo21phWEWk0Gjx9+lTSMr29vfHgwQNJy5TDiBEjEBkZiR9//BGdOnVS/Iad63i7fft2xMTEKBBNKQcHB0yZMgVTpkwxWK5UBaqjoyPi4+Ph5+eHX375RXR50dHROHr0KD755BO0bNmS9xyWLi4uePTokejtS02j0WD+/PlISUlROhROiYmJSodAVIZPo5mjo6NBo7W1xMXFYc+ePbrnSqd1N4fvcZlhGHz88cd4++234eTkhFmzZklSrjVwXXOWlJTgzp07CA0NVaxTlDWuhfmMPjBl48aNnMvV8P1KEcPHH3+Ms2fPolu3boqOFszIyMDcuXMV236TJk3QpEkTztemTZuGI0eO4Pbt2+VeE/sdHD9+nPe6XPP4+Pr6itq+FFxcXGQZySz1PmZJesaKlEbV19fXptNS8sX1fVSpUkXyMoWu5+DgIOk5sX///li/fr3gOKSmP32BMStXrjTIKCbXYAd9UnwGiYmJVu10pI4uEoRIICQkRNfzkKiXnCcLW7g40s4NZ4w1G3Xk+LzCw8Nx7do1/PXXX5g5cybv9yUnJ+PevXv4/vvvJY/JHiQlJclavhQ5quUSGRmJjh07IiIiolzaKylYq1EyJCREdBnR0dHo0aOHKlJjWvt4K+bYqMZzA9eoWz6aN2+OGTNm8G4wkwrX56+Gz1Wuc+a+fftEV2L06NFDUMUcUT8+jWZKmT17ti51fO/evUWl8JVa1apVyy0T8rnVrl0b69evx/vvv4/g4GCz66vh2GSMp6cnGjZsSFkETBg9ejS6du3K+VqdOnV0j7kqXLUp4dWuc+fOmDZtWrm0y9aWlZWFkSNHok2bNkZH9ymlTp06KCkpwdWrV8u9Zs06n+rVq6N79+6653369IGXl1e59dR0XcwVi7HGWUrPSIwR+9vQz4ri4OBgkIo2LCxM9JQ7arn+0peXl2d03mG54nVycjI4fvO9/ktMTESPHj3g5OSE9u3bq6Y+yNzvrnr16pg2bRoYhrFKqkZqNCN254UXXjB4/umnn2LChAnIysoyqAARUqFfkch9Efrqq69KUg7XjVL16tUlKVtOZXMm9+/fX6FILCPnhbW3t7fRSYzVeFFkTfn5+QYXQ1KmcYiJicHUqVMlK09qtWrVwv79+3H16lWjF6FaL7/8ssnX69ata/BcqrR5fFhzwlpz5NqP1bqf8rn4llOHDh3KLbM07bGaSPF9iy3DXEcUSyxZsgQdO3YUXY6HhwevCn5iO9TcaPbSSy/hxo0bePDgATZu3CjLvmGKqYb1zMxMg89OraNLiXT47Bdcc2YfO3YM7777rm7eujFjxuhe8/Dw0KWpBsrPYzp9+nSjPfwtpd9Ip2XqmmL69Olo166dpDHIqVKlSigoKMDBgwfRr18/pcMpx8vLCxEREQZpbt3c3Kxeufvhhx9i7dq1WL9+Pe+Ukb179zZ4Pn/+fDlC48S1/509e1b0XLaWsKTRTM0dHyo6vtc8oaGh5epbN23ahAkTJmDEiBE4dOiQbN9zeHi4wfORI0fKsh0uAQEB2Lx5s1Uzwnh4eGDr1q2IjIxE+/btDTKymeLp6YkdO3bg8ePH+PTTT21qAMqMGTPwxx9/4OLFi7JvixrNiN1ZsmSJrpdZRkYG2rdvj7y8PMyePRsXL17E2LFjUVBQgKysLIUjVaekpCSDOabi4+NFlTdv3jzd4+bNm0uWN9jHx8fggjkpKUn0EG9riIyMxMSJE+Hm5oZGjRqVS99Tv359q8ViyYWK3Oko6CKZm7+/P86fP49JkyahqKgIb731lmRlnzx5EmFhYZKVJzdjldk+Pj5YsmSJyfdOnTpVV5kREhIiaecJrt9ueno6unXrho8++kiSkWZK079RsnblcdkOMUKYO67ExcXJOkdcTk4OXFxcdM9nzpypurSr5jq0KJmuxxRLR+wZM2DAAIwaNYrORYSTmhvNAMDZ2RleXl6q+f1q4wgKCsL27dsRGxuLgQMHYu7cubw/N0v+Fr7vMZZC89ChQ4K3aUvU8vsYNWqU2XUWLFiA3NxcpKam4uzZswap/1u0aIG5c+eiUaNGSE5Oxrhx49CtWzds3rwZKSkpWLNmjW70JVCaikoooRVyb7/9Nj777DPB21EDtfwuuBQWFmLw4MGIi4vDZ599ZvX5sJ2cnJCUlIR+/foZ7ZBQ9pg2ffp03e+vSZMmnI3E1uTu7o4333zT6ttVKj2jtanpWkAqfL8H/fo+4J+5XRs3bmyw3MfHB3l5eVi2bJkkc5wZi6+wsFA3GjQyMhLJycmit6VmLMuiW7duuHDhAj799FNR98xqMGPGDIPncXFxnOt5eHhYJfsONZoRu9OxY0f8+OOP+OOPPzBnzhyD1yIiIvDOO+9g5MiRis8Ho1Zubm747LPPEBcXh4EDB6KoqEhUeZMnT8bRo0exbds2HDx4ULKLIIZhsHLlSuzZswe7du1CcXGx0XXVdBHDMAwWLFiAv/76C1euXNHN+aW1fPlyg+fvvvuuNcMzy1y6qk6dOokqX9uzVA4Mw2DAgAGylS+3hg0b6ub/qcjHr7lz5yIwMBAA0KpVK/z222+4fPkyvv76azRv3txg3XHjxukeh4aGom/fvvjkk09w9+5dXL9+vVxPNDEmT55s8Lx169bIz8/Hnj17jKYZsmVcv0Epb3LLzrGxcOFCycouy9HRETt37sRPP/1kdB4VrfT0dMHl165dG+fOncOsWbOwZ88eq4/s5HMOzMjIMKiEWrRokaQxaPdZLe2oUbG/GScnJ155+5XAMIzqGkeJOLZYkWct5o4zPXr0wKFDh/D+++8bzSrANbeSqc/ckuv7d999F1FRURg0aBAmTpxY7vXWrVvbRCc8e8Dnc3Z2dkZmZiYKCwvRsGFDg9ccHBzw1ltv4cqVKyguLoa3tzeA0vNLUVERBgwYgMuXL6O4uBhHjx7FkCFDBMfIlfrJXo8Dav67/P39sWrVKuzevRvNmjUzut7s2bNFbWfSpEkGz1evXm1xWfXq1cOXX36Jb7/9FidOnJC846nQ9Ix811Xyd0DpGW1TSkqKLtVszZo1MXPmTEV/Ry1btsRXX32Fs2fP4uTJk1ZvZDdGis+kVq1aEkRiHVwdhvlkQUhJSdFlDwoMDCxXp29tss04yDDMTbnK5oFlWba2gtsnClPDfC+27NVXX8Xu3bslK0/qnuBaDg4O6NatmyxlK6V58+YoLi7Ghx9+iOjoaIM0JFKTosGguLgYQ4cOxZMnT9C/f3/RZTo4OGD+/PnlGiDEcnZ2Rk5ODlWEyKRu3bq4ceOGLGWXvcB8+eWX8dVXX+H+/fuoUaMGNBoNXnrpJc73Lly4EBEREbh37x6GDBmiu1DjmtRbrNatW6NPnz7YtGkTqlWrZtU0LEoIDAxEaGgovvvuOwClqX2jo6MlK3/8+PF4/Pgxrl69iqSkJFHHFj43KdoGDnNzesyfP9+iBqWIiAhEREQIfp+1VKlSBRcuXMCGDRtQv3599OnTR9Lyi4uL0bVrVzx9+hReXl7lehGK0aNHD6umXhHC1dUV8+bNk3R0MFGO2kea2RKuz1KqtHamjvmjR4/G6NGjTb5XqtSWav1tGGu0tEe+vr6SjzJQc+NSRTdhwgT89ttvuHLlCrp27Ypq1aqVu57RT/VY1pgxY3DgwAFcvHgRXbt2NbluWVy/Cw8PD1VVcivx27VkpBlRB77XPL6+vjh58iS+//57BAQEyNpINWLECN3jTp064fTp05zrVatWDdWqVTNbnjX3CTHXBI6Ojjh58iTq16/POaeiGjVu3BhNmjTB+fPnAZQee/l0kPf19cWpU6dw8+ZNBAUF6TrEKEXOo1IoABaAElcV6rxCJYRIRq03omIxDIPk5GRZhpG/9dZbuuHzvr6+GDZsmOgyk5OTERsbiz/++MPoBMNCTZo0SdJGsyVLlvBKAUMst2bNGpM9P8Xgupj19PTkNfGrg4MDBg8eLEdYnNvasGEDlixZAnd3d9VNqC41hmGwYsUKDBs2DH///TcKCgokvdl1cnKSbESWlDdE9nxDX69ePdnme+3YsSPOnDmDS5cuoX379ggNDZWsbKHXA3PmzLHKnHLa393kyZORkJCAZ8+ecc6PQ2wHNZpJh+tzk+r4KvaYX69ePYSEhODOnTuiygkKCsI333wjqgwpdOnSBR9//DGA0g4u3bt3l32bttSwNGvWLEHXGwzD0H6vUq6urliwYIHBsrKNZvopPssKDg7GuXPn8OTJEzg5OdnU75gPJX63lsxpRvuXOgj57pydnWVtIE5PT0dAQIBBxo+xY8di6dKluH//PgCYzDxljFy/NamPHZUrV8Yrr7wiaZnW8Nlnn2H58uVwc3PD8OHDeb/PxcUFDRo0kDEy/uS+87fkl6L/q+XzfqHrE0JIhZSTk4OaNWvizp07SElJgbu7uyTlSpGT2hy6eJbG2LFjsXjxYt1zqeZxiomJkaSCydYxDGMTk+hK1aDXsWNH3UgzNROTpoZIJyoqSpe+RW4ZGRn466+/cPDgQTg4OKB69eqoWbMmYmNjER4ebrTRTMpzjX5PW6nnjTRXyStnquOKjBrNjOP6HIQeT6U4/kpVxtq1azF69Gh8/vnnFpdTVFSEtm3b6p6XnffFWtasWYPMzEw8ePAA2dnZVkmBxme/kOI3I4WXX35ZcMOZPaoo1z/m/k4HBwebOIdKde6R+3u3pNHMFlWUawFTjc5yys/PL7fM19cXV69exY4dO1CvXj2D860QFeW7U4K3t7fNZ9uQs9FsjQXvaQVAe1dZAuAXHu8JAVALpY1nDwBctmC7hBDY1sWyLcWqFhqNRtZ0j0T9Jk+ejJ07d+K7775D1apVJc0RbasXnJMnTzaYnLvsvGj2oGxj6ZIlSywqx1a/Y3ONhLb6dxHj4uLijO7Ljx49El0+1zVI3759DebEmzJliujtGDNs2DB89NFHOH36NJo3b47mzZsbpITdvHmzbNuuyKjRzPpMXe9zjdysUaOGJNuNjY1FSUmJqPuN1q1bY+HChdiyZQuaNGmiWNaDKlWqYOXKlYpsWyil9qfs7GxUrVrVoCd8z549FYlFKXRvzV+bNm0Mnru4uNjEfNN805Vbe5ta9pzNQYycnBxkZWXpnlvzGq9ly5Y4duwYgNK5BTt06GC1bfMRGBhoM/Vbch1j6TpUXrIdlViWHSRkfYZhwgH0QmnjVz7LspPMvEX7PicAcwCMB1AJwDyWZfcJDJcQAvs94AYEBCgdAiGqEBQUhCtXruCLL75AnTp1JJ3jTa6eZ3LfxPfp0werV6/GyZMn4e/vb9F8VWo3efJkfP755ygpKcGgQYNkS6WpVm+++SZSU1Px559/ml3XHs+D9vg36RN6jHBxcUFhYSHGjBmDJ0+eSBbH3Llz8fPPP+PWrVuYMGECr8r7pk2bWrStqlWr4sSJE/jf//4HNzc3/P777/j3v/+NU6dOIT4+3u7me1ULajQzjmuEgBTzmsTExBh9zcPDA7m5uZgyZQoYhsHcuXNVlRrZwcEB48ePx/jx45UORZXUNr9Sv379sGHDBhw9ehQhISGYNWuWoDK4RkLYkorSaCbFMdvPzw+5ubnIysqCq6srVq9eXWE+P6GUGmlm7XPz2LFjZSt7+PDhOHbsGE6dOoUePXpYJcWu1tq1azFx4kQ8fPgQs2fPtkrD5po1awymKrEk7aLS6HhgP9TUlF8AwBXAEb4NZgDAsuzfACYyDOMOYASA9QzD1GNZ9meZ4iSEqEBERITR17Q3PUBpbnMp5u4iynJxcVE6BLvh5eVlshLKUsuWLSvX89Ic/X0VKL1Z+vvvvw3Wkfvi3N3dHUeOHME333yDgIAA+Pr6yro9JQQFBeGzzz5TOgzFuLm5YdOmTcjKyoK3tzeOHz+udEhEYampqejbty98fHwkKzMkJAT79pnut7d06VKMHDkSQOnxzlilLB8ODg66RgkfHx9s2bLF4rIIP9RoZpyfn5/BhO+hoaGIjIwUXI7+nIMRERFm00hnZmaif//+AEr3QbGoost6lNh3TG3Tw8MDBw8exA8//AA/Pz+jjb7GfiP6c+3YIldXV6VDsCmZmZlITU2FRqPhNc+y1Ow5PaOtHYf79+8va6aSypUr6+altLbQ0FB8+OGHVt1mr169cPXqVXz66ado164devfubdXtS4Fr/7SV+dOIIVWMIWYYpilKUzOyAOabWd2YtwD8BsAXwDSJQiOEqMTs2bN1j52cnEzmnS8oKEBaWhp69uyJQ4cOKZZ7mViuXbt2usdOTk4YNEjQ4GUDVKFlHS1btkRmZqagSqusrCy88MILAICUlBTOG45p0+Q/pTs6OqJ+/fp22WAmJVvel1577TVcvXpVl2JEX3BwsAIREUCaGz2uThV8zvve3t7llsn9G09NTcWaNWswYcIEnDp1SvK5zoi8qGLCtK1btyIxMRE9e/bERx99ZPLzMravZWRkYP/+/Vi7di1OnTrFK+VZSEiIJA1mRHlKjz7TaDQICQmRZJSkrSk7IrJHjx4KRSIvKX9jPj4+ijSY2ZKKkJ5x3bp1dH0gIRcXF+Tl5eHKlSvIz8+XtfO0PXxvtnx/bgvUclRK0Ht8zpICWJb9g2GYzwC8CWAgwzATn49CI4TwpOaTRkZGBry8vHD9+nUMGjQIgYGBRtf18fHB0qVLrRgdkdqSJUuQkpKC+/fvY8aMGZyVm0RdNBoNcnNzkZubi27dumHv3r1m39OgQQNcv34dQOnxh2sCX22jGiFSGTp0qG5+F1dXV93IH0Dd50HCzd/fH9HR0Th79iwAoG7dumjUqJHCUXFjGAYDBgxQOgxiIRppZlpoaCg++OAD0eV07NhRdBlDhgzBqlWrRJdDrEvu/UmKfdherxOCg4NRUFCAOXPmoHr16pg7d67SIREFKDmnman0jJGRkbh48aIUIRGiCHs9d9g7tTSa6deSiZlc4Pvn/1dC6ci1AyLKIoSoiEajwejRo5UOg1hJgwYNKIWaDatXrx6vRjOALiCJ9S1atAje3t64e/cu0tPT4eXlxet9rVu3ljkyeVSESv1t27Zh6tSp+PvvvzFjxgw6rhCrqQj7l7VIud+uWLECTk5OWL58uW4Zn3kGCTHHns8vI0eONOhIROyfmtIzakeacZ1XL1y4IKgsOjcTPliWleW3Ys3zRL169ay2rYpIFekZAejnU6gvopwqeo9riyiHEEIIIRbKyMgw6C2onZ+EEDWoVKkS8vLysGnTJkRHR/N+X15enoxRVUxSjSStXr06Vq9ejXXr1qFWrVqSlElIWTTSzHZoNBoUFhaiX79+AABPT0+sWLFC4aiIOXJXNEqxv9pzo1lFUBGO2Wr6jfKNRaPRqCpuQtTqnXfeMXheUFCgUCQVg1oazdxROp8ZYJiqkTeGYRwAtNdb5Cc2KEIqGpoAmNgaPnNQUe8b66tatSqOHz+OQYMGIScnBzNmzOD1vopwI2tL3NzcDJ4nJFh0iWYX9u/fjyZNmigdht1p0aIFGjdurHs+YsQIBaOhYxAxjRrNbAvDMFi3bh1u3bqFW7duoXPnzkqHRMxQYn8yV1GfnJxs8JxPBxoxczETwoepfUXMfqRUw5Wp1IyE2AM+8y0bo79fjhw5ErNmzUJ8fDw2btwoqAMoEU4tjWb/fv4/AyCVYRhLJiIYByBA7/k90VERYufeeustg+dFRUUKRUKIZdauXWvwPD8/3yCtSIMGDdChQwdrh0UAREdHY/Xq1ZgyZQrdCNmo9evXw9nZGQDQqlUrxMXFKRyR/KKiosot27lzpyRz7JDyGIbB0aNHsXjxYhQXF1NvSaJq1GhmexiGQY0aNXh1stKuT+yXJftwZmamrgNer169eDW+TpkyhebkVSnax63r2bNnvNaje0WiBIZhrPbb69u3r0GHVEvvLR0dHZGdnY3t27ejT58+UoVHjFDLnGb7ADRE6WgzVwCfMAzTgWXZEj5vZhhmGIC5z9/PPP+f5jMjxIz09HRcvnwZly9fRt++fW12vhZScXXu3BlTp07Fjh07EBMTg2HDhsHV1RVRUVH49ddfMXjwYLo5IsRCr7/+Or766iv89NNPaNKkCRwc1NLXSj7BwcFITU3FsmXLAJT2KO/evbvCUdk3T09PjBkzRukwBKHzSsVEjWbSUevn5uPjo3QIdqFBgwYWvU+Nx9Z69erhiy++wN9//w0XFxdeMdapUwclJSV4+PAhKleubIUoib1zdnbG48ePdc87depkdF01zf315MkTXutp5zMD1Hcc6NmzJ7Zv3650GEQmQ4cORXZ2Np4+fQoAaNOmjSzb8fDwwLZt2zB9+nT4+flRR0EboZbaj4UAfn/+mAVQFcAFhmHeZRjmRa43MAzjyDBMHMMwhwEswz8NgCyA9SzL3pI5ZkJsXkBAAPbt24effvoJ+fn5BhcrhNgCR0dHzJw5E1evXsWKFSvg4eEBjUaDQYMGYfz48VT5YWPUWolWkYWGhuLVV1+tUOeHwsJCXLlyBV999RUmTJigdDii0X5FiDSo0UxeSlSUpqWlGTzPycmxqJyyKfzmzJljcUy2aOzYsbrH4eHhqs3yYOn+qtFo4OrqqvuN8inH2dkZfn40YwiRxubNm3WPnZycbGaeXb6NZmoeada8eXOLz0/mUrurrYGwIvL398eyZctQrVo1REREID8/X7Ztde7cGadPn8bevXtpDmYboYoaEJZlf2QYpheA3QA0KG34cgQwEsBIhmHuArgB4L8AnAAEAmgEQDu2UTu6jAFw9vn7CCGEEEIIEaxRI0syhRNbRw0gxBSNRgMPDw/8+eefumVy9Ui2dxqNptwyJUYzT58+Hffu3cPXX3+NtLQ01K9f36JysrOzcezYMdy8eRNRUVEYNmyYxJGqW35+PqKjo/HLL79gwIABvCqCuTrjqLninNgHtTbomtOzZ098/PHHOHv2LOLi4tCwYUNJyi27r0rdiGPJSDM1YhjGomvEmJgYnD9/3ujrdN2pDikpKUhJSZGsPGoMtR+qOTKxLLufYZj2ADYCCEJpIxhQ2hAWDKB6mbdof4X6660BMIJl2Ucyh0sIIYQQQkiF4O3tXW5Z3bp1FYhEHWgUc8XEMAxWrlyJwYMH49GjR8jJyaGRJBaqXbs2atSogdu3bwMoTY1raUo/MapUqYKtW7eKLkebju/evXsICgrSzQdaUTg4OKBv376C3hMQEIAGDRrg2rVrAIDq1aubHZUhllQVmVQhajuKiop0jdgRERF48803FY7Icp07d+Y1p97s2bMN1nvjjTeMritlo01mZma5ZUqNNJPy7xKzv9OxQt2o0ZKYo5b0jAAAlmWPAngRwCwAv+GfhjFTGACHAXRiWXYQNZgRQgghtokuXAlRJ1dXV0ycOFH3PDk5GUFBQQpGJA++Fd1ZWVkGzwcOHChDNESNevfujf/+97/49ddfkZGRoXQ4NothGKxZswbh4eF48cUXsXbtWpufN9Pd3R2hoaEVrsFMjA0bNqBVq1aIiYnB1q1bbeY3QNertiMlJQVnz57Ftm3bcObMGdWPaJJCu3bt0Lt3bwD4//buPd7yqX78+Os9c8yMmcmgUeQ2CLkkMkpmSJFLfCPfROQrDFF9S0SKpPimcv2VynVCiEJ9K76lknvKiFQSuYsIuTPDzPv3x97HfM6ec9n7nL3PZ5+zX8/HYz9mrbXXWvt9zuzZ89n7vddarLLKKhx11FEte6xTTjmFI488kjPOOINjjjlmkfsHkzRrx39fJr+kztR2/2Nk5tPAFyPif4BtgK2B6cAqwBTgeeBRKts1XglckZm3lxSuJEmSNOodd9xx7LDDDrz88stsvvnmZYfTFLvssgsXXXTRq/UjjjiirnErrbQS5557LieffDLTpk3ruPOLOt2kSZPKDmFU2HzzzfnTn/5Udhgq0QYbbMDVV19ddhga5TbaaCM22mijssMYNl1dXVxwwQWceeaZjB8/vqWJwhVWWIGPf7zv03FG0/aMI2le1Wek/L36PClP274yZeY84CfVmyRJkqQGNfMbuzNnzmzaXO3gmGOO4YEHHuC+++7j4IMPZrXVVqt77B577MEee+zRwugkSc00YcKERdre+ta3lhCJ1FoRscgXPOr54L3RD+cXLFjQ7/31Js2k0aQdV0tqcNo2aSZJkjqLF5iShtMb3/hGbrjhhrLDkCQNg7Fjx3LiiSdy8MEHk5kceOCBLLfccmWHJQ2LMt5n1Zs0e/nll18tt+OqmlbF5Htfqb2NjE2jJUmSJDXsXe96V9khSJLUFj796U9z1113cfvtt3PSSScNao5230pOGqz58+c31H+gpE+9SbN2X5HWjok8tS+fL6OHSTNJkiRplDrxxBMZM2bhJf+FF15YYjSSJJVrtdVWY6211hr0+Asuyoe+ygAAIABJREFUuKBH/cgjjxxqSFLL1fNBfqPJq2Ztz9hosm4gzV7BNdgkiMkTaWRradIsIjYr3lr5WJKk5jr99NN71M8666ySIlGncIuK0WvJJZcsO4SOtd5663HNNddwyCGHcPHFF7PLLruUHZIkSSPWdtttx5577snkyZN597vfzcc+9rGyQ5IGVM/7rOI2ic0wWlaatYpJNam9tXpd+VVA9ytz9vd4EdHMrxZkZrpmXpKGYLfdduO3v/0tv/rVr9hyyy3Zddddyw5Jo9xiiy1Wdghqku985zsccMABr9bPO++8EqPRjBkzmDFjRtlhSJI04k2YMIGzzz6bs88+e8C+Y8aMGXA1jtQu5s2b11D/gRJx9SbhikmzdvwSpcktNcLny+gxXNszRvU2UJ9i36HeJElDMGnSJGbPns0DDzzA7NmzmThxYtkhaZT72te+1qO+9957lxSJhmrvvffmsMMOY9NNN+XrX/862267bdkhNc0JJ5xQdgiSJGkEuOiii3rUTz755JIiUaer54P8RleaNWt7xrJWmtW+9+xNRJgEUUPaZXtQDV27rcbymVAVEWMy068kSZI6xvTp0/nsZz/Lqaeeypprrsnhhx9edkgapHHjxnHssceWHUZLfPSjH+XOO+/ktNNOKzsUSZLUxt73vvdx0EEH8dOf/pQZM2awzz77lB2SOtSkSZMWaSueeQuNJ80GSg60e9LsoIMO4uWXX+aPf/wjW2+9NbNmzRrWx2/HVXVqPyuuuGLZIXSsVifNHmDh9owD+VIrA2l3EdEF/BfwAWBDYGpELAAeAq4FTs3MG1r02AGMH+TwzMy5zYxHktSZIoKvfvWrfPWrXy07FKlPkyZN4tRTT+XMM89s+sHlkiRp9Bg3bhwnnHCCq9RVupkzZ7LccsvxyCOPAPC2t71tkURaOyTNhnNVTVdX16tf0nzsscf67OdKHzViqM+XY445hiOOOOLV+je/+c2hhqRBamnSLDOnNdC3Y5NmEbEG8GNgrZq7xgDTqrc9IuJMYP/MbPYnNCsD9w5y7KPAsk2MRZIkSZIkSVITjBkzhssuu4zDDz+cCRMmcPzxxy/Sp9lnmtWbNGuHL6H1l+gYShJk7733Zvbs2U2fV0PXrr//gw46iCeeeIJbb72V3XffnenTp5cdUsdqt+0ZO05ErEplJdnr6ug+C5gYEXu4daMkSZIkScNnxx13LDsESRqUDTbYgMsvv7zP+3tbafbnP/+Zddddt9f+AyXNttlmGy655JIB42r29oztdKbU4YcfztVXX83dd9/dxIg0mi2++OKceOKJZYchKiuZVJLqlowX0TNhNhvYAFgceC2wHfC7wv27AUcgSZIkSZKGzdFHH112CJLUEr0lzdZZZx3OP//8XvsPlJz68Ic/zKqrrvpqfYkllmD//fdveJ7h0FdibOWVVx7SnKuuuiq33XYb99xzz6DnUWu06nnXrivY1DiTZuXaDyius/xiZu6Tmbdm5kuZ+WRmXg7MBH5V6HdoRCzXwrjelZlR582tGSVJkiRJo0rtB8Vz5szpc8WFJI10fZ1pNnbs2F7bB0o6TJgwgT/84Q+cf/753HDDDTz99NN85zvfGXKcw2mHHXaoOwny9re/vUf9gAMOAGDixImsssoqi/Rvh2ShpL61zfaMETE+M+fW2fctwAFUVmRNAO4HrgTOysxnWxdl80TEWODzhaYbgGN665uZr0TEPsDfgcWAScChwKdbHackSZIkSZ1mt912Y8KECcyZM4cdd9yRDTfcsOyQJKllmn2mGcCUKVPYbbfdmjrncBo7dmzdSbPjjz+eD3zgAzz66KMceuihrLHGGi2OTu2o3Z7DGry2SZoBv4qIdYG/ArMz88zeOkXEl6kkm4qvWutS2cbw8IjYMTOvb3m0Q7cNsHyhfnx/55Rl5gMRcQGwZ7Vp54g4KP3XKEmSJElS0+20007stNNOZYchSS335je/uaH+7fpxZFlxzZw5k4ceeoj58+czfvz4Afu7jZ/U3tpie8aI2BCYAUwB3gbc3Ee/o6ic59UddxRuUDkD7IqIGAnp/O0L5X8DP61jzHcL5eWBt/fVUZIkSZIkSZIGstNOO/U4w+vQQw/tt/+CBX1+73/Qykok9fe4jcTU1dVVV8JM5WvVc81k6OjRFkkz4APVPxO4LjNvqe1Q3ZLxiGqfpJIo+zXwdeB/C+MXB05sdcBNMKNQvj4zX6ljzE1Asd8mzQ1JkiRJ9WjXb9dKkiRJjerq6uKmm27iuOOO49xzz+XYY48Fmp8E6J632+zZs5s6f7OZBJE6U7tszzizUP5BH32KK8wSODIzXz0DLCL2BU6rVreOiNdm5hNNj7QJovKKu3qh6aZ6xmXmCxHxV6B7zfT6zY5NkiRJkiRJUmdZZpll+MxnPlNX38F+gWzWrFlceeWVXHPNNWy33XbsvPPOg5qnmQaTGFt66aVbEImkdtEuK83eVCj/vvbOiJhI5cyy7lfku4oJs6ozgfuq5THAZk2OsZlWBCYU6vc2MPbhQnnd5oQjSZIkSZIkSQv1lVAa7PaMU6dO5YorruCll17ikksuYfLkyUMJr+V6+/nHjBnD2Wef3dA8++yzT4/6N77xjaGEpSFq1a4hrkwcPdolabZkoXx3L/dvyMIkUwI/qu2QlWf7dYWm5ZsWXfO9sab+SANjHyuUl2tCLL2KiJUj4qSIuD0iXoiIJyNiTkR8LiJe16rHlSRJkiRJktS+RtNW5Y2eaXbjjTfyH//xHw09xuc+9znWWmstALbbbjt22mmnxoLUiDCa/l10utK3Z4yIMcDYQtMzvXR7a3d3Kkmz3/UxXTGh9JqhR9cyy9bUn2tg7L8L5ddFxNjMnN+EmIr+C/gQPVfDLU4lebkhcGhEHJCZFw72ASJihQG61P6OJEmSJEmSJJWsFcmBdkw49JY022ijjRqeZ7XVVuO2227jpZdeYtKkSa5IKpm/fw2k9KRZZi6IiKeBKdWmpYDHa7pNr6n3dQbYlEL52SaE1yqTaupzGxg7r1AeAyxBz0RaM+w1wP1LAt+PiCUz89RBPsaDgxwnSZIkSZIkqSTtmOCC9o0LoKurq+23o9TQmIwbPdple8bimV4zi3dExGRgexaeZ3ZfZv6jj3mmFcqNbHk43GpfIV9pYOy8mvqEXns1x5XAe6lsdbkssC/wdOH+b0XEO1v4+JIkSZIkSZLaSCuSU+2YcGjHmCS1Xukrzap+DaxfLX8lIm7MzH9GxDhgNgtXkCVwUW8TVLd5fHuh6dZWBdsEtSvNGvmfpnYrxvFDjKUvR2bm0TVtZ0bEvcCvqvUxwGkRsV5m1ibzBrLiAPcvS98rCiVJkiRJkiS1UF9Jo3Ze0dWoRs80kzT6tUvS7CzgQCpJmDWBeyPidmAFYCqVpFIATwEn9THH1ixcwfVIZt7d0oiHZkFNfWyvvXpXmySrnasZvtdLwgyAzPx1RPwA+GC1aU3gP4HvN/IAmflQf/f7n5IkSWpno+mDAkmSJKkRXgtLi/Lz7NGjLbZnzMw7gBOpJMagkhhaH1imWg8qyaFZmfmvPqb5RPd0wMUtCrVZXqipL9bA2HE19ZeGGAtUzn87rXo7FTh0gP5n19T3bUIMkiRJkiRJktpcuybNNtlkk4bHuNJs9Kt9Xhx00EElRaKRol1WmpGZn42I+cBBVBJD3a9KQeUcrf0y80e9jY2I9wDbdk8FnN7icImILhr7/c3LzO5VYbVJs4kNzLN4Tb12roZl5hPA/g0MuZqFq/8AZkTE4pn54lBjkSRJkiRJklS+kbQ942te8xoOOeSQps5p0mx0OOGEE9hhhx147LHHeP/7389WW21Vdkhqc22x0qxbZn4eWBX4JHAy8C3gAGDVzPxhP0OfBb4IXAqclpm3tzpW4AjgxQZumxXGPlMz1xINPO7UQvnFzHyusbCHLjNfAO4vNI1j4Zl0kiRJo55voCVJktSpFixoxWkxvTvssMN61N/whjcs0ufoo4/mlltuYerUqYvcNxCv60e/jTfemHvuuYeHH36YSy65hLFjGzkpSZ2obVaadcvMh4FTGhxzI3BjayJqiftr6is0MPa1hfLDTYhlsB4HphXqy5YUhyRJ0rBrx2/XSpIkSc205ZZblh0ChxxyCPfeey+33XYbe+yxB3PmzOHSSy/t0eeII45oyWObUBs9Jk2axKRJk8oOQyNEW6006yB319RXa2DsSoXyfUMPZdBeqanXbhspSZIkSZIkaYSaMmUKJ5100iLtw/kFsqWXXpoLL7yQ22+/nc997nOMGdPcj7M900xSrbZOmkXEUhHxnog4MCK+GhHfjohFYo6I1SPinRGxS0Q0smpr0DLzqMyMBm5XFcY+RuWctm7T63nMiFiKyvaV3f7QlB9mcJapqT9ZShSSJEmSJEmSWuLAAw9cpG04t2dstfHjx/d5n0kzNcLny+jRdkmziBgTER+OiCuBR4GfAycAhwAfpfctJfcCrgQuAC4erliH6LpCeXpEjKtjzFtr6jc3MZ66RcRkeq54A/hLGbFIkiRJkiRJGj5lblW+3nrrNXW+cePGecaVpB7aKmkWEW8H7gDOAd5JJUEWhVtfvgjcW+2zUURs3+JQm+GKQnkysF0dY3YrlF8GftmMQAbx+3o3sFihfkdmPtiMWCRJkiRJkiS1rzKTZp/85CeZPHnyq/UvfOELQ55z9uzZvba7ckjqTG2TNIuI9wFXUznfK4DngZOBLQYam5kvU1mN1m2vVsTYZD8DimuZ9++vc0QsDXyo0PTrzBzylogRsRbwo4jYr4FhB9fUe/+fRZIkqcOcfvrpZYcgSZIktVSZSbMpU6Zw8803c8ghh/Dtb3+bo446ashz9rXSzKSZ1Jl62+pw2EXEG4DvAuOABH4L7JyZD1fvr2ea84BvAGOBLSNiTGa27Qa7mXlPRPwI+M9q01YR8cHM/EEfQz4PLF6on9qkUE6i8jz4TkQslpnf6q9zROwLbFZoeqCJsUiSJI1Y++23H7vvvnvZYUiSJEktVWbSDGCNNdbg61//etPmMzkmqahdVprtCyxFJWH2N2Cr7oRZvTLzWWBOtToZ2LCpEbbGV4D5hfppEbF5sUNU/DdwUKH5msz83/4mjoirIiILt2l9dP1T9c8xwCkRcXlETO9lvjER8XF6JsjmA7tXf/eSJEkd7bTTTmPixIllhyFJkiS1VCuSZiuttFLT5xwqk2lSZ2qXpNmOhfKXM/P5Qc7zt0J57SHEMywy8w/AEYWmJYErqwmvkyPiDCpnvH2DhWe6/Rv4WBPD+CxwfqG+LXBTRNwVEedGxAkRcRZwN3AKC58zCXwmM69rYiySJEkjQtnfrpUkSZLK0opr4Y9//ONMmDDh1fp++zVykkxrmDRTI3y+jB5tsT0jMK1Q/vUQ5nmiUH79EOYZTl8DlgM+Wa0H8M7qrdbTVFbh/aVZD56ZCyJiDyoJxyOobJEJ8MbqrTfPAR8eaLWbJEmSJEmSpNGlFUmzJZZYgmuvvZaTTz6Z5Zdfni9+8YtNf4y+9JXsMAkidabSk2ZRefWZUmh6egjTFffDeW4I8wybrPwv86mIuBo4EnhLb92A/wM+lZl/b1EMR0fED6msPNsVmNBL15eAHwJHZeY9zY5DkiRJkiRJUntr1a4L06dP57zzzmvJ3JJUr9KTZpmZEfEUla0JAVYD/jrI6TYtlO8fUmDDLDMvBS6NiPWAdYEVqCTLHgKuy8wHG5xv80HEcAewV0R8DNgEWJPKWXPPA3dW43im0XklSZIkSZIkjQ4LFiwoO4Rh4UozNeKMM87gQx/60Kv1T3ziEyVGo6EoPWlWdRPwnmp5L+DQRieIiO1ZeI7Zi8BVTYlsmGXmbcBtJcfwIpVtMoeyVaYkSZIkSZKkUWbmzJllh9BUW265ZY9699lqJs3UiB122IEdd9yRH//4x6y33nocfPDBZYekQRpTdgBV51f/DOCTEfH2RgZHxNrA7Go1gYsz8/kmxidJkiRJkiRJHeeEE054tbzpppuy2WablRhN8y2zzDIcddRRACy++OKcffbZgEkzNWbxxRfn0ksvZe7cudxyyy1Mmzat7JA0SNGqPWgbCiKiC7iZyraEQeVcsw9n5mXV+7vX/CaweGbOK4zdGvgusGy16Wlg7cx8ZJjCVwtExArAgwAPPvggK6ywQskRSZIkLdTbG+h2uK6WJEmSWuHGG2/kX//6F9tssw2LLbZY2eG0xJNPPklXVxdLLLEEAG984xu5++67e/Txml8q10MPPcSKK67YXV0xMx9q9mO0xfaMmflKROxMZUvF1wNTgJ9ExP8Bp9d2j4iJwFZUtnLcvnDffGBfE2aSJEmSJEmS1Bwbb7xx2SG03NJLL92j7kozqTO1RdIMIDPvjIgtgd8Ay1BZcbZt9ZbVOsAjwFKFod3t86gkzC4enoglSZIkSZIkSZI0WrTLmWYAZObtwDpUtlvsTpR1J8W6174uXWjvvu824O2Z+b3hi1aSJEmSJEmSNBq50kzqTG2VNAPIzMczcx9gOpXk2eMsmiQDeBH4ObBjZq6fmX8c9mAlSZIkSZIkSaOOSTOpM7XN9oy1MvMWYB+AiFgTWB1YAniOyhaNf8zMeeVFKEmSJEmSJEkajUyaSZ2pbZNmRZn5N+BvZcchSZIkSZIkSZKk0aktkmYRcTgwtlr9Sma+UmY8kiRJkiRJkqTO5UozqTO1RdIM+BTw2mp5NvBQibFIkiRJkiRJkjqYSTOpM40pO4Cq24HuV6G3lRmIJEmSJEmSJEmSOk+7JM1+USjvWVoUkiRJkiRJkqSO50ozqTO1S9JsNjCvWt4+IrYuMxhJkiRJkiRJUucyaSZ1prZImmXmo8DxVLZoDOD8iFi13KgkSZIkSZIkSZ3IpJnUmdoiaVb1ZeC31fLSwO8j4r0lxiNJkiRJkiRJkqQO0TZJs8ycB/wH8Ptq09LATyPipxHxnxGxXES0TbySJEmSJEmSpNHJlWZSZ+oqOwCAiLimUB1b/TOpbNX43uqtu289U2ZmtsXPJkmSJEmSJEkaWUyaSZ2pXRJLM6kkybplzZ++QkmSJEmSJEmSJKll2mm7w+jnJkmSJLWNddddt+wQJEmSJLWQK82kztQuK82+VHYAkiRJUr1OPfVUZs6c+Wr9tNNOKzEaSZIkSc1m0kzqTG2RNMtMk2aSJEkaMWbMmMGFF17IpZdeysYbb8ysWbPKDkmSJEmSJA1RWyTNJEmSpJFml112YZdddik7DEmSJEkt4EozqTO105lmkiRJkiRJkiSVzqSZ1JlMmkmSJEmSJEmSVGDSTOpMJs0kSZIkSZIkSZLU8UyaSZIkSZIkSZJU4EozqTOZNJMkSZIkSZIkqcCkmdSZTJpJkiRJkiRJkiSp45k0kyRJkiRJkiSpwJVmUmcyaSZJkiRJkiRJUoFJM6kzmTSTJEmSJEmSJElSxzNpJkmSJEmSJElSgSvNpM5k0kySJEmSJEmSpAKTZlJnMmkmSZIkSZIkSVLBrrvu2qM+efLkkiKRNJxMmkmSJEmSJEmSVDBr1izWWGMNALq6ujjvvPNKjkjScOgqOwBJkiRJkiRJktrJxIkTufnmm7nqqqtYddVVWXvttcsOSdIwMGkmSZIkSZIkSVKNyZMns/3225cdhqRh5PaMkiRJkiRJkiRJ6ngmzSRJkiRJkiRJktTxTJpJkiRJkiRJkiSp45k0kyRJkiRJkiRJUsczaSZJkiRJkiRJkqSOZ9JMkiRJkiRJkiRJHc+kmSRJkiRJkiRJkjqeSTNJkiRJkiRJkiR1vK6yA5D6MLa78Mgjj5QZhyRJkiRJkiRJKllNrmBsX/2GIjKzFfNKQxIR04Gbyo5DkiRJkiRJkiS1nY0yc06zJ3V7RkmSJEmSJEmSJHU8V5qpLUXEeODN1eq/gPklhiONZsuycFXnRsA/S4xF0ujg64qkZvN1RVKz+boiqdl8XZGGx1hgmWr5T5k5t9kP4JlmakvVJ3vTl1ZK6ikiitV/ZuZDZcUiaXTwdUVSs/m6IqnZfF2R1Gy+rkjD6v5WTu72jJIkSZIkSZIkSep4Js0kSZIkSZIkSZLU8UyaSZIkSZIkSZIkqeOZNJMkSZIkSZIkSVLHM2kmSZIkSZIkSZKkjmfSTJIkSZIkSZIkSR3PpJkkSZIkSZIkSZI6XmRm2TFIkiRJkiRJkiRJpXKlmSRJkiRJkiRJkjqeSTNJkiRJkiRJkiR1PJNmkiRJkiRJkiRJ6ngmzSRJkiRJkiRJktTxTJpJkiRJkiRJkiSp45k0kyRJkiRJkiRJUsczaSZJkiRJkiRJkqSOZ9JMkiRJkiRJkiRJHc+kmSRJkiRJkiRJkjqeSTNJkiRJkiRJkiR1PJNmkqSmiKqy45AkSaNXRPgeVpIkjQpe10jtyX+YktSBImK/iJgbEdOGMEdExM4RcXFEPAzMA16OiIci4ocRsW2z4pU0skTEuIiYMMib16eSXhUR74mI70XE/RExl8q1xqMR8bOI2NXXDEkDiYiuIVyXdJUdv6T2EBHviIiHI+IjQ5jjbRFxWkT8PSJeBF6JiCcj4lcRsW9EjG9exJIGKzKz7BgkScMkItYBvgDsUm1aJTPvG8Q8rwcuBTYZoOvPgF0z8/lGH0PSyBURVwHvHOTwbTPz500MR9IIFBGTgfOAHQboeiOwY2Y+2vqoJI1EEXEU8MVBDv9aZh7WxHAkjTARsQxwIPAZYBywV2ae3eAcXcC3gH2B/nbouYPKdc3fBhetpGbwGzOSNApVt0lcAlgaWBGYCby7ehvSFooRsTRwDbBGHd23B34aEdtl5otDeVxJktQZImIc8AsG/nIOwMbAryNi88x8vLWRSZKk0SwiJlH5HOV1wNuBzYD3AYsPcervAx+oo9+bgCsjYrPMvHuIjylpkNzKQpJGpz2Bp4B7gKuB/wG2YIgJs6qz6Jkw+wkwA5gETAE2B/6vcP+7qHyjSpIkqR5fo2fC7DpgKypfCJpM5UOs8wv3rwP8YNiikyRJo071+IrngAeAOVQ+x9iFISbMIuJT9EyY/Rl4P5Xk3ERgPeAbwILq/W8ALo+IxYbyuJIGz6SZJHWWuUMZHBHvBXYsNM3OzB0y84bMfCEzn8nMqzPzvcDZhX57RsT6Q3lsSSPWOZkZDdzcmlHqYBGxLvDJQtMvgXdl5i8z89nMfD4zf5+ZHwaOKvR7V0S8bzhjlTQi3d/gdYlbM0oa9OcoEfE64OhC05+AjTPzx5n578x8MTP/lJmfAvYp9FsDOGCwjytpaEyaSdLotQB4gspZHydROV/o+CHOeWShfA/w3/30/W/gyWp5DIM/R0CSJHWOI1j4PvUp4L8y85U++h5N5eyPbl9qZWCSJKkjPAvcBnwX+CCw0xDmOgh4TbU8H9itrzPfq+ekXVFoOqJ6FpqkYWbSTJJGp3Mzc2xmTs3Md2TmQZl5zVAmjIh1qGyH1O2UzHyhr/6Z+RzwzULTthHxmr76S5KkzlY9N/X9haZzM/OfffXPzAVUtnLstn5ErN6q+CRJ0uiVmfcBYzNzicx8S2bunZk/BOYNZr6IGAt8pNB0WWb+eYBhxxbKy1A57kLSMDNpJkmjUPVDpGbbvvgQwPfqGPPdQnk8sF1TI5IkSaPJe4Bxhfo5dYy5gJ7bJv1nUyOSJEkdo8mfpUwHXl+oD3hdk5lXAfcVmryukUpg0kySVK8ZhfJfMvPxgQZk5v3AI4WmTZoelSRJGi2K1xrPALcONCAz5wG3FJq81pAkSe1gRk293t1/biyUva6RSmDSTJJUrzUL5ZsaGDenUF6/SbFIkqTRp3itcXMD3/YuXpd4rSFJktpB8brm3nq+eFxVvK5ZKyLGNzEmSXUwaSZJGlB1L+5VCk33NjD84UJ53eZEJEmSRqHieWSDvdZYMSKWaFI8kiRJg9WM65oueibfJA0Dk2aSpHqsDCxWqD/SV8dePFYoLxURE5oTkqSRIiLGRcT+EfGbiHgyIl6MiDsj4rsRsXHZ8UkqX0QsBqxUaBrstQbAckOPSNJoFhHbRsSlEfFwRMyNiAci4mcR8Z/VLwxK0lC9sVD2ukYaQbrKDkCSNCIsW1N/roGx/+5lrvuGFI2kkWQV4A/AOjXtq1dvH4mIM4EDM/P54Q5OUttYBih+UD2Ua43lgL8NOSJJo9GEiLgE2KmmfcXqbTvghoj4cGY2sjJEkmoVP0cZ6nWNpGHkSjNJUj0m1dTnNjB2Xk19qSHGImlk2YxFE2a1ZgE/c79+qaN5rSFpOLyeRRNmtTYBro+IVQboJ0m9qq6gL+7W43WNNIKYNJMk1WNyTf2VBsbWXvC5PaPUmR4B/htYm8obv5nADYX7Nwe+PfxhSWoTXmtIGk4vAscDG1K5LlkbOKtw/3LAZRExroTYJI18XtdII5jbM0qS6lH77e9sYOz8mrorSaTOczPwnswsbjVyfURsCdwKrFFt2zsizs3Mq4c9Qkll81pD0nB5gsp1yS2FtqeAWdVV7x+utq0FHAZ8eZjjkzTyeV0jjWCuNJMk1WNBTb2Rw7FrL/Bq55I0uj0JbFOTMAMgM18EDqxp/vywRCWp3XitIWm4fLAmYVZ0IPBCof7piJg4DDFJGl28rpFGMFeaSZLq8UJNfbFee/WudkuTl4YYi6T29xPgjmr5F5n5eD99f0Fl68buA67fExHTMvO+FsYnqf14rSGpVeYAp1XL92bmlX11zMwnIuJnwAerTUsCHwDObW2IkkYZr2ukEcykmSS1mYjoorHX53mZ2epvHtVe8DXybcvFB5hLUhtpxmtQZp5Y7+DMXBAR17Lww6kAtqDnuSKSRj+vNSS1RGb+DPhZA0OuYuF1CcB7MGkmqTFe10gjmNszSlL7OYLKwdT13jYbhpieqakv0cDYqTX1x4YYi6TWKuM16Paa+tuaMKekkcVrDUntwusSSUOSmfOAuYUmr2ukEcR53xbvAAAVS0lEQVSkmSSpHvfX1FdoYOxrC+VXgH8NPRxJo0zt9o3LlhKFpDI9Ss/thwZ7rQHw8NDDkdTBvC6R1AzFz1G8rpFGEJNmkqQBZeYjwPOFptUaGL5SoXx/ZmZzopI0irxSU6/dkkTSKFe9Pri30DTYa425wD+bEpSkTuV1iaRmuLtQHux1DcB9Qw9FUiNMmklSm8nMozIzGrhdNUyh/b1Qnt7AuLcWyn9oUiySWqSk16BlaupPNmFOSSPPnYXymyNiXJ3jNiyUb8vM2g+8JakRXpdIaobidc3UiFi5znHF65p/ZeZDTYxJUh1MmkmS6nVdoTwtIt4w0ICIWA1YstB0c9OjkjQarFNT/0spUUgqW/FaYzw9PzTqVURMoOdriNcakobK6xJJzXBdTX2TOscVr3+8rpFKYNJMklSvK2rqu9QxZrea+uVNikVSm4qIt0RE3Xv2R8RYYIua5trXG0mdofbf/q51jNkZ6CrUvdaQ9KqImBQRmzc4bOuautclkgbj18CCQn3A65qI2JSe5595XSOVwKSZJKleVwLPFuqzqh929yoiuoCPFpruyMw/tSo4SW3jFOB7ETG+zv570nMbpL8Av296VJJGgj/R81yz3SJiiQHGfKJQfhr4RdOjkjSSfR64MCJqzwjqVUSsDryv0DQPOL8VgUka3TLz38A1haZt63gtKl7XLAAubnpgkgZk0kySVJfMfA44vdC0NnBwP0P2B5Yv1E9tRVyS2kdE7ArMBDYHfhwRSw3QfyXg6JrmwzMzWxOhpHZW/bd/YqFpKvDVvvpHxHbA2wpN383MeS0KT9IIExHTgIOA1wO/iYi1B+g/nsp7luIXA7/teUKShuCEQnkx+vlcJCLWB3YqNP0kMx9pVWCS+mbSTJLUiJOA5wr1oyNikW0aI2Jn4LhC09+B77Q4Nknluwt4qVreBrgtIvaKiMVqO0bEW6hsWVI8H/H0zPzf1ocpqY2dBfyjUN8/Ig6MiCh2qm63dm6h6SkWTcJL6mxPAQ9Wy6sCN0fElyJi6dqOEbEMcCnw7kLzbcDnWh6lpNHsMuAPhfq2EXFc7fujiHgz8CMWbjn9CvDZ4QlRUq3wi7ySNPpExBvofe/919FzG7Q7gZdr+vw4M4/oZ+5dge/XNM8BbqRygfd2YIPCfXOBbTPzN/VFL2kki4gdgAuBCYXmZ4CrgfuABNYHNgWKH4JfD2yVmS8MT6SS2lVEzAR+Q8+zyv4KXAXMp/IaMrNwXwJ7ZKZbqEnqobrd4q+A4pZoLwM3AHcAzwOrAVsBixf6PAxskZl3DFOoktpARPyCnjvmAEwCphXq/6CSlC/6R2bWnofYPefqVD4zKW45fT/wS+AF4E3AlvRc3PL5zDy20fglNYdJM0kahapbkdw7QLe+nJOZHxlg/kOAY+m5dUlv5gE7ZeZlg4xF0ggUETOorABZtc4hZwEfc1s1Sd0iYnfgDHp+iN2bBPbPzNMH6CepQ1W/UPg9eq4i68/vgfdn5sOti0pSO4qI+4CVBzH0/syc1s+8WwIXAYusdO3F//T3RWZJref2jJKkhmXmccAWVFaG9OV6YIYJM6nzZOb1wLrAIVS+RdmXm6l8KDXLhJmkouqqsY2BnwML+uj2J2BrE2aS+pOZD2fmFsAHgd/10/VBKmc2b2bCTFIzZeavqOzI80MqXy7uzb3AbibMpPK50kySNCTVrQbeSmULg8WAR4DfZuZdpQYmqS1UzyFaB5gOvL7a/A/gxsz8e2mBSRoxImIFKts/r0hl5dljwE2ZeVupgUkakSJieSpbvC5PZTvpx4FbgDnph2SSWiwipgIzqFzXLAE8SeXcszmZ2dcXhSQNI5NmkiRJkiRJkiRJ6nhuzyhJkiRJkiRJkqSOZ9JMkiRJkiRJkiRJHc+kmSRJkiRJkiRJkjqeSTNJkiRJkiRJkiR1PJNmkiRJkiRJkiRJ6ngmzSRJkiRJkiRJktTxTJpJkiRJkiRJkiSp45k0kyRJkiRJkiRJUsczaSZJkiRJkiRJkqSOZ9JMkiRJkiRJkiRJHc+kmSRJkiRJkiRJkjqeSTNJkiRJkiRJkiR1PJNmkiRJkiRJkiRJ6ngmzSRJkiRJkiRJktTxTJpJkiRJkiRJkiSp45k0kyRJkiRJkiRJUsczaSZJkiRJkiRJkqSOZ9JMkiRJktTWIiL7uX2k7PhGk4i4r5/f9VFlxydJkiS1kkkzSZIkSZIkSZIkdTyTZpIkSZIkSZIkSep4Js0kSZIkSSPJfsDihdv3hjphRFxV2ILwqqHON8KtSc/f7wPlhiNJkiQNH5NmkiRJktQiEXG2Z0I13cuZ+VLhNr/sgEaTzJxb/P0CWXZMkiRJ0nAxaSZJkiRJkiRJkqSOZ9JMkiRJkiRJkiRJHc+kmSRJkiRJkiRJkjpeV9kBSJIkSdJolZkfAT5SchiSJEmSpDq40kySJEmS+hERH4mIrN7uKzseSZIkSVJrmDSTJEmSJEmSJElSxzNpJkmSJEmSJEmSpI5n0kySJEmSJEmSJEkdz6SZJEmSJKluEeH7yF5ExNiyY+hPRIyJiCg7DkmSJKmd+WZHkiRJkgqiYkL3DVis5u4JfdyGlJCIiKsiIqu3Mwvty0fEFyJiTkQ8ERHPRMRfIuLUiFinl3m6IuIDEXFZRNwfEXMj4tGI+HlE7N5onBExMSI+ERHXRMSzwPxqHL+LiM9ExFJD+blbKSJWj4jTI+LOiHip+nu4MSKOiYh1hzDvuIjYKSLOrf5dPAu8EhEvR8StEfG5iHhNE3+UwcT42mocV0XEY8DLVP7unomIW6q/l+3aPdknSZIkDafIzLJjkCRJkqS2ERHTgHsHMXSVzLyvZq7Ngd8Umt6VmVf18bhXAe+sVs/KzFkR8THgOGBiH4/5CvBfmfn96hxrARcC6/UT58XArpk5v78fpjrfxsD3gWn9dHuoOt/1A803WBFRfOO6V2aeXceYPYEz6Jn0LErgp8B/A+ey8Hd/dWZu3secXcAs4IvAsgOE8ACwY2be0sdcJwEHFmJZPTPvHmDO7rFbAz8vNG2Smb8t3L8LcCqwZB3T3Qe8PzNv7eOx7gNWrla/lJlH1ROjJEmSNBK50kySJEmS2lBEnAB8i74TZgBdwPci4k0R8Q5gDv0nzAA+AHysjsffDPgl/SfMAFYALouI1Qaac7hExO7A2fSdMAMI4H3AH4E16px6C+A7DJwwA1gJuC4ipvdx/7eoJMu6YzmgzhigkrjrdntNwmxb4HzqS5hB5e/XzwYkSZIkvDCWJEmSpHa0I3AQMA/4LJUEzBRgHeAw4NlC37HAycD/Ukmw/QR4K7AElRVCHwHuqZn/M/1t01hdsfZ/wORq03NUVletDkwAVgT2Bx6u3j8FmN3wT9kCEbEKlVVWRU8DRwMbAksBywO7ArdRSS4tV+f0TxTKd1D5u5hRHT8eeAPwlUKficD3I2JS7USZ+XfgF4WmvSNi8YECiIipVJJ93YpbeQbwdSrPCag8Tw6k8jwYR+VnXxvYg8qKw7lUEnd3DPS4kiRJUifoKjsASZIkSWon1S0WX00oRcRRVBJGAPdn5rRhCOO11T/3y8xzCu23A7dHxJXADSx8T7d19c8rqGwJ2L2C6VngnIi4DLiVSrIIKkm4N1NJGvXmmyxc4fYQsFVm/rVw/0PAaRHxE+BqKsm0zSJis8y8prEftemOYmGyD+BuYIvMvL/Q9hRwUUT8GDgH2KXOuZ8AHgU+BfwgFz3v4BHg8Gry69PVtjdSSVx+q5f5TgG2qZaXAj7EwMnHPakkwKCS9Dq3cN+61Vu3vTPz4kL9qertr8B5EfEGKs+xFwZ4TEmSJKkjuNJMkiRJktrTNTUJs1dl5k1UzuMqmg/s20sih8x8HDipprnXbRwj4v1UtiGEyplpO9QkzIrzPkIl4bSg2rR3b/2GSzUJtHuh6RngnTUJs1dl5lwqCa3H63yIfwDrZOZFvf2eC74CvFio9/V7+T8qSb1u9WzRuE+h/OPMLK5+W7Wm7y/7mygzH/aMMkmSJGkhk2aSJEmS1J5OH+D+39XUf5mZD/TT//qa+uv76PeJQvnMzPxDf0Fk5i1UtoQE+I+IGNtf/xbbmYVbEwIck5n/6G9AZr4EPF/P5Jk5ryZJ1Ve/x4HfFJreHBGLvP/OzAVUzkjrNj0iNuxr3oiYAaxVaDqzpkvtGW6rDxSrJEmSpIVMmkmSJElSexpom8MnG+xfm+xZ5JytiFgSeGeh6bQB5uzWveptaSrbEZZl60J5PosmlYbTXYXyYsCyffSbTc9Vafv3M2dxldm9wK9r7v9zTf3siCjz70OSJEkaUUyaSZIkSVL7eSkzHxygT+32gHc22L+394Mb03Ol1i0RkQPdgLMKY9YZII5Wml4o35iZ/y4tEniupj6ut07VGC8oNH0oIibX9ouIiVRW0nU7q3aLyMy8A7i20LQO8NeIuDwijoiI90bE6xr5ISRJkqROYtJMkiRJktrPYJI9zUgQNWM7v75WVLVUREwClik03dVX3zZ0SqE8ico5cbV2BLqTafOB7/Yx1yx6rkLsArYFjgYuA/4ZEddWz66TJEmSVGDSTJIkSZLaz4JhGlNriTaZYzCm1NT/1eoHjIjJEbFNRBwdERdGxE0R8Y+IeAb4fL3zZOat9Dxzbp9euu1RKF+emQ/3MdedwKbA3/oKG5gJXBoRP42I19QbpyRJkjTadZUdgCRJkiSpbRS3FLwVeMcg5ni5SbE06vma+mKteqCI2BY4mMr5b816X30KMKNafkdEvKm63SIRMRXYstC337PaMvP2iHgLsC+wF7ABlWRZre2Bn0XEuzNz/lB/AEmSJGmkc6WZJEmSJKnbI4XyCpn50iBupSRfMvNp4KVC03LNfoyIWC8ibgEuB7aguV9EvYSev/8PFco7FB7rESrbLPYrM+dm5imZuSGwNLAVcDhwXU3XzYBPDDZoSZIkaTQxaSZJkiRJ6nZjoTw1It5aWiSD8/dCeXozJ46INYFrgfULzc9RSaB9FdgT2BhYA3g98PVG5s/Ml4HTC03Fc812KpS/22hiMjOfysxfZuZXMnNTYDvgxUKXjzcynyRJkjRamTSTJEmSpPr1tsXdqJGZDwB3FJr2KiuWQbqyUF4tItZr4txHsvC8tvlUtmecmpnbZebnMvPczPxdZt6VmY8xuG0qTyuMWzMi3hIRk1m4NWMCZw3hZ6hMknk58JVC0+oRMWmo80qSJEkjnUkzSZIkSerf3EJ5SmlRDJ9TC+X9m5x4arUrauqHDDQgIpYGlqpj7g0K5XMy88TMnNtn70GcqZaZjwA/KjTtALwbGFet/yYz72l03j7cXFOf0KR5JUmSpBHLpJkkSZIk9e/xQnlKREwtLZLhcSbwz2q5C/hBRCw/0KCIWCIizoyIiS2Nrn8/B+4u1HePiPf21TkixlBJEi7RV5+C5wrlsf11jIgANq1jzt6cUihvReXMsW5nDPC4UyLiExHRb3xVaxbKz2fmEw3EKEmSJI1KJs0kSZIkqX8P1dR7bFkYEVMj4v9FxAaMApn5PLBPoWlN4NqI2KS3/hGxTEQcRmVbx32onOdViupZX8WzxAK4KCL2qCayFt4R8Xrgh8DOdU7/h0J594jYLyK6ajtFxMrAecA7Ggq+KjOvBf5YrW4IvK1afpKeq9B68xbgm8CtETGrurXjIiJiBnB4oek3g4lVkiRJGm0WucCXJEmSJPVwPZUzrLpX7xxbTZA9TiWhtBmVre3+CdxSSoRNlpmXR8QXgKOrTasA10fEHOB3wCvAVGBdYD16nvW2LHDvMIZb6yzgg8AW1fpk4FzgyxFxNfAUlZ/nPcDiwEvVfgNtT3gO8NFquYvK+WNfiojfUPm7fy3wJmAjhn723beA06sxbVht+94A20FCJWkGlb+XM4DvRMQtwF+pJN0mA+sD0wtjEjh+iPFKkiRJo4JJM0mSJEnqR2Y+ExHXAptXm8YCH+ql6zuBY4crrlbLzGMi4lkqK7e6z9SaTs+ES61fUFlxVprMnB8RuwA3UUmOdZtWvRU9BOxEZcXZygPM+9uIOAfYs9C8LL0/F/4JXAd8oJHYC84HvkblrLXu7S7PrGPcM8ALhTFdVJJ4G/Uz5rOZefUg45QkSZJGFbdnlCRJkqSBHUYlGVErqay8+iSV1U2jSmb+Pyqrl34CvNxHtyeBC4B3Z+Y2mfnv4YqvL9XzuTYBLu+jy5PAMcBamXlTA1PvC5zdz/23A4dSWXH2iwbm7SEzXwC+W2i6MTP/XMe4c6gkBo8ABur/F2DbzDxusHFKkiRJo01kZtkxSJIkSVLbi4hVgB2obOn3FPB34JbMfLzUwIZJREylshXlisB4Kqup/gjcli1+YxkRxfn3ysyzGxi7DpW4lwL+BfwNuL56/tlg41kP2BR4DZXnwoPAnMx8dLBz9vIYu1M5Gw1gVmaeNYg5lgXeSiWRNgWYBzwK/C4z76pzjvtYuArvS5l5VKNxSJIkSSOFSTNJkiRJUlsbStJspIqIK6icu/Ys8IbMfK6kOO7DpJkkSZI6hNszSpIkSZLURiJiZWCLavXCshJmkiRJUqcxaSZJkiRJUnvZh4Xv108vMxBJkiSpk5g0kyRJkiSpTUTEYsDe1epNmTmnzHgkSZKkTmLSTJIkSZKk9vERYPlq+f+VGIckSZLUcbrKDkCSJEmSpE4UEScBzwM3AY8AKwJfq979N+CikkKTJEmSOpJJM0mSJEnSSLJYREwo1F/OzPmlRTM0U4EDe2mfB+yTma8MczxExHggik3DHYMkSZJUFrdnlCRJkiSNJKcDLxZue5QbzpD8q5e2ucCHM/P64Q6m6m/0/P2uVFIckiRJ0rBzpZkkSZIkSeX4PvAklffmCfwb+N/MvL/UqCRJkqQOZdJMkiRJkqQSZOZNVM4zkyRJktQGIjPLjkGSJEmSJEmSJEkqlWeaSZIkSZIkSZIkqeOZNJMkSZIkSZIkSVLHM2kmSZIkSZIkSZKkjmfSTJIkSZIkSZIkSR3PpJkkSZIkSZIkSZI6nkkzSZIkSZIkSZIkdTyTZpIkSZIkSZIkSep4Js0kSZIkSZIkSZLU8UyaSZIkSZIkSZIkqeOZNJMkSZIkSZIkSVLHM2kmSZIkSZIkSZKkjmfSTJIkSZIkSZIkSR3PpJkkSZIkSZIkSZI6nkkzSZIkSZIkSZIkdTyTZpIkSZIkSZIkSep4Js0kSZIkSZIkSZLU8UyaSZIkSZIkSZIkqeOZNJMkSZIkSZIkSVLHM2kmSZIkSZIkSZKkjvf/ASakscSILKf1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x700 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 609,
       "width": 870
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_light_curve(soln, mask=None):\n",
    "    if mask is None:\n",
    "        mask = np.ones(len(x), dtype=bool)\n",
    "\n",
    "    fig, axes = plt.subplots(3, 1, figsize=(10, 7), sharex=True)\n",
    "\n",
    "    ax = axes[0]\n",
    "    ax.plot(x[mask], y[mask], \"k\", label=\"data\")\n",
    "    gp_mod = soln[\"gp_pred\"] + soln[\"mean\"]\n",
    "    ax.plot(x[mask], gp_mod, color=\"C2\", label=\"gp model\")\n",
    "    ax.legend(fontsize=10)\n",
    "    ax.set_ylabel(\"relative flux [ppt]\")\n",
    "\n",
    "    ax = axes[1]\n",
    "    ax.plot(x[mask], y[mask] - gp_mod, \"k\", label=\"de-trended data\")\n",
    "    for i, l in enumerate(\"b\"):\n",
    "        mod = soln[\"light_curves\"][:, i]\n",
    "        ax.plot(x[mask], mod, label=\"planet {0}\".format(l))\n",
    "    ax.legend(fontsize=10, loc=3)\n",
    "    ax.set_ylabel(\"de-trended flux [ppt]\")\n",
    "\n",
    "    ax = axes[2]\n",
    "    mod = gp_mod + np.sum(soln[\"light_curves\"], axis=-1)\n",
    "    ax.plot(x[mask], y[mask] - mod, \"k\")\n",
    "    ax.axhline(0, color=\"#aaaaaa\", lw=1)\n",
    "    ax.set_ylabel(\"residuals [ppt]\")\n",
    "    ax.set_xlim(x[mask].min(), x[mask].max())\n",
    "    ax.set_xlabel(\"time [days]\")\n",
    "    \n",
    "    return fig\n",
    "    \n",
    "plot_light_curve(map_soln0);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As in the :ref:`together` tutorial, we can do some sigma clipping to remove significant outliers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABs0AAAOUCAYAAADpYH2IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XmYHFW9//HPIRAI24WwKAiu96qgLCJCIBNBRZbLIorIInJR9IeyyOI1HSIwPSwyPVcW2a5wNSgiISCbREB2mAkgJBK2JAICIYQQIHtIMpmlfn/0dE91dXV3VXdX1/Z+Pc886aqu5aSru+qc8z2LsSxLAAAAAAAAAAAAQJqtE3YCAAAAAAAAAAAAgLARNAMAAAAAAAAAAEDqETQDAAAAAAAAAABA6hE0AwAAAAAAAAAAQOoRNAMAAAAAAAAAAEDqETQDAAAAAAAAAABA6hE0AwAAAAAAAAAAQOoRNAMAAAAAAAAAAEDqETQDAAAAAAAAAABA6hE0AwAAAAAAAAAAQOoRNAMAAAAAAAAAAEDqETQDAAAAAAAAAABA6hE0AwAAAAAAAAAAQOoRNAMAAAAAAAAAAEDqETQDAAAAAAAAAABA6hE0AwAAAAAAAAAAQOoRNAMAAAAAAAAAAEDqETQDAAAAAAAAAABA6hE0AwAAAAAAAAAAQOoRNAMAAAAAAAAAAEDqrRt2AgA3xpj1Je00tPiepIEQkwMAAAAAAAAAAMI1QtJWQ69fsCyrt9knIGiGqNpJ0jNhJwIAAAAAAAAAAETOlyRNb/ZBGZ4RAAAAAAAAAAAAqUdPM0TVe4UXTz/9tLbZZpsw0wIAAAAAAAAAAEK0YMEC7bHHHoXF96ptWy+CZoiq4hxm22yzjbbbbrsw0wIAAAAAAAAAAKJjoPYm/jE8IwAAAAAAAAAAAFKPoBkAAAAAAAAAAABSj6AZAAAAAAAAAAAAUo+gGQAAAAAAAAAAAFKPoBkAAAAAAAAAAABSj6AZAAAAAAAAAAAAUo+gGQAAAAAAAAAAAFKPoBkAAAAAAAAAAABSj6AZAAAAAAAAAAAAUo+gGQAAAAAAAAAAAFKPoBkAAAAAAAAAAABSj6AZAAAAAAAAAAAAUo+gGQAAAAAAAAAAAFKPoBkAAAAAAAAAAABSj6AZAAAAAAAAAAAAUo+gGQAAAAAAAAAAAFKPoBkAAAAAAAAAAABSj6AZAAAAAAAAAAAAUo+gGQAAAAAAAAAAAFKPoBkAAAAAAAAAAABSj6AZAAAAAAAAAAAAUo+gGQAAAAAAAAAAAFKPoBkAAAAAAAAAAABSj6AZAAAAAAAIXk9Pa/cDAAAAfCJoBgAAAAAAgpXNSuPGSbmcv/1yufx+2WwQqQIAAABKEDQDAAAAAADB6emROjryrydM8B44y+Xy20v5/elxBgAAgIARNAMAAAAAAMFpa5M6O4eXvQTO7AEzKb9/W1sw6QMAAACGEDQDAAAAAADBymS8B87cAmaZTLDpAwAAAETQDAAAAAAAtIKXwBkBMwAAAIRo3bATAAAAAAAAUqIQACsExiZM0MqVK/XiwQfrC/ffr/Xb24e3JWAGAACAFjOWZYWdBlRhjFnHsqzBsNPRasaY7STNk6R58+Zpu+22CzlFAAAAAICmcfQoWyRpC/v7BMwAAADg8NZbb2n77bcvLG5vWdZbzT4HwzNGjDHm68aYPxpj5hpjeiX1GWMWGmOmGmOONsa09JoZY75sjLnGGPOSMWapMWatMeZtY0y3MeZqY8xBrUwPAAAAACABHEM1EjADAABAFNDTLCKMMRtLulHSN2ps+pSkwy3LWhhwej4maZKkr3rYfD3LsvqbfH56mgEAAABAwi0ypiRgtkjSFtRTAAAAwAU9zVLCGDNS0t9UO2AmSWMkPWSM2TLA9HxZ0rPyFjADAAAAAMC/XK60h5mGepzlciEkBgAAACBoFhU5SXvblnsk7S9pU0kbS9pT0p9s739O0i1BJMQYs6ekv0ra3Lb6NkkHS9pmKD0fkrSHpFMkTZVEM0AAAAAAgHcuc5oVTZhA4AwAAAChIGgWMmPM5yX91LbqAUlfsSzrAcuyVliW9YFlWU9blnWcpKxtu68YYw5rclq2knS78oExSVol6RDLsr5tWdY9lmW9M5Sedy3LesayrGssyzrUsqyBZqYDAAAAAJBgjoBZRtKWQ/8WETgDAABACAiahe8cDV+HpZKOrzI/2AWS5tiWO5qclmskbTv0uk/StyzL+muTzwEAAAAASCuXgFnX0OsuSRNHjBjelsAZAKCVenpaux+ASCJoFiJjzGhJ37StusGyrHcqbW9Z1qDyQzkW7GqM+Y8mpWUfSd+2rfqZZVl/a8axAQAAAABwBszU2VkMmBVcMmKE1Nk5vILAGQCgFbJZadw4/8+cXC6/XzYbRKoAhICgWbi+LmmkbfkPHva5SVKvbfmIJqVlou31LOV7nQEAAAAA0DiXgJkyGfdtMxkCZwCA1unpkTqGBvTy88yxP9s6OuhxBiQEQbNwjbW9Xi5pZq0dLMtaK+lZ26q9G02EMebTkva3repgnjIAAAAAQFP09HgPmBW4Bc6ojAQABKGtzX9jDbfGIG1twaQPQEsRNAvXZ2yvZwwNv+jFM7bXuzYhHd+xvV4laaokGWPWNcYcboy50RjzL2PMKmPM+8aYB40xX2/CeQEAAAAASdfWJrW351/XCJhZljW8YA+ctbdTGQkACI6fXs5+ek8DiJ11w05AytnnI3vdx35v215vb4zZ1LKs5Q2k41Db64cty1pljNlP0tWSPu3YdpSkr0n6mjHmbMuyOgUAAAAAQDXZrLTffv4DX5mMNHYsATMAQPAKga9CQKzwrz0gRsAMSDyCZiExxqwn6aO2VQt87P6uY3kb5Yd3rCcdG0razbbqZWPMmZJ+pdo9ES82xrxhWdbN9ZwbAAAAAJAi9Qa+CJgBAFrFJXA2a9YsPXfggTry9de17i9+MbwtATMgkQiahWcrSSNsyyt97LvEsbyNpH/WmY6dVfo9+KqGh3x8SFJO0gxJ6w1te5akA23bX2uMedSyrHfqPD8AAAAAAAAARIMjcLbjDTfoQzfcUFqRTsAMSCyCZuHZyLHc62PftY7lzRtIx787lgsBs99ZlvVDx3sPGGMelHS9pP8aWreppKykH/s5qTFmuxqbfNjP8QAAAAAAAACgKRyBsy3s7xEwAxKt1vB7CM7GjuV+H/s6g2YbNJCOrV3WPSPpJLeNrfyszD+VtNS2+r+MMVv6PO+8Gn/P+DweAAAAAAAAgCTr6WndfpmMFjlW9W68MQEzIOEImoXH2dPM8rHvgGN5/QbSsaHLuomWZTnPUWRZ1nJJk22rNpB0QANpAAAAAABAxpiwkwAAiKpsVho3Tsrl/O2Xy+X3y2Z977eFY9X6K1f6Pz+AWCFoFp5Bx/II163cOYNkzmP54ey1tlD5ucxqudexvK/P825f4+9LPo8HAAAAAAAAIIl6eqSOjvzrCRO8B65yueIQi+ro8N7jzL6fVNrjzM/5AcQOQbPwrHIsr+dj35GO5TUNpGOFY/nRoSEYa3EOn7iHn5NalvVWtT9J7/g5HgAAAAAAAICEamvLzyVW4CVw5Qh8qbMzf5xaHPtlJG059K+v8wOIJYJm4XEGzdyGSaxkVI1j+eEMms33spNlWe9IWm1btV0DaQAAAAAAQN7acAIAUimT8R44cwuYeZmLzCVg1jX0ukvSc8cc4+38AGKLoFl4ljuWN/Wx75aO5XcbSIdzPktnEK0a+/9h4wbSAAAAAAAAAADVeQmcNSlgps7OYsCsYM43vuG/xxuAWCFoFp6FKh1W0U9PLecclG83kI6XHcsb+Ni33/aa7xIAAAAAAACAYFULnDkDX1657Td2rP/zo3m8zj/XrP2AIQQ6QjI0b9jrtlWf8rH7R22ve9XY/F+vDx2jYHMf+/6b7bWz5xwAAAAAAAAANJ9L4Gr5yJHuAbNaQa2envL9as1/5hY4I1jTPNmsNG6c/2BkLpffL5sNIlVICYJm4bL38trJGDPS435ftL1+3rKs/opb1mBZ1qAjHTt42c8Ys5FKh2R8rd40AAAAAAAAAIAvmYxmHHlkcXHTvr7h9zo7vfcGmzatdLnKcI4lc2/aA2ft7dWDbPCup0fq6Mi/9tOLz95bsKODICbqRtAsXPZf7voqDYa5MsZsIOlztlUzmpCOv9te726M2dDDPjs5lqc3IR0AAAAAAAAA4MlN22+vRc6Vo0fnA1pBzn9WkMlI3d30bGqmtjb/w1+6XUeCmKgTQbNw3e9YPtrDPkdKWte2fE8T0vE32+tRkg71sM8+juV7m5AOAAAAAAAAAPDkK08/rS2cKxcvHg6y+Jn/zG/ArIDgTPP5mTeuWdcRGELQLFwvqHRes2ONMZvW2OdU2+tlKg141WuqpMW25dOrbWyMMZK+b1v1rgiaAQAAAAAAAGiVXE6H2IbgK+lxZg+yuARgVm6wAYGWqGtFT0GJYRxRhqBZiKz8ILiX2lZtKamzwuYyxhwsaQ/bqusty1rbhHSskfQb26q9jDHHVdnlvyV9xrb8K8uy+iptDAAAAAAAAABN4wiWZJSvWP3j52yz2jgCZ0tswZSNe3uHtyNgFl0ugTOrs1ODg4PlAbN65HLSuHEMr4kSBM3C9ztJ823LPzbGnDHUm6vIGLOvpBtsq5ZKuqDSQY0xWWOMZfs7oUY6uiS9Z1u+1hhTNkyjMeZ4Sb+0rXpJ0hU1jg0ASKN6W2vRygsAAAAAUIlLwKxr6PWtn/xkxd5JP3v33crznyG6HIEzc/bZWjJihHvAzMv8ZwX271FHB3URKCJoFjLLslYrP5dZ/9AqI+kySS8ZY64xxlxpjOmW9Iik0YXdJJ1qWdbisgPWn45lkn5gW7WhpL8YY54YSsP/GmNelPQHDc+ptkTSkZZl9QoAALtsNt9ay2tmtYBWXgAApFp+QBYAACpwBMymtrUVA2aS1N/fX3FYv3FPPFF9/jNEl+OallzHzk7v858VuA3ryNx0GLJu7U0QNMuyeoZ6gv2fpFFDq3cY+ivbXNKPLcv6UwDpmGqMOU35nmOFnm57Df05vS3pYMuyZjc7HQCAmOvpybfSkoYzoV5a7jlbee23H5lWAAAAAECeS6Dj4YULS3oI9fUNzSBTKIMWtp8wQd+3HWqRbIEXP+VWhCeT0aIJE0oCZqtHjdIo+3WzXe/CPmWaMQ8aEo2eZhExFAQbI+k+SYMVNntB0gGWZV0XYDquknSApBcrbLJG0rWSdrIsa2ZQ6QAAxFhbG628AABAXRwzFQAAkNfT4ynQ0d/fP7zg7HFWWK38/Gcle3sc1o8e0SHK5cp6Co5avbpk3rqadREEzOABPc0ixLKs5yUdZIzZTtKekrZXvufZu5KeGXrf67GykrJ1puMBSTsZY3aStIekrSX1SnpV0uOWZS2t57gAgBRxadVXst6OTCsAAAAAoJq2Nqm9PT8qSZUyY0nQzEVG0rSh112Scp2d3sqtksb6TzWaxVFvULGnYLW6COoe4BFBswiyLOstSW9FIB0vKN+7DQAA/7wEzsi0Ig56eurr+VjvfgAAAADKZbM1h/EvDs8olZU3r//MZzTqn/9Uj/LBsy6parnV3qtsvKScpBf+/GfpmGMa/7/AO8d1LFy7wjWRVDNwtvr88zVq1arhY1L3gCoYnhEAAASn2vAIBMwQB9msNG6c/8nBc7n8ftlsEKkCAAAAgmGbH6wl+/lVo1FasaeZS3lz1uabF4flyikfdJFUc1g/e3Bmp9tvb93/FRUDZhr695EDDhje1n7dMhmtOu+84lsEzOAHQTMAABAslwLIImMImCH6enryw79Inuc4kFRasOvooFANAEiuqFeuA/Anhg3GnHOM9fX1VZz/bNbo0SXzmOWk6vNh9fSU9maSNPOYYxhNolVcAp9djk2e2mefigHPC/v6tMh5zNGjqXtATQTNAACtQ6E6vTIZWRdfXFwsmbyXgBmiqq2t9kTSTm49KClUAwCSKIaV6wCqSEiDsf7+/uH5z6Sy8maXVBI4c/ZOKub/29uladNKAmYZSXMOOyy4xGOYn5FpKvQU/Mydd5bWPUjS4sX+n1tIHYJmAIDWoFCdeitPOaWsldfaTTYhYIZoqzFUSwmGHAUApEVCKtcB2CSkwVhxeMZsVuruds2P1wycdXdLo0bJnH12cRP7sIAIWIWeglW5lNv+a/bs4mJJXYSf5xZSiaAZACB4FKohaeRll5W18hq5YgWZVUSfl8AZATMAaArnMFuIqIRUrgNwSECDsb6+vuGFKveYqoGzadMqzqOFFqjSU7Aq5/e3sFrSlqpyvQEHgmYAgOBRqEYup/ULmV7Rygsx5FKB8O7PfqZnnnlGVmdnJCsMAAAIVAIq1wG4iHmDsWJPMxfGmJLlLqns/7p85EgCZlFQpaegH/br53a9qYuAG4JmAIDWoFCdXo7rSSsvxJbjPrb1pZfqk3vsUTJsC/crAECqxLxyHUAFLr/tleeeq6efflprL7ggUr9pZw/lakEzV475tze19VSzLr64LGBGj+gW8ttw2vG8+cMOO5QHPP3UTSG1CJoBAFqHQnX6uATM7K28/vn97w9vS2YVceC4j5UMOcr9CgCQRtXy+OTtgfhy/LY3vvBCfWrPPTXyvPOGt4ngb7pkeEaPZh16aNn82wObbRa5/xvKFXsPujxvbv+P/3DficAZaiBoBgBoLQrV6eG4nr0dHWWtvF478kgyq4ifTKasUL1mo424XwEA0sslj//BqFHk7YG4i2GDMd89zST9229+Uzb/9oilSymbxoBlWVJPj+vzxjkcZwm3uqmenuASilghaAYAaD2XzMmSddahUJ0kLgHQtWee6b4trbwQN7lcWaF6gw8+4HsLAEg3R55uozVrht8jbw/El0uDscXGRPY37Ttolstpu6uuKi7a/6/m7LM1vjnJQpDa2qTCHOp+njf251Z7u//hIJFYBM0AAOFwFKo3t48LTqE63iq08qqKVl6IC0dAuKQCgYAvACDtMpl8ZbrN0hEjyNsDcebSYGy0ZUU231tteEbnfGTjpZrzb+cK2yHaslmpu9v/8yaTye+XzQaRKsQUQTMAQHhcWqwtGlqPGKOVF5LKZY4+Z6GawBkANKbqUEqIvlwuX5lus9nAAM9GIK5i2GDMa0+z8coHxAqc828v+vnPi+8ROIuJeusQqHuAA0EzAEB4XFqsbTG0HjFHKy8kjUvAzF6ofvLww4e3jWgFAgAAgYph5TqAKmLSYMzZe2xgYKBsnZMzYPbWqaeWzb+99KSTZF18cXGZwFk00dgGQSBoBgAIB4Xq5KOVF5LCZY4+Z6F65v77MzcfADRBrYpORFRMKtcBeFSjwVj7+usPbxvB33a13mbOgJk6O7XwhBPcN85kyoZq3OEvf2k4fQCijaAZAKD1KFQD5eqdw42534LlEjCr2IPSbW4+7mMAgKSrUblOHh+IGQ8Nxi5ff/1I53srBc12XLy4bEjGWqOjOO9ju958M2WwmKAXGupF0AwA0FoUqoFy2aw0bpz/73sul9+P4SyD0dPjPWBW4BY4o1ANAEgqD5XrXUPri8jjA9GVkAZjlYJms7fYQtmh1/a6iFrsdRUvfOtbjI4SIfRQRxAImgEAWodCdaq5ZWZp+aV8QKWjI//az/fd/nvq6CAwE4S2Nqm9Pf/aS8CswF6B0N5OoRoAkEwJqVwHMCSqDcbqOF5fX1/F/Toktcl7wKyga2i/F444wnd6AMQLQTMAQGtQqAbctbX5/767/Z4IzAQjm5W6u70HzAoymfx+9AIEACRRVCvXAdQvig3GPIzI4dY4c+Rll1UdkWNancmpdz8A8ULQDAAQPArVqIChFIb4CRT7CUCjOeot+BPIBAAkVRQr1wE0LkoNxuockWO8pI0vvDC/0OCIHJRXo4/RaxAEgmYAgOBRqIbIzNbkJXBGwAwAAERFlCrXATSPh3K3a9mu2eX1OkbkGC+pZIsGRuSoFDCjXAsk37phJwAAkBLZrLTffv4zrJmMNHYsATOkQ6HSqRAYmzBB77zzjtY5+2xtff31BMxaraenvntPvfsBABA39MYGECSX8lHJehvXgJnH8hKBMAB29DQDALQOhWqgNkePsw9ffrnW/dCHCJi1mof5E1zlclXnTwAAAADirqXDFnoYkcMZMHvvZz+jvJQSDKGJIBA0AwAAiJpMRi8ed1xxcbT9PQJmwatz/oSS4TMbnD8BANKKyi+4qveZyrMYSAaXwNmThx+uRx55RPvNmFESMMtIWnjCCS1OIIAkIWgGAAAQQZnFi7XIuXL0aAJmrVDH/Am73n9/eW9AeskCANA4en8DkMoCZ3vddZd2/upXddgTTwxvIqlLUn9/f2DJoHFHtDC0JoJA0AwAACCCvv2vf2kL58rFi/1XGKE+HoaBKRgvaa877xxeQW9AAACag97fAOwyGd27zz7FRXt5qRAwk4INmgFIPoJmAAAAUZPL6fv//GdxsaTHmZ8KIzSmjvkTCJgBQGNoMY4SdfT+LgmYSfT+BhJmwpIlZSNyLNJwwEyS+vr6XPflGZMuXG/Ui6AZAABAlDgqejKSthz6t4jAWeu4BM4Gh5YJmAEA0AI+en+7Bsx4NgOJ8v133y0bkWML5fPmBfQ0A9AIgmYAAABR4RIwK7SY7JL8t7RGczgq69Y5+2y9r9KA2VOHH06lHAAAQfESOCNgBiRfLqcz3nmnuGjvcZbTcOCsUtCM+cgAeEHQDAAAIAocFT3Xf+YzJUOMSPLX0hrN5fjsnfMnzDzggJYnCQCAVKmWDyJgBrRUKMPeeRiRoxA4qzQ8IwB4QdAMAACEhjHGh7hU9Pz5U59y35bAWXgymYrzJ9BqFQCAFnDJB30wahQBMyDpaozI4QycfXTy5NalDUDiEDQDAAAtQVChgp4e/xU9boGznp5g0odhuVzN+RMAAEDAHPmgjdasGX6PgBmQPI6A2eUf/nDZiBzOwNlnf/97GhYCqBtBMwAAgDC1tUnt7fnXfip67BVG7e354yA4jsK6c/6EXe+/v+VJAoAkopENPHHp/d23ySYEzICkcRmR4/qtt3bd1Bk4Y0QOMLIN6kXQDAAAIGzZrNTd7b+iJ5PJ75fNBpEqFHiYP2GvO++kUA4AQKu49P5eb8UKnsVAktQxIodr4MzDiBxuwZVKjTho3AEkH0EzAAAQGgocNo6eYp4/G3qYBcvH/Am0ZgUAoAWq9P7mWQwkSJ0jcnRJevaoo/ILjMiRePQmQxAImgEAgJYgM4vYcRkOptb8CVTWAQAQIA+9v3kWA8FrWePHOkfkeO7AAxmRIyVoiIsgEDQDAAAAnFwCZpUK612Snjz88OEVVNYBANB8NXp/F3uWSDyLgSSpo6dYf3+/63405ATgBUEzAAAAwK6O+RNm7r9/frsCj/MnAAAADzz0/p516KHlz2ICZ0Aq9ff319xmrO21W2+lSgG2rf75z3qTBSAmCJoBAAAAdnXOn6BMZriyjvkTAABoDh+9v0uexRKBMyCl+vr6qr7fLqlH0vgax3EG08ZL2v+CCxj2EUg4gmYAAACAU53zJyiTYf4EAACaxUfv72KvELfAGb2/gaaK+jCH1XqajZWUHXqdkzwH1scXtpekjg7uK0CCETQDAAAA3PjoKVZScUAPMwCoW9QrYtFi9P4GUIdqQbNpys+JWDRhgj70+99XPV5JwEzK31+4r0QC+QYEYd2wEwAAAAAAACC5zyuDlMtmpf32819BnclIY8dSsQ2kUK3hGQtzIhYCYR+58kqNt623cwbMnj3qKH3B72gUAGKFnmYAAAAAAACIrnoDXwTMgFSq1tOsoEulPc5yKp/jzHR1lQTMMpJmHXpow+lD89DYBkEgaAYAAELDUAqV8dkAAAAAgH9egmbSUM8y2xyI9sDZZtdeq3UmTiy+l5F7TzQAyUPQDAAAu3on82US4JpoAQYglnguAAAARIaXcmWl4Rld981kNP+004qLOUnvS9ryV78a3kQEzOKIhqioF0EzAAAKsllp3Dgpl6u5aYlcLr9fNhtEqpBSBBmBCOC5AAAAEDtee5oVLDzhhJKhGrewvSZgFm0ExhAEgmYAAEj5HgEdHfnXEyZ4ryDN5fLbS/n96VkAAMnAcwEAACCWKgXNKgVYjDHqkrTIsX7piBH+A2bk/YDYI2gGAICUnyTcNpa5pwpSe8WolN+fycYBIBl4LgAAAMRSpeEZqxmv0h5mkrTZwEBxjjNPGG0ASASCZgAAFGQy3itI3SpGMxn3bQEA8cRzAQAAIHb8Ds+49e9/r0pNo3KSt8AZow2EgmkNEASCZgAA2HmpIKVitGkikcGttzBDIQhIB54LAAAAseKrp1kup49ccUVxMTP0V7KJagTOGG0ASBSCZgAAOFWrIKVitG6RnKA3m80Pn+F1rqICht0A0sXlufDcscfqkUce4bkANFkkGtQAAGLNa0+z8VJJPi4jqWvor1LgrOw5RV4wVNXqGSJZB4FYIGgGAIAblwrSD0aNIjOcJD09+WEzJG9zFRUw7AaQTo7nwi6TJ2vnr36V5wIAAEDEeAmajZdKhmQsBMwKKgXOdpw61baCgBmQRATNAACoJJPRzGOOKS5utGbN8HtkhuOvrc37XEUFDLuBCugZkRKZjP75/e8XF0smi+e5AAAtw3MXQDW1hmd0Bszm//SnJQGzArfA2W5TpuTLhQTMgMQiaAYASJ4mzlH1hcmTtci5cvRoMsNJ4WWuogIKRenFvHewuWn77XkuAEAEMQwXgIJqPc3GqjRgps5OvXvCCRW3dwucacIEyoZAghE0AwAkS5PnqBovR08CSVq82P/xEV1eAmcEzNKLee/g0DZtGs8FIEAEPgAA1Xh5TlQLmk2TlB16nZE8letcA2cFlA2BxCFoBgBIjmbPUZXLlbRAK+lZ4Of4iD6XwNmCM87QkiVLQguYMexQBDDvHZxyOX39oYeKizwXAAAAoqfW8Iwdktok1yEZK+mSykYbsDbfnIAZkEAEzQAAydHMOaoc6zOStpSjdRkVpA2LVGtyR+Bsm1//WtYWW9DDLM1c7injK2xa/C4z711y8VwAAACIhUo9zezlz2lYkJ4HAAAgAElEQVQ+j+k2Co0pNLIEkCgEzQAAydKMOapcKkYLLdC6Ctt5OT7iJ5PRwwccUFwcbe/tRcAsnRz3lJxUMXDGMJ4JxnMBAAAgNqoNz1iP8RKj0AApQtAMAJA8jcxRVaVi1NfxUSYuww0e/NhjZcNuaPRogh9p5iFwtuvf/kbALKkcz4UHvvY1ngsAELK45CuBpIrUiCEuag3P6FTt/+MMmDHaAJB8BM2QLvXOKcJcJED8uFRgWp2d+QK2x4CZOjsrj3FOBWli/ay/v2zYDS1ezPVNuyqBs/GSxtx55/C2BMySw+W50DN2rPu2PBeApiAYgnpFvRIfQOs0q6eZW8DMPtpAb2H+Y4m8H5AgBM2QHtmsNG6c/wdYLpffL5sNIlUAguSowDRnn61l663nHjDr6fHfS8StgpQge7zlcrrQVsBi2A2UyGRKWpTmJL2v0oI0AbME4bkAALFCwBVAQTOCZtUCZgW9Z5xBoykggQiaIR16eqRC6w8/DzB76+KODio9gDjKZPTCd79bXNxsYGD4PXsFaFub1N5evt7D8YuZ5Pb2/HEQTy5Dc4Y57AatpaOpS6XfiZJeiQTMkqXCc6Hmb5PnAgAASLioB6krDc/oNd1eAmbDbzLaAJA0BM2QDm1t/h9gbsO3UekBxFLb3Xd7m6Mqm5W6u/1Xemcy+f3okRpfVeay65IoBKFEl1R2T1kkETBLIp4LAAAAsdNIT7Ox8hEwK27EaANRRENU1IugGdLDT8uPSvMdAYilM3p7vc9RVW9wnKB6fDnu+RNHjCgvFNF6EDbjpbJ7yhYS34mk4rkAAAAQGV56izUSNJsmKTv0ulbArCQow2gDQGIQNEO6eKn0JGAGJEsup47e3uIic1RFS+jDerjc8y8ZMcJ9WwJnUPlQLdxTAAAAgGipNDyjVx2S2lS7h1lZeZbRBoBEIGiG9KlW6UnADEiWiM1RlXaRGxqhp8f/PZ9hN5Kv2vXM5cqGauGeAgBA64Xe8ApA5Iy1vfbV06xC/n9avQmhhxkQewTNIs4YwzUKgkul5wejRhEwA5KEOapQS1tbftgMyd89v0XDblAZFIJsVho3zv1+UOWeUoZ7CgAALRe5BloAWqZdUo/yo0JIlYNmzvvEeEkaN04f/s1vAkwdgsS9H0EgIBMxxpivG2P+aIyZa4zpldRnjFlojJlqjDmaIFoTZTJ69uiji4sbrVkz/B4BMyDeHJXb7euvzxxVcJfN5ofP8HvPT8uwG/X2ootj77ueHqmjI//aeT+oEjBzDtdYxD0FjUrT7w8AAKBOYzU8B1lO+fy5l+EZ7fn4D197bUlPNQDpRgAmIowxGxtj7pR0v6TjJH1U0kjlr9HWkg6WNFnSNGPMh0JI3wHGGMvxt2+r09Fsu918c+lcJJI0ejQBMyDOXIZZ/fUGG7hvS+AMUllPMc89vJI+7Ea1XlfV5HL5/eIWUGxrc78f+AmYdXZyT0FzpO33BwAAYiVKvXumqXS49JykU1aurLqPMx8//6c/rX84RoSqWvk9St9TxAtBswgwxoyU9DdJ3/Cw+RhJDxljtgw2VcOMMetJulzSYKvO2SrjJW3hXLl4MRVcQFwxR1XskImNqGq9rqqxB5g6OuL3W3K7HzjuKZUCZpnC/txT0Ki0/v4AAADq1KXSwFl2zZqKeSi3hm/vnnBCYGkDED8EzaIhJ2lv23KPpP0lbSppY0l7SvqT7f3PSbqlZamTfirps5LeauE5g5fLlTwkS3qc0TIciKeIz1EFxEalXlfVuPTyjOVvyRn0KrDdU9wCZiVDwHJPSbTAg/1p/v0BAIDkCnjoaWfgzC0P9a1XX3Vv+AYANgTNQmaM+bzyQamCByR9xbKsByzLWmFZ1geWZT1tWdZxGh6iV5K+Yow5rAXp21rSeUOLjwd9vpZxGWppS9V+uAKIAZc5qjwNt5eWOapC5HnYw5DFJZ2B8zN8qVuFfZwLn5UCZ/IQMLMfg3sK6pXm3x8AeEB+DYiZFg097RY4e+2kk/SrX/1KC886SyfMnl18y56PZwSU+OLaIQgEzcJ3joavw1JJx1uW1V9h2wskzbEtdwSZsCGdyvd4WyvpzhacL3hV5ibpkpiLBEiCelvX0yofKOWl4j6pFfYu//c1G23kLWBWwD0FjUjz7w8A6kDFKRBRfoeeLvQs8zn09Nihf52Bs09ed52+//Of60OXXVZcVzMfDyDVCJqFyBgzWtI3batusCzrnUrbW5Y1qNLGzbsaY/4jwPR9SdIJQ4t3yDGCYSxVCZgNr/TRshdAuDwO0+AsQI+tsB0AF27Bo44Ovf766xq8+OJkV9hnMvn/45ANVq0afksUtNOqpb0bXH5/7//851qwYAEBMwAAEA9+hp4u9Eg76CBfQ0+PV36um6HJGtQlaeCii4rvb2Hblnx8QgU8/CfShaBZuL4uaaRt+Q8e9rlJUq9t+YimpmiIydcwXympUNN8eRDnaSmXioWKD0kCZ0D01Tm8QyEzzZBpqIThflw4nosbZLPa9JOf1DoTJw5vk9AK+/t23rms1dAiUdBGCzl+f1v+6lcaue22BMwAAEBofJeZvNSz2Xuk3Xff8Poa+Rz78OlZDTeSXXvmmYHn4yk7hs+yrJYN/4n0IGgWLntnh+WSZtbawbKstZKeta3au9mJGnK8pD2HXj9uWdZTAZ2nNXp6/FcsuD3QaX0ARIPf4R2GlMxF5GF4BwA2jueivbVmkivs/+03vyn9vyr/fx8fRmKQXpmM3vvZz4qLafn9AYAfVF4DEVcrcNbWJh14YOk+Bx7oOWAm5XuRTRt6vc7//A/5+BT4yBtv1FU/5Hf4T6QLQbNwfcb2esbQ8ItePGN7vWsT0yNJMsZsovxcZgXx72LV1ia1D3XS9lOxYH+gt7czNwkQFX6GdxjizEzXGt4BgItMpqy15tIRI5JbYZ/LaezddxcX7f/3nChwo7Vu2n778rHSR49O7u8PAAAkT7XAWS5X2sNMyi9XKOu7Bcy6bO+tX6gHFPn4JHv7E5/wP1qY2zDn1A/BhqBZuOzzkb3uY7+3ba+3N8Zs2qT0FJwn6cNDr6dblnVPk48fjmxW6u72X7GQyeT3o6suEC0+hlE9vbe3LDNNJSOiLpKtpXO5staamw0MJHMIY5d5ULdU6aTiFLjRSl988MGy358WL07m7w+pFsnnHwCghHPecF9cyvK9m2xSGsSw9zhzKevXCpg53yMfn3B+ptlhXmB4QNAsJMaY9SR91LZqgY/d33Usb9N4ivKMMZ+WdLpt1S+adexIqLfVAK0NgGjykjHK5dSxZs3wLmIuIqAujsJFSY+XpM396RIwK9w3ukSBO+0aqiSqVy6ntqlTi4uJ/v0BgAcEV4GYy2S08pxziovrr1w5/F5np3TvvRXL+t9/7z1fAbMg8/Gh5AvhzqV+6LDZs0s2GT+0voiAGSogaBaerSSNsC2vrLShiyWO5aYFzSRdLmm9odePW5Z1fxOPDQDNV2t4hwoV34gGKjwqi1QBzEOvq8RU3Dv+r0984xtl9w0CZ2ipNP3+AKABkco7Aagpu3p19aGnXcr6qzfcUGe+805xVbWA2ZJMxlM+vpE8FOXZiHF8Z777wgvFcprrlB0EzFABQbPwbORY7vWx71rH8uYNpkWSZIw5RNJBtlWB1f8YY7ar9qfh4SEBoDaXzPQHo0YRMIuYuFRkUPBxqNHr6tKttx7eNu4V9y5DdTz79a+7btrsAjfgqsbvz/f8DQAA2PX0tHY/wOaTt95ae+hpR1l/1OrVw2+peg+zxT/6ket5nfl4TZigra+/3mfqEVmO70xO0vsiYAZ/CJqFZ2PHcr+PfZ1Bsw0aTIuMMSMlXWpbdYtlWX9v9LhVzKvx90yA504uMrxIM0fGaCPbkIztG2xAwAyoh0sQyflbmrTVVsmouO/p8T1Uh1uBm2cqmsbx++s55JDyZ5mf+RsAALDLZqVx4/w/N3K5/H7M+45G5HI6+c03i4tVh57OZMp6pC3ScMBsrNyHZOzvr1zV6szHb3vFFRrrOfGIPEceuSQ4S8AMHhA0C4+zp5mfZu0DjuX1G0yLJJ0l6T+GXq+VNKHKtogiMryAa2Z69YYb6tfrN+M2iSBEsfcZPc2G+JkgudUV90E0Emlrk9rb8699FKRKCtzt7cyDiuZw+f1N/9rX3LclcIaEiWLeAEicnh6poyP/2s9zw/586uigsRDq43fo6VyurEfaFhoeHmuapKztWIVgWl9fX9Vk2PPx75x0kqZ5/x8gDioEW5sSMKPTQuIRNAvPoGN5hOtW7py1v85j+WKM2UbSL2yrrrAs6/VGjunB9jX+vhTw+ZOFDC+Q55KZHrVqlU7v9TMCLoB6el25VtwH8VwJspFINit1d5f8X71U3nZJaivsDzQqyr8/AEAytLX5b3Dh1qCKxkLwy+/Q0wcdVLK9PQhin1e4Q/n8uL1XfrWeZgVdktTdrYU/+Ynn/wIa0MpgU4Vga8ONy+i0kAoEzcKzyrG8no99RzqW17hu5V2XhoeLfF/ShQ0erybLst6q9ifpnZoHwTAyvEDZd9qeme5Ysya4SRoRPFpxtZ6PXlclQSV7xX0Qva5a0UikzjTTMhVNU2evx8B/fwAQIYwM0AR+eir7GYEAqMTxPbp6++1rDz19333Db6m8R5o9cObMj3sJmkkiz9QqrQw2VakfamhUBjotpAZBs/A4g2Yb+th3VI1jeWaM2UvSd22rzrMsa1m9x0OIyPAizTwM72DPTCMcdVVu0IorPC69rtyUXddMJr9fEJ99CI1EGCYMofD4+ysT5O8PACLO0zObxlilvNQj1Ko/4DNNlqCup8v36IZttnHfNpORDjywZNU9yrf4H6vy+cgqlfXtwzMyX1nIWhls8jv8px90WkgNgmbhWe5Y3tTHvls6lt+tJwHGmHUkXSmpkLN8UdJ19RwLEdGMDC8QNzWGd7hzzJjhTUXgLFZoxRW+ejPzQRYCaCSCkLUskBrF3x/QAvQgQmBojOWuWt6qVl6KzzRZgrqeFYaerni/z+VKephJ0n9K+p2kHuXL9F4CZ4WeZuOH9mv39J9BIFoVbKpRP9SUwBnl0XSwLIu/EP6UD1StlmQN/d3sY992236WpO3qTMPHHMdZK2lllb/Vju1XO97/TRM/n+0K55k3b54VFMf/x8r/JBKgs9OypOG/zs7q64EQNfQ7dPlOO4918sknW+0bbFCy3Xgf50jsfSIEy5YtK/ss77333uo7+b1vNeE+Z4yJxDU/8MADI5EOJ2eaPve5z7U+Ed3dta+12/vd3b5Pdc0117jeB7g3pFdHR0co1/6yyy7jO4dEcn6vjTFhJwkNasUzsre3t+wcU6ZMqbxDd3d9eURnfqKOvERsOP6vqzfcsPpnxmeaLDWup/P3ttlmm+Xf8Ho929vLjrv77ruX3yucxzvwQMuSrN/Z1w2V6VUo27usl2Q9/PDDZe+PrXB/mjlzpuc8v/1v6dKlQVyN5PJaXq+ynfMa5HK5ivu4Po+aVTdaT3kUTTFv3jz7Na0rLlLrr+kH5M9XYGiW7QI/42O/39n2WyNp3TrP//F6HghV/n7fxM+GoFmjHDfnFeuvX7LMzRpRUffvsEIGxHmsk08+2dpss83KMstefwOJvk+0WF1BM8tqSsbaj6hc8wMOOCAS6XBypunzn/98axNgL3D7aSRSWNfe7ut0BM3gRNAMaC7n95qgWfy14hnpO2hmWaE0xoqb1046qfT/3Oz8dwo/01jxEajYbLPN/F9PR0DNGTQbW+l7191tSZUDZJUCY//8wQ9ct3e7PxE0a6EGg03Oa5DL5TzXDxWfRwEFzpZNnGgtX76ce13ACJol/E/SnbYLvEbSSI/7zbTt93QD5/94PQ+EKn+/b+JnQ9CsCfouusjyleEFQlDX77BKKzjnsU4++WRr8803d81Me2nVmPT7RCvVHTSzrJa24orKNSdo5sLtt++lkUgDLZoJmsGJoBnQXM7vNUGz+GvFM9ItaHbzzTfX3rHFjbHiZocddrDed5aZRo+uvhOfabJ4DD44R3Op53p+8YtfLL9XuPRIs5+/VuCsvcZ2le5P9QbNlixZ0vBHnkoNjJDlvAY3/vjHnuuHSp5Hzer16jjOImO41wWsFUEz5jQLl32SlfUlfbHWDsaYDSR9zrZqRr0ntyzrDcuyjNc/ST9yHOIrjm1OqDctCMZtn/qUFjlXjh7N+LmIv7Y2qb09/7rGmNBWPhAvyTGGdXs7877Eicu44dOPPFKPPfYY44SnidtY+JJeP+mk4qqNe3uH3y9s28DEyy2bvwoAAASPecCrOnT2bG3hXLl4cfV5f/hMk8XD9RwvKbtmzfCKOq+nvaxelM1K3d0Vj1dpLrMuSW2SOoaW7Sm2z2uFiHD5ni1bb7267hPzP/EJz/VDFdPQSP1QJlNSHh1t/15zr4stgmbhut+xfLSHfY6UtK5t+Z7mJQdJs/3kyf4zvEBc1MhM2zkDZ22F/REvjoz17n/+sz6/774UwNPGpYD1l7vvdm8kMvR+Ed8PAAASwbWy3SuXvET/RRepv78/3cGdXK4k0FCSt3ILhNlVC7Sk+TONK5frOX7opTMgFcj1rBG8qBQ4m+aSPgJmEZbJ6JUTTywu/lt///B7fr9XPuqHnGlQd3fD9UMTly2j00LCEDQL1wuSXrctH2uM2bTGPqfaXi+T9LempwrJkMtp77vuKi76yvACcVFnS6BpTU4GWiiT0RPf+EZxsaRhAAXwUITSE8tRkD/97bfdG4k0oYKGnmYAAMSDr2e2Iy+x7jnnaMXIkekN7jgCWxlJW6o0MFFP4Gx5mj/TuHNcz5yk99WCgJlHboEzZ/qeO+aYwANmlBUac+AjjzQcbCpeg3p7ijVhBKK6euki0giahcjKN4261LZqS0mdFTaXMeZgSXvYVl1vWdbagJKHOGtGhhcAIup/jKEVF8orZoaUfTckKmgAAEC5TEbvnHFGcXHztA6p5VJ/UAg0dEm1h160y2S09vzzi4ub9vUNv5emzzQpHPlte1Agu8EGDV/PhnqMqjxwZk9fRtKLBx/c0PERvB8uXhz/YFMup2Ofe664SKeFZCBoFr7fSZpvW/6xMeYM42iqYIzZV9INtlVLJV1Q6aDGmKwxxrL9ndDENCPKmpnhBYAI+ubLL8c/Y50gjRZ2o47WowAAJNcvli9Pd2OsKvUHwys9zFlm88dtt033Z5o0mUzZ9Vwk6dcbbNDwoZtRjuhSeaO5RUPr++xB24AkvSwUqFxOZy9dWlysN9gU6jWg00JiETQLmWVZq5Wfy6wwcKuRdJmkl4wx1xhjrjTGdEt6RNLowm6STrUsa3HLE4xoc9ysnzjssIYzvEASUOkdDU25Drmcjp81q7hIK64Uc86PMaQsoCrx3UAiUCkDAM130PPPp7cxlstcYxWHsvNRj/CZO+9M72eaRLlc2fXcQtLpa9aEkZoy41We/99iaH2/fY6sGqgzaLE6g02Ryg/TaSHRCJpFgGVZPZJOkLTatnoHST9Rfg4z++CqlqQfW5b1p5YlEPHgkuH9x9e/7r4tgTMAcUQrrkgKpYDp+C5cstVW7i2aedYBAIBKcjl9e/r04mKqGmP19Pifa8ytHqGnp3SbXE5tU6cWF1P1mSaRI89tv57ZNWsavp6NBkDGq3QOM3v6cpI+/9e/NnR8BCQJwSbH/+GmXXah00LCEDSLiKEg2BhJ90karLDZC5IOsCzrupYlDPEQVIYXAKIiCRlrNIdLIxHJpYfZ4sUl70viuxERlmVp4sSJ2mSTTbTbbrvp5ZdfliRNnz5dZ555pn77299GqxUpACBQAwMDuvDCC7Xvvvvq/PPP99U7pG5pb4zV1ia1t+df+5lrzF6P0N6eP05B2j/TpGnB9Wwkv+cMmLmlb8ydd2p8C9ICHxzfq87NNms42NTyRpwu5dGpO+7ovi2Bs/iyLIu/iP1J2k7SEZLOkHS2pBMl7Rx2ukL4DCxJ1rx586ygFM5h/4ut9nbLkiyrs7O46sorr6z9/+vszO/X3t6ypAJ21X6Hy5cvt6699lrrtttuswYHB+s63o9//GNr8803r/u3nqj7RMiWLVtW9lnee++9tXcs3KeG/v6w447u18Sxnf1+6EdUrvkBBxwQiXQ4OdO00047te7k3d3l19hx3d+3v19hG6u72/Mpr7vuOtfvRFS+J3E0c+bMks/tuOOOs+bOnWutt956xXWXX3552MmsqKOjI5Rrf+mll/KdQyI5v9fGmLCThAb5fUZOnjy5ZNsbb7yx5jlWr15ddo4pU6Z4S6AjXzDemdYm5SljwZEn8nztnHkpPtNkqXE9x7vlt+uw8847e75XVDt/rfQ533c7pzN/6vVvyZIldf3fU8nlPvCxj32s8nfAZfvBwcGy7bu6uiqesullNrfyqGVZxxxzTPXzNFAeRbl58+bZP+vtrABiE/Q0iyDLst6yLOs2y7IutyzrYsuyfmdZ1vNhpwsRl81K3d3+J9fNZPL7ZbNBpAqo2+DgoMaOHauTTjpJRxxxhH7xi1+EnSSEwaUV1x2f/rT7tjFvxbV06VL94he/0IQJE7RoUdlgg5DKW0VL3lrA2rd3tooesmjRImUyGWUyGS1ezLSxQXLez2+88Ua1t7eXTNZ+xhlntDpZAICQHHPMMSXLxx13XF3H8dTbwJG3vPWLX0z3kFoueSLf+zk+055DDkn3Zxp3Hua665KUHTVqeEWd19PKN5r3xa2HmVv67OWB3NB+CFGFEbKqfgeiOEJWEL10EUkEzYAkaUaGt4o333xTZ555ps4//3ytXr269g5AA/72t7/phRdeKC5ffPHFdR+LSX1jKmVDzx5++OH65S9/qVwup4MOOijs5HjW8t9XoZGI5G/ITqlqI5FDDjlEXV1d6urq0iGHHFJcz/2j+QYGBsrWTbfNKVPwpS99Sb/97W9bkaRY4LsIAA1yCQbcu/PO7tsS5PHG5TOdsd9+7tvymUaf2zDoFcpfV2ywQcPX02/QzEvArKBL0sMHHFBcJnAWsiYFm6yxY8s2qSf42hA6LaQCQTMgwZr54BgYGNDee++tyy+/XO3t7frhD3/YtGMDbmbOnNm0Y7U8E4XmqJCxrnk9Y9iK67333tNjjz1WXH7mmWf06quvhpiiiJs2raRAf8lWW3lr0Txtmuvh3nzzTT311FPF5SeffFJvvfVWExOMekyfPl0/+tGPNGfOnLCTEgk8ywCgASlrjNUSfKbJ4vN6WpbV8PX0k7cZK+8Bs4Kevfcu63FWHnJBy7gEmzw1CotisCngTgsIH0EzAJ7cfffdmj9/fnH5pptuCjE1SCvLsvTXv/5VkyZN0ooVKzztQ8v8mEtJK66VK1eWrVuyZEkIKYkBlxawv9tyS/dtPbZoXrZsWdk6r/cYBG/ixIktOc97772nY489VmPGjNHkyZNbck4AQIswpFbz8ZkmS0Sup9uIBJI0TVK2cErVDphJUl9fX8lQjdmh4yBEBJsQEwTNgARrZrBg3rx5TTsWUK8LLrhAhxxyiE488USNGTNGg4ODYScJrUDGGgW0aE6lVs3xN3HiRE2ePFl///vfdeyxx+rNN9903Y7GGAAQTYVeK9OmTdNFF12kac4e5ilpjNVSSeo5gkj8RqrNadghqU3eAmaS1N/fLw1t3za0fxj6+vp08cUX64QTTlB3YZj5CtasWaO1a9e2KGXJEIW8eRTSgOYiaAYAiI32Qss3SbNmzdLdd98dYmoAtFwILWApAMXXa6+9pnPPPVfXX3+9p+F/nPOnXXDBBUElDQDQoEr39Z6eHn35y1/WOeecoy9/+cvqcTaUceQBPA8PR2OsymjgliwtvJ5uv7+bb75ZCxcurLiPn55ihaCZ3/388HIP+eUvf6mJEyfqD3/4g/bdd9+KjdIvuugibbjhhtp66611zz33NDupAHwgaAYkGHNfIOmmT5/uaTsqvYEEcWkB6+l5R4vmyGhF/mT58uXabbfddOGFF+oHP/iBLrroIt/HWLx4sedtR44cqV122UWvvPKK7/MAKEUZBvUyxuj//b//VxyNYnBwUD/60Y9CThWASird7xcsWNCU4/f19TXlOI3K2sofg4ODJcsF77zzjs455xxZlqVly5bplFNOaV0CQ+S3riaMPMIdd9yh0aNHa9NNN9WNN97Y8vMjHATNAISit7dXH3zwQdjJQIQ1KzNExUvyEARFM1vATp06VRdeeGHFXfi+tUa1e3U99/Err7yyZK66c889t650edXX16fnn39eOZc58wAArTN79uyS5Tlz5oSUEiDZgswjjxgxoinH6e/v95zOVs5n7HZfuu2220qW33jjjRalBtUMDg7qtNNO05IlS7RixQqddtppxeEz//KXv2jHHXfUmDFjNHPmzJBTimYjaAag5R566CFtu+222njjjTXBPjcNgNQhIJHn9jkQ8A3eTTfdpEMPPVS33HJL2ElBk/3jH/8I5by/+93vQjkvAKA+5EWbjzwsvKr0XTHGaNmyZbr33nv16quv1n38/v5+rbOOt6rvKVOm1H0e1C/q94v58+dr/vz5xeWlS5dq+vTpWr16tY499ljNnj1bf//73zVr1qwQU4kgEDQD0HKnn356ccijXC6n1157LeQUAUC4ol5YqCYKlU31puG73/1u048JBCXO94m4sCxL99xzj+644w4NDAyEnRwAABKtUt5m2bJl2nXXXfWf//mf2mmnnfTggw/Wdfy+vj7Pvdauuuqqus5B/ix9jDG66667GD0r4QiaAWi5l156qWT5D3/4Q0gpSZ9ly5bp/PPP1wUXXNDS4QcAIG4oAIPAafqceuqpOvjgg/Wtb31L3/nOd8JODoAW4HkPRM/VV19dHJ5wzZo1+uEPf1jXcfz0NGsl8pjD4vpZ9Pb2hp0EBGzdsBMAAGidQw89VN3d3ZKkRx55RA8//HDIKaqoqEoAACAASURBVGquRx99NOwkwKd6Kirc9lm1apXOOuss9fT06OCDD9aFF16o9dZbrxlJRAxQ4RUvcS0cI9nWrFmja665prh8++2364033tDHP/7x8BKFRFqyZIksy9Lo0aPDTgoA1PT4448HduxKefjJkyeXLM+dO7eu4/f392vddeNR9U15xpsofE5RSAOCF71wOwAgEPPmzSsGzKR80GzhwoUhpqj5/vu//zvsJCAkkyZN0rXXXquXXnpJXV1d+stf/hJ2kpAQBHiaL+4FTb4TyeQ2xM6//vWvEFKCJP/GrrnmGm299dbaeuutdcUVV4SdnFiL+7MkyZL8G06jM844I7BjB/077uvr4/uIhvD9SS+CZkCCUZCAXWEeObvly5eHkJLgzJgxI+wkJMIbb7yho446SocffrhefPHFph03yHvSaaedVrJ85JFHBnauVonLPZyCBJqB71FtfEZAvPX29uqUU05Rf3+/BgYGdPrpp2v16tVhJytRuE8Czffss8+6rl+yZEnDxw66vNPf36/BwcFAzwE06vHHH9c111yjN998M+ykwIagGQAgFAsWLNB+++0XdjLg4qijjtItt9yiu+66SwcddFAsCxpxCTgVxLmSJ26ftV9xvjZxkvTvEZBUc+bM0aGHHqqDDjpIzz33XNjJibTC/Dx2L7/8cusTAgAp0YqgGXnYxsSxrNXMa37LLbdon3320SmnnKJddtlF77zzTtOOjcYQNAOAlIhaZu6SSy7RQw891NAxvPyfovb/jroVK1bo6aefLi6/9dZbeuqpp0JMEQBA4nkWhilTpmjmzJlhJyPSjjrqKE2dOlX33XefvvGNbzTle8p3HQDQDH19fZFsABrlQNHTTz+te+65R319fS05X9Sf+UFfq6OOOqr4eunSpbr44osDPV9cDQ4OasaMGS3tjUfQDEiwKD+IEQ1hfkcuueSSho9x0UUX6cknn2xCalDQ399fts5tnpe4WbhwoU488UR95zvfaeqQk83iVljgHh6uwufPdWiegYEBzZs3L/b3lKgX7tE8//d//6fdd99dd955Z9hJiaR3331Xzz//fHF57ty5BBkRO82+pz/++OPaddddtcsuu+ixxx5r6rGBpGF4xmi57LLLtOeee+rggw/WAQccEMk8bxTT1ExTp04NOwmRMzg4qAMPPFC77767Pv3pT+v2229vyXkJmgEJFpeHSVzSicZdffXV2njjjfWRj3ykacccN26cXn/99arbUOmN733ve5o0aZJuvfVWfe1rX9PAwEDYSaqJ72008Ixq3Ny5c3XEEUdo3XXX1Uc/+lH19PT42r+ea8B1Q7MMDAzo2GOPDTsZkeTWCn3NmjUhpASIBsuydPzxx+u5557T888/r+9973s8j5BoUZ+Xsb+/P9a/wVYP1XfWWWcVXz/yyCOaNm1aS89fy5tvvqlTTz017GSgxR544AE98MADkvLzwx5//PEtOS9BMwBASyxZskRnnnmmPvjgA7399ts1t/eauR0YGNC5557baPKQcIVMlpRvGX/fffeFmJpkIbiHWr75zW+2rEUgEISoVwoCaRR2RfjKlSvV0dGhiRMn6r333pMkvfLKK5o7d25xm3nz5mn27NlhJREI3A477KBZs2aVrbcsS7Nnz9aCBQuq7h/07ziqwzN6ddVVV4V6/lYEzbyWJS3L0j777KPrrrsu4BSFK+xnWxTdcsstJcutGrWEoBkApETYD98pU6YENi72s88+G8hxkVxLly4NOwk1hf2bTTs+/+ZYsGBBKPfoZgRzmxUQnjt3rv74xz/qpZdeasrxAADhO/roo5XNZnXxxRfrq1/9qizLch3JIA6jGwD1mjt3rs4777ySdZZl6aijjtKOO+6oT3ziE7rtttsq7p+E4RkL/4fFixfrnHPOUUdHh1asWFH3cexaNa9YHDz66KN64403wk4GUmTdsBMAAG4WLlyo++67TzvssIP22GOPsJOTWK3sIRLHCmgyqWgVemshqdI+VNu//vUvffGLX9SyZcs0cuRIPfjggxo3blzYyYKLOOZTwsZnhrRas2aN/vrXvxaXX3zxRf3jH//QhhtuGGKqgHA4g2JPP/20br31VknDQ6kdccQRrvu2oqdZq+y///6aMWOGpHwPrfvvv79l506Dd999t+J7YZSlvZxzxYoV2mSTTZp+XLQGPc0ARM7777+vXXbZRSeccIL22muvqi2TgFoayXTw3QsemcLKqIwEosnPfeucc87RsmXLJElr167VSSedFFSygEjguY5mcRvyLSrcKuKrVeimTdTuAytWrNDpp5+uww8/XI8++mjYyUm8P//5zyXLq1atCikl+aBdK8yZM6cYMJPyUwNUG9nE628kar+lqGp1udmyLE/n3G233bRo0aIWpAhBIGgGIHIuvfRSLVy4UJI0ODioo48+OuQUJUOSK+CD+r9NmTIlkOMCSUJhDs2Q1GfUzTffXLLcyNw2Sf2MAMDNzjvv3PS8+KJFizRnzhyGTAxY1J5XP//5z3XFFVforrvu0n777af3338/7CRhSNDflbVr1wZ6/ILCvIZ2QcyH+uqrr+rEE0/UGWecoSVLljT9+E6tKOdFvSzZSPpeffVVXXnllU1MDVqJoBmAyLnjjjtKlvv7+0NKSfJFPYPSDFErtAFu+J5GTxruj63AdxsAUI+BgQHXxpOWZWnBggW+5wzq7u7Wv//7v2uHHXbQ/vvvH8iwbTzzounaa68tvh4YGNAll1wSYmpgF5XhGVsRgLKrp6fZ4OCg9t13X02aNEm//vWvddxxxwWVvJa5++679dprr4WdjEARNIsvgmYAACTAE088oeOOO07nnntu6ucQ8iIOlRpxCdrE4bNMk76+vpYNRdNMcfm+I7n4DvrH/R+tZlmWjj/+eG277bb62Mc+5mvfU089tThc2sMPP6y77roriCSW4d4SPW+//XbYSUCLeM0T//rXv677HPU8C+vZ58EHH9T8+fOLy/fcc4/vY0TJpEmTdNhhh4WdjLqQ/0kHgmZAgnEjhx3fh+R67733tM8+++hPf/qTLrzwQk2cODHsJKWGZVmaNGmSzjrrLE2fPr3u47hVqPCb9Y7PKm/q1KnaaquttOGGG6qrqyvs5ERab2+vvvvd72rEiBHafffd9eabb4adpJqoeEUc8D1FkJ566indeOONkvwPu/b888+XLF999dVNSxeA6qZOneraoygqwzNGdS5z+zPVbQjIODvxxBObdqwg8x6Vjh3UOSnXRgdBMwCeUAAGoqurq6tkGNPLLrssxNRU5pYBjHum8KqrrtKJJ56oyy67THvvvbfmzp0bdpJajudDdJx88slatmyZBgcHlclkEjNnRxD3ifvuu0833XSTBgcHNWPGDH3rW99q+jmQTDNnztRDDz0U+TmRBgYGWjaXS6v19vZq1qxZxV5DaL01a9bo6aef1oIFC1p63uuuu67q+/XkSeKeF02CV155RaeeeqrOP/981xEzXn/9dR199NH6zne+o1deeSWEFDbOsiy99tprLR8GMAxuv6lDDz1UO+20k5544omWpiWqz8G4lJ/ikk4gCATNAHhCYQKIrqSPAx5lP/3pT4uv+/r6dN5554WYmvQKokAXx+fevHnzSpbvvvvukFISfT/4wQ9KlmfMmFG2DRUFcLrqqqv0hS98Qfvtt58OOuigyN4nZs2apc9+9rNaf/31dfzxx7c0wBf0Z7JkyRKNGTNGn/vc57TjjjvqhRdeqOs4zz//vLq7uzU4ONjkFCbfypUrNWbMGO2555767Gc/q56enrCTFBlRvSdEWW9vr8aMGaOrr75a7e3tOuWUU8q2+eY3v6kpU6bo1ltv1SGHHBK7z3lwcFCHHXaYPvWpT+mTn/ykHn300bCTFIpVq1bpJz/5Scm6qPQ0C8Jzzz0X2rnTJm73hGoof0QHQTMgwbjZxsP8+fM1efJkzZo1K+ykBGL16tW6/fbb9dRTT4WWhmb/FuLawjEpopwpbmSIRgDNE8R9orOzUx/+8Id17rnnNv3YXkT53pcWp512WvH1Aw88oCeffDLE1FR2/vnn69VXX5Uk/fGPf9TDDz8ccoqa59prr9XMmTMlSQsWLKhrSOrLLrtMu+yyi7785S/r29/+drOTmHiTJk0qVgYvX75cJ598csgpQpz96U9/0uLFi4vLkyZNKnl//vz5JcGHl19+WXPmzGlZ+prh/vvv19SpUyVJS5cuTfxvplrZ2zlMatDCDJqdddZZvrZ3y+fZP8u05wOjVr+Z9uuRBgTNgATjJh59b7zxhnbeeWcde+yx2m233fT444+HlhbLsjQwMNDU783AwID22msvHXHEEbrhhht8pyeqzjnnnLCTgAZFLdOdFtOnT9cdd9yhVatWNfW4Qdwv+I60VpTv+ZI0Z84cnX322Vq4cGHYSalp8eLFevHFFyM7JFFU1fMdfOyxxwJISeOmTJlSstzKuU6bde+88847tfnmm2vjjTcuyUO2t7eXbFeoiPbDXpF5xx130BvApyuvvLJkud7efkljWRZ5hyF+PodaQ5u7DdfY7Hxk0P73f/+3ZHn27NkhpSR6gs7/tSJ/+f/Zu+/wKqr8f+Dvs7bd1S1+t9jb7s9lAaUICgqoVFFYRFBApUgHBaQXKdKV3gVpAaVIE5AinQChSejFkNADgVBTSCAhyfn9ERJvktvm3pk5M3Pfr+fhIXPvzDmfO+XMmTkz53jKw9t2ZlmhndWvFch52GhGZEMxMTEICwtz7JtJoaR///65T9alpaWhdevWpuafU1m7cuUK3njjDdx7772oVq2abmNELF++3JQbEWZXoPKPE5Seno6UlBRTY3DFSrcz2eXCwN/9LywsDK+88grq1KmDMmXK5BmHj0hvepeLAwcO1DU9o+zduxeFChXCiy++iHLlyiE5OVl1SEQBadeuHRISEpCSkoL27dsjLS3NsLy2b99uWNqkL6vUea0SB5HdWeV6xypxUGDMLpO17C/ct+yLjWZENiGlxJIlS/D555/jP//5D5o1a4aXXnoJv/zyi+rQKAizZ8/OM53T1YSUEllZWaadYKdPn45t27YBADZs2IDvv/9el3Q3btyoSzrBOHbsWIFGLj3t2rULzzzzDB566CG0bdtWSaWIFTHtuM7M16xZs9z1fuTIESxcuFBxRP7hvhIcp6w/I2/Y66lLly6557zIyEiEhYUpjogoMBcuXMj9OykpKfeaxyllCqmXsy9xn7IfbjMiMsulS5fcfs6HJ5yPjWZENtGjRw+8//77GD9+fO5naWlpbgfKzWGXyqRd4jTL6dOnUbx4cdxzzz348MMPdbtR52095++2p0OHDrrkaRZvFZacxkCjdOvWLbciNWXKFOzbt8/Q/IicYu3atbqlxYsWomz5uwscNmyYokgoFDilDu+U30Hq6wPcl8jOpJSIi4vDzZs3g07HiHmd7MaNG27He+OYZsHZtWtX0GkMGTJEh0j8x+1sHWw0I7KJESNGuP08MjLSlPxVX4CEklGjRuWODbBgwQKsWbPGsLy4XYMXERGRZ3rs2LF5plNTU1G3bl3cc889KFeuHC5evGhmeI6SlpaGnj174qefflIdCoWA48ePqw6BDMQLUiJj2LFuyfLAPnztX2ZtSy352PGYsDquU/1lZWWhXr16eOKJJ/Dss88WuMY1Cstf4NChQyhcuDBmzJihOpQC7HysJScno2LFikGns2LFiqCWt/M6DHVsNCNyMBbO9jRp0qQ8059++qmiSOzD7Mq2lmNr6dKl+PHHH5GVlYUdO3YUGAja7HisRkvsI0aM4FsT5JYRZUDt2rXRr18/Wx9fVmCl9dexY0d06tQJV65cUR0Kkal4U9I7rh/7MGJb6XWestL5zk54/FnD5s2bsXjxYgDAtWvX0KlTp4DT0nIsOGH7B/IbXNdRz549ER8fr2kZ8m3KlCm4ffu2IWlLKQ3bd7mdrYONZkQ+XLx4ERs2bDB0TCQ7MKMyk5SUhIULF+aO60X6ckKF1JOoqCg8/vjjqsNwq2HDhnmmBw0apHseTt62rvr27as6BAoxgwYNQnJysuowSCfjxo3D2LFjUatWLVtekIZKWU/24ZRxXHlsaWPH8tMdp/yOUMRjVn/jxo3LM21Wj0ZOEGyX8z///LPH71hO/UbruoiLi1OSr1Ns3LgRzz//PJ577rmg37azKzaaEXlx+PBhvPDCC6hatSqKFSuG06dPqw5JEztVJm/duoVSpUqhfv36qkMJKU6qALDbQ7IzJx2LTnPmzBnVIdiaHnURveszu3btwvXr133OZ9RxuWDBgtw3kI1mp7qgak4uh53w24zcl3mcaKNyfTlhXyayIlXHtRPK3zZt2piSjxPWlZMYdT6ywnaWUqJFixY4ceIEzpw5g+bNmyMzM1N1WKZjoxmRF927d8+9qXLx4kVD3hChbLNmzcKJEydUh0Fkmn379mHTpk26VD7sfAPh7NmzSE9PVx0GKSCEgJQSs2bNQt26dTFq1ChTGhGIVGvQoAHq1q2Lli1balrOzmW9U1nhxgYZJysrC6NGjUKpUqXQsmVLbN26FV988QUWLlyoOjRb2rhxI5YvX46MjAzVoeSh53HMMkG7QM5toXI+3LZtG8qVK4dKlSrljnmulZQSP/zwAyZMmICEhASv86nghGPm1q1bhqWtel9XnX8wrLJvWSUOLS5cuJDnwdErV65gz5496gJShI1mRF6sWbMmz3RYWJiiSJxNCIGVK1eqDsPx7HiydqrRo0ejVKlSqFy5Mt59913V4eThrmJs5L7TunVrlC1b1rFjDGVkZGDAgAGoVq0aJkyY4HFd2vn4DOZiatOmTWjatCl+/PFHdO3aFbNnzzY9Bl/ssm3sEqdZ7LA+Zs6ciZSUlKDTuXHjBjp06IAmTZroEFXossM+Q+bavn07unbtin379mH69Ol444038NVXX6F+/fq8LgxAlSpVULt2bdSqVUt1KADMO+btfNPZqkKhvM7MzETdunWxY8cObN68OeBzfK9evfDhhx+iQ4cOKFOmjMcH1Nh4TO4Esy0zMzMRHR2NGzdu6BiR81nhnOFuu4ficc1GMyIT3b592+vTPaEqFAtfCm1dunTJ/XvVqlXYu3evwmjU279/PyZPnqw6DEPMnDkT/fv3x/r169GhQwdNfd5bocJstObNm+eZbtasWUDp8DwCTJo0SXUIjnPz5s3cv43ax1zzCFTTpk0xYcIEfPfddzpERFr07t0bX375peW7rGEZ6Z2n9dO2bVuPywR6vqLs8XuOHDkS0LK+6kZm1Z08PWRm9sNnoSAU6sPubN26Nc9Dhfv37w+ozjBs2LDcv6Ojoz2OTcT91Jrsuv+npaWhcuXKKFSoEJ5//nns2rUr6DRD5W1IHovWwUYzIpNERETg6aefxsMPP4xWrVqFZEEYExODxo0bqw6DXFh5P7RybHrbsWOH6hByqRoz5MsvvzQsX5Vat26dZ5pvguR19uxZ1SH4ZJeyqH379qpDcJzVq1djw4YNqsPwafny5apDCGkDBw7Epk2bVIdhGT/88AM+//xzbNy4Udd0VbxRHB8fb1iedqbHtgi0qzlyHrvUs8x2+/btAp/psa4OHTrk9vNQaZCwCn/LUdf1Y6d1tXjxYmzZsgUAcO3aNXTq1ElxRPrSa1ts375dl3TIGGw0IzJJp06dcp8UmjZtGvbt26c4Im2CvTjKyspClSpV8P333+sUEenhhx9+UB0CGaRJkybo1q2bLm8x2PUJt0BMmDDB0PQvX75saPpElE2vcqtdu3a6pKMHO90sCTV86+g3Y8aMwfjx41G1alVERkbqlm7O/m/EccBji8heFi1ahEcffRRPP/001q1bp0uaqampOHDggCFdydnhWkrPclDL77VK+WuVOKwm0H139OjReabzv2l27ty5gGPyl7dtevLkScPz90erVq0KfGaH8iJUsNGMyCT5Lxq/+eYbRZEY58aNG9ixYweuXbtW4LuIiAivJ0ZWUtTo1auX6hDcWrJkieoQTGXE/v/dd99h5MiRXrsWooI6dOjg9vNKlSqhfv36iIuLMyRfO3fnw4q9fxISErBv3z4kJyerDkVX27Ztw5w5cxAVFYWMjAzV4eju+PHjqkMgG7h+/brqELxSUU5LKS3V6OyNXc63ZMy+zLGc7Gf48OGIj49HbGws2rZtG/R6v3z5MkqVKoWSJUuiSJEiOHr0qE6RZjNzvwgPD0edOnXQqVMnTeOmct+1JqdeZ/nqfaVEiRJYsGCBYfn37t3bsLS1OHbsmOoQyAs2mhGRX3xVok6fPo1ixYqhXLlyePHFFxEdHZ3new7+GXpSUlKwatWqgJatV6+epbvEsVPldc6cOapDsI3z5897/G7z5s1YuHAh2rRpY1o8drl4tUucgdLjeI+JicELL7yAUqVKoUSJEl73NTsZMmQIXn/9dTRq1AiFCxfG66+/rsvbrfnFxsbqnqZWdir3icziq/zfvXu3KXFMnDgRWVlZpuRF+gi0TLVjnYPnD2OdOnUq6AcXxo8fj6ioKADApUuXPN5QT09PR6tWrfDXv/4VlStXxqVLl4LKV29XrlxBlSpVsHTpUowdOxbdu3cPKr3w8HBNeQfCjse0Kk4qS3ztWwcPHsTHH3+Mn3/+GcOHD8fOnTt1/f1axlgL9uFWrXHzmLAONpoROZiZhe3gwYNzbwJevHgR/fr1My1vsp7U1FSUKlUq4PGKsrKyMGnSJJ2jci4nVaDNkr983LdvH1544QWfy3kaPDsU3Lp1KyS72NXjXNq/f39cuHABQPbNHddB2e2sT58+eaZ37txZYB/xd/15my82NhYxMTHaAyQiAM66AePut7Rv3x5Tp07VNU3yTI/1xXVOVjJkyJA8057GCl27di2mTZuGxMREbNq0CRMnTjQjPL+NHDkSmZmZudNaejdyd0y2bNnS7+VdHwjTcnw7pSwwqgHVrtf5esSdmZmJd955Bz169ECFChUQERHhdf7o6Gi8/PLL+Pvf/45BgwZ5ndfIRq9QkZSUhIsXL6oOw1BsNCMiXcycOTPPtJGvUlNgzKyQhoWFsUsrDYLdNk652FCpc+fOSExMVJa/1behlBJvvPEGGjdurDoU0+mxbebNm5dn2vUmS2xsbIG3s+1s4MCBhqRrlW5U7MbqZQuRXoLpjtrTcWLG8WO1m3F79+7F3r17VYfhka/1ZbX1Sb7ZaZvl71Iuf2ObJ2b9Rn96MvAUi7vy7sSJE0HH5ItT6imjRo3SNH8g+4SKdWWV4zMzM9Pn2OP9+vVDZGQkrl27hn79+uW+PeqOmetSa15WWef5uf6O9evX4+mnn8bjjz+Opk2bOuY4zo+NZkQO5k9he/LkSWzevBm3b982ISLPnFrIhqqFCxeqDkEZq1ZyKK/8ffxv2bJFUSSeWWlf2rJlC/bs2eP2OyvFaTczZszAc889h0KFCuGzzz5THY6lLVq0SHUIRBSAtLQ0DB48GK1bt8aRI0cCTsep1wpW+l3dunVD6dKlUbp0aXTt2tXjfHqc91l3cC8zMxM//vgjli1bprnL0Vu3bmHRokU+38Ywg1O37507dwJazkrHuSd2iNHKjOqO2PVYcjcuckxMjOW6CVVBCFHgwf1169Z5nN91f5dS4vTp0x6HlPF0bBhVztnhWGzbtm3uA8ezZs2y9MM2wWCjGZGD+SpsV65ciaJFi6JSpUooW7assoYzO5wUiPwVyk+A2cm3335rSLqBbv9g+0o32v79+3VPU8/9NtCuYFVr0aJFbjc633zzDU6fPq04IiIi//lznurWrRv69u2LqVOnomzZsm5v+mnhT0NCZmYmjh496vcYO2fOnMHhw4ctdd41W3JyMkaOHJk7PWrUKKVv4AdK9TYMNv+GDRuibt26eO+999C8eXO/l8vKykK5cuVQr149VKhQAePGjQsqDjPpsc201il57VSQp+1Qo0YNzWlpWb+qj1m7SEpKQrt27Qp8/p///AfPPvtsyPf0pHU/yqlLSCnx/vvv41//+heeffZZbNiwwbA87c71uD558mSe78LCwgzNO3/PZmZhoxlRCGvSpAnS0tIAZA+0OWfOHI/zBlux9HVCYcXVeJ62Qf43bsh+tAzSTNkOHDigOgRbsXIXohkZGYY+9GHmjSe7HMtSSsTHx+ua5q+//qprenr65Zdf8OOPPxqS9uXLlw1Jl8iVynq2a3dKKSkpmsbYyc/TU+Cu7ty5g8qVK+OFF17A888/71e5+s0336BYsWIFul4zy4ABA3D//ffj2Wef9fhWt9HcdevmT1dvZrPjNaO/McfHx+OHH37InZ41a5bfDZcrVqzI84BTx44dtQVpc1a/ee1pH0hNTcXYsWMxbtw43Lp1K6C0MzIyMGLECLRs2RK//PKLz/m1dke7evXqgOLyl9W3nWo5D9dNnjzZ4zxpaWlo1KiRIfnbscz1R85+Fx4enlvHT0pKQps2bQrMa/Y6cOo6D9TVq1eV5c1GMwo58fHxjh+s0F/Xr1/PMz137lxFkZA3Rp80rTaAMWmnsiJhZUOHDjU9T1Zy3du6dWuBz1wHKg+G1saMffv2Yc6cObo3+lidlBLTp09Hu3btguq6KS0tDTVr1sSjjz6qY3T60/MmTJkyZXRLK79ixYrh3LlzhqXPMskcVr/pZ6X4Tp06FdByQgh89913PudbsmRJbpfLiYmJ+PTTT/3O4/vvv8fRo0cDii9Qp0+fRv/+/XHnzh2cPXsWffr0MTV/0pe3MjchIQGDBg3C8OHD3TaQuGukzH+97om7epaduY6lZcR5zCpl4rvvvotOnTqhY8eOeP/99wNKY9CgQejevTumT5/u1xhkkyZNcvu5VdaJKseOHVMdgluDBg1CRkYGZs+e7XW+QLsO9cWp+0XO75o+fXqez/O/QeU6r1msus5VxWX0W2zesNGMQsrEiRPxxBNPUM45jQAAIABJREFU4IknnlByM5XIinr27Kk6BEexy6C+ngTaTWBGRgYWL16MFStWWOb39O7dG9euXVMdhiN426b+7PNGNuxq6Zpx5cqVeOWVV9CoUSMUK1bMsJisaMqUKWjZsiUmTZqEN954A8ePHw8oneXLlxv+1HGoGTRokGFpW6U8tgN/bjaSWv68PZP/aXytb7Fq6ZpJD6NHj84z7W0MFrKnnHK4atWq6NevH3r06IEGDRoojspYwZ57hg8friktOz4gcv78+TzlzerVq/3uUtbVwIEDNc3v6aExPesLrHvoa9myZbZbp1Y/Jq3ci4odGbm9tY7vqSc2mlHIuHPnDtq3b4/MzExIKdG7d2/VIdlKsCcFX4UoTzqe6bVuuI7NYcZ6vnbtGho2bIiyZct67VbVTHXq1MEHH3yAWrVq4bPPPlMdTi6nPXlLBWmppDdq1Cj3DTcrdovnq/yQUgZcxri+bZGVlYXu3bsHlM6XX34Z0HLkWf6nXMl8cXFxePXVVwNe3uo3h6xk6tSpePbZZ1G9enXExcX5vRzrsebztM7N3t+d8AbFkSNHEBkZmTv9008/ITU1VVk8VhcKZaq7BjLXLmjN3h+CvTEd6DYL1f1ey/r6/vvvQ3Y9+Uvr/ufv+szIyMgd0ibYPLUKDw/HuHHj3L79pkIolMv5sdGMQoZeN8eMHDfFbnbt2qVLOqFY+DpFRkYGdu/erelNDzux6r7Zp08fzJ07F7t37zas/3ItTp48iRUrVuROT5482WPl0oqSkpJUh2BrgV7EqTi+EhISTM9TD5mZmWjevDl+97vfoXDhwgG/JebK9eadkVRd5Fuh/Lbym66HDx/GmDFjsHPnTtWhWMLgwYNVhxBSzp49i7Vr17LnD5vSo1zXUkbPmzfPkHRzmPGGjbvhIfypK1vhXKaaU9dB8+bNVYeQh6o3b9gY5B9V68mp93n8XZ8jR440OJKChBBYvHgxKlasiI4dO6JkyZKWHGM0FLDRjEijV199FRkZGUGnY8XKX3h4uKYxZrS8TWKXytD58+cRHh7Om+h+yMzMROXKlVG2bFkUKlQIy5YtUx2S7sx6wlbr8TFlyhRd83cVyLHqrksrdw8YWLEciIqKQtGiRVWHEZL02h+seD7V27Zt2zBz5kwAwPHjxzFkyBDFEZEv6enpeOmll1SH4dbhw4fx8ssvo3Pnzihfvjw2btyoOiTl1q9frzoEyzlw4AC6dOmC6dOnG3b+9jS2TjCsWNfwZtu2bapD8MjI86uW7fTLL7/4Pe/3338fSDiGCoV6SqCuXr2K3bt3qw5Dif3793v9nvuNsxn1ZpTexo8fj4kTJ2pezuz9V+v68Xf+Xr166ZKfFlJK1KtXL3c6OTkZ/fv3Nyw/f3n7zXqNVW41bDQjyxs4cCDKly+PUaNGKe3LNMeBAwewaNGioNOx6gXdiBEj/J533759uuRplXWxa9cuFClSBBUrVkTJkiUD6lM8lKxcuTK367u0tDRLvPFkBU68wLHzb/JVvvTr10/XJ7eOHTuG8ePHO67hPdgxzQIdK88fdt4//dWtW7c801a8KZgj//Zw7WrITGfOnFGSb465c+fi3LlzuqYZyDHjbplOnTrlvuGQlZWFKlWqoFatWvjxxx+DjpGc4cKFCyhTpgxGjx6Nli1bYuzYsapDCtq+ffvQqFEj9OjRQ3UotmGVazQtli5dqjoEJaxWF/InniNHjqBo0aI+x/Gz434YKH+66VaVty+u21zL/hhK29eVUY08Rmjfvr3me7GhsF3NPB5XrVplWF7uaD2nbNmyxaBI1J7f2GhGljdt2jRs374dXbt2tcyTsCtXrlQdgl8CKcR79eqF3bt3IyYmJs/nVquI+7J582YUKlQI//rXv/J0G+dN+/btkZycDAA4deqUZW4QWHFMs4MHD6J27dp5Prt586Zu6VtBeHh4QG/PWaFxn/Lytu/r8RBEfp9//jlef/31kLhYcDVjxgwUL14cderUwaVLl0zL127nJ6dz3e9jY2NRpkwZ02M4evSobg/2BErLmxHuSCkxa9YsNGvWTPdyyl19esWKFahbty5+/fVXXfMiexo4cCDS09Nzpzt37ux2Piue59ydE27evIny5ctjzpw5GD58uIKorEVKicWLF2Po0KE4ffo0APPPpYHmp2ecTqo/WPFY9KVnz56WHF9WJbO24507d7BgwQIsW7YsN09V+5Ad912zCSGUryenvUlk5n6fnp6Ovn374u2330ZYWJhuea5fvx59+vQxpMFKa4xGXj+o3PfZaEa20rRpU9UhhISyZcviv//9L2bMmGFannr3Jd+iRQtER0fj9OnTaNasmV9dauYf32X8+PG6xRQMd33gqxQVFYVXXnlFdRiGklKiZcuWAS1rl0Z1o6mu2Kt28ODB3DcxncDX9jx16hRatGiBQ4cOYenSpejTp49JkZGepJTo2rUrHnzwQZQsWbLAAzRaqRqvqHv37kry1dOSJUvQtGlThIWFoV69eti0aZMp+YbqWzihfs7Kz6wxD43gbltOnToVt27d0pyW3uMSqtjPNm3ahP/3//4fnnnmGSxfvhwAMHHiRHzwwQfo3bs3SpQogevXr2uKzUmNTWZhGVOQv29OcH/7jV77Ud26ddGgQQO89957aNu2ra5p652WU9mle8ZAWf1BjJz16e4+oT/1BS3bIyUlBYMHD8aaNWvQrFkz7Nixw/9APVi/fj2qVauGIUOGoGLFirqk6UsolsVsNCNbuXDhguoQbCWYQi0rKwstWrTQMRrzxMfH49SpU7nTV69exX333Zc7HowdJSYmmp7njh073N4w7d69e56nj53o2rVrbsfpyuHt2FKxrciaoqOjg1o+JSVFp0iMN2DAgDzT+R+6MLKSHYoVeKNERkZi1KhRSE1NxYEDB4Ju9DJy/EVvVq9erSRfV8He3HAdywAAmjdvHlA6Wo+PnLdOSBu73cwKNbGxsZqX0bt7VTNJKREWFobWrVujcuXKOHnyJM6dO4fmzZsjIyMDHTp0yJ03KSkJY8aMMT1Gu5+7PcUfTOMjy5HABbM/BVtftyPXnni+/fZbpKWl8U0zi7PDejpy5Aj69OmDH374QXUoPuX0DuSuN4dq1ar5lUag5U5OQ7Un7h7Yyb/9GzdunOe7Nm3aBBSLFnbYB/XGRjNylMTERHTs2BEff/wxDh06pDocr1RdKFi1oNNzfXj6jW3btrXtOENXr141Pc9y5cqhSJEimDt3bp7Pf/75Z9NjMZuv4+Ts2bOm5mdHdr8ZYjZ368su3WAIIZCQkKA6DNJB/reMZs2apSYQKnBeUD1GGznDrVu3MGTIEPTo0cNyPRlYzfz5833O4+0BK3fMqht9//33aNasGaZOnZrn82vXrmHXrl0F5t+xY4fp9TYtdV/Xec24ZtQ7vWAa2Fif9k+g23Lbtm0oXry4ztEYx6hrxlu3bim7HuXQBv6x+v2C8+fP4+WXX8aQIUPw4YcfYs+ePapD8kpKifj4eLffRURE4ODBg16XD6ZsPnnypNfv/blnmX8ohMOHDwccjztWOvdwTDMinbRp0wbjxo3DvHnz8Prrr+cOcq43q5+wcvAV+7zS09OxYMEC1WHYSkZGBho2bKg6DMs5fvw433wlnwK9IWS2q1everxo0Itd1oVqqn+7Hg21VrrIIvX7FAXu1q1bmDx5MmbOnOlXN+P+aNq0Kfr06YPhw4ejXLlyHm9W+nsch/r+9eGHH6oOwa0mTZp4/C7Ut5kqRp8bee7VJmd9tWnTBrdv31YczW9Uvu3FRjNz7dixA82bN8eIESP8mt/qZfeAAQMsdSz5IqX0Oga3a89Vocjq+5tZ2GhGjuL6GnBiYmKeN2SsVpG0WyEUFxdnaPpmrQ+7vLlhZVY7llQZPHiw4Xns3bsX8+fPx/Xr1w3Py6nsVtaabdq0aXjsscfw2GOPed2nfa1HPcuFbdu2aZrfaWVSfHw8OnfujO7du+ce+077jaHArg9WcF8LjBHr7Z133sGnn36K5s2b45NPPtElTdeHx06fPo0NGzbokq7VGbVfR0ZGIjk52ZC0zebuPO/p3K9H3cruZY3Wt8rIWIGu92PHjukcSXB8HVtGXtfombaW7RGqjWapqamYOXOmX+PwLl++XPm5xtfDO2aMqeWN1v032P1dZUOzKqF4fmOjGTmaUU/OeyoskpOTsXPnTly+fNmvdDIzM20zNtSwYcNUh6CLUH7bQa/fE4onS3eWLVumW1ruts2SJUvwyiuv4KOPPkLx4sUN6/7uzp072LRpE44ePQqA2zeUZGZmolWrVsjIyICUEn379sWNGzcMyUvLftWqVSvD0raD6tWrY8yYMRgxYgTee+89APY6H9kpViMdOXJE0/w3b940KBKyo+PHjyM8PDx3eu7cuYY8wW2nxl2zyhat55RQveEb6n788ccCn3nrhtHo/Zfn3tAQFRVlWOOJql6KWIb6R/VDtKHykI0Z7HrtGornGTaaUcgwuhIQHx+PkiVL4rXXXkORIkVw4MABr2ns3bsXzz77LB544AF06NAhqPg++OADhIWF2ebJIzPTVpmXnuwaNwXuww8/zL2IOH/+PCZOnKh7HllZWahUqRIqV66MYsWKISwszO18dt7/UlJSlOVt9fXm7iZ9ZGSk23mN+C2eLhhiYmJ0SWf79u2aY1ItKioqT/1h69atXse03L9/PypWrIg33njDjPDIQH/6059w69Yt3dNVOU4JBe7cuXMFPjOq23l3/L2hY9cbP97kHC9O/G3euPu9ntZBKKwbbw+rSSnx2WefefzOX6GwHvVgxHqy63nxtddeQ9GiRXH8+HFd01W5Puy6LUKNXm+8G0VFeRponnbY53l+ysZGM3I0MwujsWPH5g7oeO3aNXTp0sXr/AcPHsT58+cBABMmTPA50KQ3ixcvRrNmzbB+/fqA0wgVdjhBEQHZb4C5Wrp0qe55rFu3DhEREQCyG9CaNWumex6qzZgxQ3UIthYeHo7KlSujZ8+eXufTs2Ltq5yOj4/3q5/58uXLG9LYbCR3T5F6akiRUqJBgwYIDw/H1q1bPaYppcTevXv9yt+fc6Svbc2LrGyBrAdPDy4EIykpCXXq1LHVOBMqsH6Yl7/rwy7rLZDj0S6/jYLnblsPHDjQ4/xJSUma3g4OxTECzawXOok/vzU2NhZffvml7vkGu55ZzjqbEQ922Rn33dDARjMinXz99dd5pjdt2qRpeX8HAPXGn6c/nFC4b9y4EQMGDMDOnTvdfu+twuaE30/G86fS74R96eeff1YdguG2bt1qi21lVkNDSkoK9u3bh+vXr/tcLykpKahRo4bm85m/Atku8+fPx9NPP41///vfaN26NQDv6659+/YBx6dCUlKS3/PGxsYiOjra6zx37tzB7373O5QuXTrY0HLZ4XiygkCO6UAejli8eLHPeZYtW4YVK1ZoTpucI9SP21D//a60vFFmlfV25cqV3C7p9KwveUtrzJgxuuVjBjMfWLlx4wbeffdd/P3vf8cnn3zi9ma6VfYdvQW6nvVuUHIdn1IvKrYZu2a0Fm/jlqkcb88oqh70s8oDhpcuXfL4VrWK7SmlxJw5c/D111/j0qVLpufvDhvNiBzk4sWLqkPwSK+T7Lp161ClShX0798fFSpUwJ49e/QIzy2rnMz0wjHN/GfFSp9ZMemVjxXXYai7fPkySpUqhVKlSqFIkSJux1xyPb7nzJmD1NRUXfJ2V2546mrMWxnTqFGj3LFAp06diqioKF3iswp/GkBy5H8b1Z2chkWyh0DKzfr16/s1X4cOHTSnTXllZmZ6/M5p57xQqOvpxQnryur77+LFi/HEE09g5cqVuqZr9d8NWHP/mj59On766Sdcu3YNs2fP1nWcZ7N89913AT0U5mmfkVIiJSXFY6OD1d/e1eNNs0CWZ6OZtRj1oGR+dih7na59+/Z47LHH8OSTT+Knn35SHQ4AoH///mjUqBF69eqFkiVLmtotuSdsNCNyMLucjLRcDDRu3Dj378zMTLRr167APN5+d7DrJCEhAW+//Tbuu+8+VK9eHTdu3AgqPTuy4sWb3Rl9rPbp0yeofLnNnWHcuHG5YyDEx8ejV69eXuf3Np6Hq19++SWgGyaLFi1y+7m7/fLUqVN49dVXC9y0btOmTUjsn+5+o5a30oLJRyu71D2MZlY3RXrfcAqF4ylQFSpUUB1CwKy8XYsUKeLXfMH8Bi3L5sxr5XVmFiPXgda0k5OTQ/JBED3OqbGxsbhw4YIO0WTr3r17numPPvpIt7TdMWo/fP/993VJ5/bt26hduzYeeughvPjiizhx4oQu6ZpJj0azQLDRTH+JiYlo27YtqlevrrlXmd69exsUlfUEW66Yfbzomd/x48dzhzBISUlBixYtCsyjog7k2i3ypUuXMHv2bGWx5GCjmcUJIbiNiFzEx8fnmf7ll18My8vdiWnu3LlYs2YNMjIysHbtWsyZM8ew/Mna7HRjeMiQIbh8+bKpebqr3FitL3RfXdt5cu3aNfTr1w9Dhw71Op+WfcSM/Sl/vDnj2RmlRo0a2Lx5s+bl3K2LwYMHY9euXQU+37JlS0CxOUGpUqVUh0BeGHGBZ6fzjt34s249dQtultKlS6N58+aGNJjn527/nTx5coHP9Ngnf/31V7/ms/qbGv7wN7ZVq1ahc+fOur9ZpZWneFU9YBEXF2f6zbMzZ85gyJAhWLhwoV89p1ht/xsyZAiefvppPPXUUxg1apTqcAKix3ir7uj18Ovy5ctz39SIiooqMGyHHaga04yNZvoaPHgwunXrhilTpmDt2rWoUaOGZbq5sxs7Pjjz9ddfY/fu3T7nW7hwYZ7pK1euGBVSUPbv3686BDaaWY0QoqoQ4nshxFkhRBqAO0KIeCHESiFEAzMa0YQQpYUQE4QQh4QQ14UQqUKIU0KIZUKIT4QQfzA6BiP4W+itXr0ahw8f1iXPa9eu6ZKOE/ha/2b1Tx9sZTD/m21mdXfkrUsgf7F7RnsLdvu5u9ln5oV9eHg4nnzySdPy80ePHj0CWq5SpUoYNGiQI5/G0/P4Xr16NSpVqqTLjeawsDCP34VqmRTs8RsXF4cuXbrg6tWruqUJhO720IORZTJvmtiLu5u5J06cwMyZMzFy5EgFEQGffvqpknxDUc2aNTFmzBj873//w/r1603JU0vZbbWGoWB5+j0JCQkoUaIE+vTpg/r16wc8zplZb0nml5ycnNvbhJQSXbt2xe3btwNOj9zLfz9gxowZBebxdztKKZGWloaUlBTT61N6Htf+3rtgo5m++vbti2nTpuVOSykxbNgwXdLWY7gVdw/fqBLs77Hi9U6vXr1Qrlw5tw+a+tK6dWv897//RdGiRTF8+HCcPXvWgAjth41mFiGEeEgIsQzAOgANATwN4H5kb6N/AqgBYD6A7UKIRwyMYTqAPQDaAXgRwMMA/gDgOQDvAggDEC2EqGdEDHoL5MRfo0YNlChRAnPnzg06/xEjRgSdRjCsWJC7M2TIENuN12S2//3vf6pDICrgzp07GDp0KBo2bFjgu/zH2ueff25WWH4LdAyGQ4cO6RyJs7322mto1qyZYenb5VwXqMuXLxt27ho9ejRq1aqlaRmnr+9QF6rb10q/Ozo62utYdYMGDdKcpl3rv4Fwty2t0iAUyH7WtGlTAyIpyOx9xErHnCdjx45FYmJi7nSXLl0MzU/vbVC8ePECn1l5DHRXrvuHP/tK27Zt0aJFC8vc6N24cSOmTZuW+xC1lvHbH3vsMTz00EP44osvjAyxAL32v9jYWIwdO9avedloZjy9HprSo8w28uEbT+MJehPMb9LjeImJiQk6jfwyMzPRtm1bzctNnToVx48fx7Fjx9CjRw+UL19e99jsiI1mFiCEuB/AWmQ3SvlSFsBGIcTfdY7hDwDWA2jux+xPAlgghBisZwxWkpWV5fYmsFYHDx70e16zuvGx6kXz0aNHTcnHqr/fl5iYGEO7oiTj2OGmQKCGDRuG3r1753lTxZNQbGjSUt5YcT/RM6ZQHP8xx7lz54JavnTp0khPT9cpmoJ27tyJuLg4w9IPVUYc01YYEJvc03N79+vXT7e0AmXFc5I/4uPjbVvX90TPsagA+25bo1y5csVjd9We3pT3tA6vXr3qdrxtVU6fPl3gs+rVq+Ptt99GREQEhg4dijFjxjji3PLDDz9gxowZqFq1qiXKgCpVqqBVq1YoWbKkpu7pu3btmltnPnDggFHhFSCl1K0By98GM4CNZmbwdTxkZGSgX79+KFOmDCIjIz3OZ/W3VHv27Klp/uTkZIMi8U0Ige3bt7t9sMETLceKmWWH07HRzBqGAXjNZToCQDUAfwbwEIAyAFxfeyoKIG8npMGbgewGOQC4DKATgP8A+Ovd/JoDOJZvmd5CCHP6piNl5s6dq6kw98TXyVrvC0In2rZtW1DLB3MB4XqSDoWLbSt2h3HgwAFERUUFnIcRv6lv3766plekSBF06dLF0AYCM+nRrSr55mvfTkhIMCmSgnbs2IGiRYsGnY7Rjc4pKSl+z2uFm1F2EEiZ62vdWqExxamstF8vWLBAdQi2HT9MRdeVxYsXR/Xq1XHmzBnT8w6Eu20WCnV7d3XLY8eOoWjRooiNjXW7zLp169x+7mm//+STT9w2wFnpOImOjsaaNWtQoUIF9O7dG507d0bjxo19Lqe1ThvsPuW6zrSsv5iYGEuMg5MjNjYW06dPD4ljLMfo0aP9npeNZuotWbIEgwYN4gPa+Rh9zLZt21ZTg/rVq1dx69Yt7N+/H9u3bzcwMuuwwrmTjWaKCSFeAODa8LQeQEUp5XopZbKUMkVK+YuUsiGA/i7zVRRCaOtPx3MMbwL48O7kKQAvSSnHSiljpJSJUspjUsqZAIoBmJJv8RFCiMJ6xGGU1NRUZTfMtBzkZhUIni4KPGnUqJGj3hCxQsFrR5s2bfJrvm+++caUAepDVaNGjQzPQ68KYiDp/Prrrxg9ejSWLl2qSwyqrVmzRnUIIcHXvvbwww+jdu3a2Lx5s0kR/eazzz7DzZs3Tc9Xq9OnT2u6cPPm4sWLAfWlr8X+/fvxyiuvoHDhwli2bBmuXr2KM2fO8BxP5IGncnLNmjWoWbMmPv/8c8uXVf4c3zNnzgw6n44dO6Jp06Z+Xz+eOXMGa9euNbzrPqPpVf+Li4vz+OaWSu7eeL969SquXLlieN61atXC8uXLDc8nUAsXLvTZKHb9+nWTogmea5eaVhAeHq46BJ+klErqUGw0M56v7dqgQQOTInGeYM6bhw8f1rxMqVKl8NJLL7HrRBOx0Uy9PvhtOyQAaCyl9NQZ6yAArq8ZDNApBteO8RtJKd2+8iOlzJRStgWw2OXj+wGY29myBmvXrsXjjz+Ohx9+GJ07dzY0L7s8PVSqVClNXTBY6QaUHk+NWen3aBXsPhbM8q7jKXhL57PPPkPhwoVZATZIZGQkUlNTA1p25syZBfZ/qx4Pelfe9WoM0GrVqlV+z3v8+HHd88/IyMCMGTMwbty4gLqgsMt5zR/Lly9HpUqVTM/XLt1jvPXWWyhevLhuY4G8+uqreQYi11vr1q2xZ88eREVF4b333sMjjzyC5557zrSxf/xhxJtmZF123XYLFy7EqlWrMH78ePTu3Tv3cyeV/4GYNWsWvvrqK03L/PjjjwZFYw49upTeuXMnChcujAoVKvhMY+rUqWjQoIHb+qnTxMTE4JtvvlEdhlc5126exjzr0aOHsp4grFQeuYvFVwN7SkpKwOMom0VVo5nTj30rsOI6tmJM+fmKUcUx8+uvv5qan2paX/gwAhvNFBJC/B+A91w++k5K6XGURillFrK7csxRQgjxfJAxPA8gp5n6ZynlDj8Waw/AtUPbBkKIPwcTR7CysrLcPsGzbdu23CeNrNDViRVcv34dc+bMUR1GQDp16hR0GnY4QRslmN9+/vz53L99XbhY9QlTLfxZV5cvX/b43datWzW9oall2wTauLJ8+XJN3WW4CmTfsdKxZocbWUa8ldamTRu0aNECHTt2xJtvvunXMq7Ht5W2IRkvJiYm6PHXXLVq1Uq3tPLbs2dPnumcm32zZ8+2TLdMVrrJR+RPeT5+/HjN6Zq5n/OYMo5e5/t27dr53ePEhg0bsGDBAjRv3lzTQ0ZO3g9Ud525d+9eFClSxO13YWFhpt5PmTp1KoQQEELgp59+Mi3fQPhqTFy7dq1JkQSOb5pRKHLy+cQbPa/3jLR69WoAarcTG83UqorsN7VyzPZjmXkAXF8TqhtkDK6NblP9WeBuw95ql4/uBfBmkHEE5aOPPkLFihVVhuD2QLbqDcdgxkVSacuWLapDIIc7f/48Vq5cibi4uKDSeeONN1C8ePGAbkD58tJLLwW8bNeuXXWMxD7atm2rOgQlZsyYkfv3vn37FEYSHF9dJ4XqBY8qVl/fCxfqPeyveYyuNyYlJWH37t1e57H69jWKVevsVmeX9Raq+7UWwa6jd999N+C6RsOGDYPK2x+PP/64bmk5dX/q1KmT17em/Bn7zAiff/65knytTu/yl41mzqT3dj169CjCw8MdMXa3t3Xj1HIeAKZPn646BNtgo5la5Vz+TgLgsw8fKWU6ANdHaF8LJgAp5WoAYQCuAPD/ES9gQ77p4sHEEYyYmBjT3yIzokKRUyinpqYiI8NTD536sMsFrhFC+beTd8eOHcOLL76I//3vfyhRooQuaVr9Ii/Q40FKiV69enmdx8kVTSOwbPJs8uTJXr+34r52/fp1U24CUkHuxq0x2/nz5y3ZPWPx4sVRtmxZQ/Mg/2VmZiI1NdWS5b8Vy1XShx7b1t0+G8zbQGaMQWWHm/Pbtm1TlrcQQmn+dmGl8trfMcf9FexvC6RsscNxSb+ZNm0aXnzxRVSsWBFvvfWWpY4HO2EdSxuV+xkbzdQq5PL33rvdL/q/XNIBAAAgAElEQVTDtU8aPe7stgMwUkp5R8My5/NN/0OHOPxy4sSJPNNWeXo+2IIvKysLTZs2xYMPPoh///vfluleiKxD5ck1FE7sPXr08HvQ91AXGRmJr7/+WnUYtnf+/Hns378fd+7cCXjctbCwMDzzzDMoXbp0QAMK5+d6rFvluPc1DqdV4nQ1cOBAzJ07V3UYIenbb79VHQJeeeUV3LmjpVptjjNnzqgOwbG0luEnT55EsWLF8OCDD6J27dr46aefsHTp0qAfnMvIyMjTpbZWvo6fq1evIjo6mmPf+BAVFYXw8HDDH4TUi6fzqBXXuRXP+Xrp3r276hB0Y8V9x2n07GJNj+4ZA1mejWbG0/NYbNWqVW56GzdudHxPUN7Gkg9kvPAcLB/tg41marl2jXhaw3Ku/YY9Fex4YlLKVCnlcI2L5a+tmrYvDR482KysPDKish4REYFZs2YByK4AdezYEefOnQvqtedQLYy9bR8z10lGRgaWL1+O9evXW2Jb6BXDzZs3dUnHalauXGlIula+uHe3T/izn3Tr1i2gtOk3P/30E55//nm89NJLuP/++zFlyhTNaVy7dg0tW7bEuXPnsHfvXnTu3NmASCkQ48aNUx2CYXhs+3bx4sUCD3lpEWgjOgXO7HP1sGHDcOzYMQDZ54N3330XderUQe3atQNOMzk5GRUrVsRTTz0VcBpt27bFxYsXPX7/3HPPoVChQqhVq5Zlb3a6q6eauX3nzJmDF154ARUrVkSlSpXyrCenlJ9Wrtvaiet6dOr1FRlr586duqXF7hmNIaXMHZvJadavX5/7tx3Pb8WKFfP4XUpKCl599VWP33fo0IHnQpNwTLMQJIS4D8DTLh95vjop6HK+6ceCj0izJ/JNB/5Io0azZ/sz9JuxjBikNzY2Ns/01q1b8cwzz6Bq1aq8eaIjTydzIxpj69ati9q1a6NatWp+NTJQ6FJVyTx69Khf8+Uv36z4BoXdNGnSBLdv39a8XHR0dO7f06dPz/NgxYYN+XtOJiI7Yp3BfEach2/duoV27dqhVKlSGDhwYJ7yetq0aW6XWbVKS2/5ec2ZMwcREREBLw9kr4cxY8Z4vK7JubG/cuVKbNy40XI3ya5fv44DBwqOeGBmnI0aNcrd1tu2bcPPP/+sa/oHDhxA1apVUa1aNRw6dEjXtEkdFV3jGclTPLdu3fLZg4BReTvN+vXrUb58eV3S0uNNM3bP6F6/fv1Qo0YN1WGQRg0bNvR6jr148WLAx0yolFFOwEYzdf4B4B6XaS2PFuUfrEFFo9kb+aZ3aFlYCPGkt38AHtUvVHvbvHmzrQe1txp3J7aUlBT07dvX7eeBOn78eJ6+/UeNGmXrwVKllGwocaCtW7cW+KxWrVo+l/Ongli+fHl8+umnfHLWg0C7AnUtq9LT0/UKx9asdNN28+bNqkPQ3axZs7B8+XJLrWenylnHkyZNUhwJ6WHq1KmYNGkS9u3bhy+//BJr1641LC8pJT799FNd0kpLS/PreM/pIYO8c+3JINgbZVJK1K1bFxs2bMD69evxwQcfsGy2Mddt52k7mnVz1Yx8hgwZggcffBD//Oc/DevhI5TMnz9ft0YnVeVIKDSaWaGnLKMMHTo0oO7oed5yJtc3D52CjWbqPJhvWsvjNvnvkj0cZCyaCCEeAuD6qEQsAK2jxsb6+LfH86IF4tGYtXn0OhnofaIN5ZOUu9/urT/wQN9szOlyx1WwlUJ/9nUpJaZNm4YOHToU6K4h2O3uxJMgFRTsU+o5jh49ismTJ2PUqFG6pEfZXBshjS7LrXx+tapOnTqpDkF3TZs2Re3atdGzZ08A3C+MFMr1Myfq2LFjnulGjRoZlleTJk28fr9v376QvkmtstxKSkrCF198gU6dOiEuLs73Al4cP34cp06dyp2Ojo7G6dNaRnkgPVixrLZiTPn16dMHUkokJSXp1shP+rh582bQ+9DGjRs1LxMKjWaqGV02NGnSBFevXjU0D7KHatWqBVQOWBkbzdR5KN+0llGC8zea/T7IWLTqhLzxD5B2qKWRUlbZRbTG8cknnxgTiE6klBgwYAAeeeQRlC9fHt26dUOrVq0wYcIEVKhQIc+FdbCceDPYDP42djpV//79VYdAZJqDBw8iKipKdRiGGD5c6/C3ZEfuurYjfVy/ft2QdE+ePInvv//e53z+vEkOZNdJ2Diun3nz5uGrr77C2LFjUalSpYDTyczMdHtdorUniF9//bXAZ57qoR999BH69++f+2b7hQsXsHfvXmRkaLl1Qf4ItWMu/9AURkhPT8f169d1u87av3+/Y3vQeOedd4JeT4GMrcxGM/vLzMzExIkTHX0/g/xXpUoV3dNUeX68V1nOlP9NMy0lTP4+3h4IMha/CSGeBtDV5aMdAMICSMrXCNWPQsPbZk7HE5Cx7LJ+3Z0sDh8+nNsocfnyZWzfvj33u8zMTPTu3Rvz5883K0TSyY4dmnq8dbykpCQMHTo04OXtcoxrZUQF0jVNq6w3u92cK1y4sOoQHGvPnj14+eWXVYdhGKscc2vWrEH16tVVh2Eqq6z7QERGRvo1n96/MTEx0dbrzU6klIiIiMDu3buDTqtly5Z+z3v06FEcPXoUGRkZeO211/D+++8rH2s7MTFRaf560lLnunHjBk6cOIFChQrhz3/+s+6xOO1YPn78OGrWrIkTJ06gYsWKuqTpbjgHpzhz5oySfNloZjwzjm3V5wVVQu1hB1VUnp/YaKZO/rPDPW7nci9/I5kpZxohxL0A5gHIqaVdBlBPSqk5fynleR95eV3+yy+/xOzZs5GRkYG//e1vWrM3hLuYnVb5dAJ328nOF19ffPGF1+9db6Rwf1RD61h2mzdvNuQJHT2ZvS81adIEy5YtMzVPO3D6MX3lyhU0b94cK1as8DofL1hCR7du3RAeHq46DMdr3LgxLl++rDoMsrhVq1YV6ILSqkaMGKE6hKCUL18eqampfs0byFjYvs6jQ4YMwSOPPGKJG6Nz5sxRmr+U0pAHEhctWuTxu+PHj6NixYq4ePEinnvuOWzZsgVPPZX3GWTWhfL66quvcOLECQD6jTe7atUqXdKh37DRLPTExsbio48+Uh0GkV/YPaM6+Wu992lY9v5807eDjMUnkV0Lmwmg3N2PEgBUl1JeMDpvdwYOHIizZ8/iwoULOHTokIoQTBXojVFPy5l1o7V37944c+YMEhMTMXHiRFPy9MXdb/e3uxorkVIiMzMTt28bfviTyZo3b+64C4hgx8NzWoOZr0YglerXrw8hBF5++WWcP+/1+RbDjRo1ytLrKlSpbKzdsmWLsrxDyZUrV1SHQIr5ewP+66+/NjgSArJ7IPDUdWqtWrXQv3//3G4aGzRoEFAevrZ5fHx8QOk6zYwZM9C2bVvd023RooXH7/r164eLFy8CAE6fPo1hw4bpnr/TBDouOZnL6Q8AWoHV1vHXX3+t2xjqdsWHHOyDjWbq5G80+6OGZf/gIy0jjAGQM3r1dQDVpJT7TcjXNox80+zs2bN+z3vs2DH07NkTYWFhXvN315+93oYOHYqSJUuiRIkSuj3hFax58+ahcOHCePPNNxETE4MLFy7oPnDpkiVLUKdOHV3TdJWUlIR33nkH9957r+MG2iRYckD3YMsyI24u2JmVG+pz3i6JjIzE+PHjlcbCm0IUaqx2Y4PsQeV+w3qoetHR0RgwYAAmTJgAgOWI0bR0b+lLmTJlcPbsWa9vUAshCrw9OGnSJN1iIFLJaQ+Kkm/ffPON6hB0o/fLDeQexzQLTUn5prV0TP33fNOG9p8ihBgF4PO7k3HIbjA7amSeTqHXhaSW7t1Kly6d23XGP//5T7fzxMXFoVSpUrrE5ktCQgISEhJMycsfR44cAQBERUWhU6dOut+UvXjxIj744ANd08yRc7JYsGAB1qxZY0ge/uTvJHv27MH+/ftRtWpVpXE4veJ08uRJ1SGEHKfvU64GDRqkOoSQovpcULNmTaX5E4UC1ce5O3Y4r6WlpSnLu0uXLujcuXNAy27cuNEW69dpjh8/jsaNG2Pbtm2qQ/Fb/fr1VYdADsJGM+N5K9sXLFigSx7Dhw/XJR272blzp+oQPEpNTcUf/6jl3RzjrV+/Hnv27EGNGjVQvHhx1eH4hY1m6sQju1vF39+dflLDsvkH8YrTJSI3hBCjAXS6O3kc2V0ynjEqPye6efMmHnroIdPyc+1r3tN4FHqdHK3o8uXLePfdd/2ad9WqVbo3mg0bNszwbjFbtWqlSzqhbs2aNahRowaysrIMGVDbycy4sZKRkYF772U1xZ20tDQkJCQgIyNDdSiWcO7cOdUhhIzf//73Sm8KA84eU4Q3rckquC8G5uWXX1YdQsCs2NNBKNi6davqEAD437ONv2PmWbHhnayHjWbGk1IiKysLK1aswJ07d/Dee+/hnnvuQWpqKpo1a6Y6PFubPHlyQMuZUT527NgRU6dONTwffy1fvhy1a9cGAAwYMAD79+9HZGQkEhMT0aRJE8vej9P1bpQQwv/XYaxDSilNvysnpZRCiNMACt/96N8aFn/a5e80AJd0C+yuu2OYTQTw6d2PdgOoIaW8pndedpeRkYGff/4Z6enpbr9PTEw0tdEs1A0bNgy7d+/2e349bgpERUWhc+fOuH37NmJjY4NOz6qcdgOlcePGuRX1pKT8L/+qwW6OftOrVy+MGDHC0Y38gVi9ejV+//vf+56RyACqG8yIqCCn1c/s7PDhw6pDCNjy5ctVh0BumHV8FypUyJR8zKDXDelt27ahQoUKuqRF7rHRzBytWrXCjBkzAAB169bF4sWLsWzZMqSmmjHSD6kwbdo0SzWauY63mp6ejqJFi+ZOz5gxA/v3W3P0J70bi/g4iTbR+K3R7EUhxP1SSvctL3m59qt3SEqp66PmdxvMpgDIeZ1lM4D/SSlT9MzHKd555x2sX7/e4/d79+7FE088YWJEoW306NGm51m4cGHfM4FP3FnNlStXVIeQK+eC+LPPPlMciXWMHDkSxYoVwyeffBJ0Wjz2iMgO2Pihjl7r/sKFCzh37hxKliypS3oqSCl1H++XiAIT6JsMWmkZDsLq3n//fV3SqVixIs6fP49HH31Ul/SoIDaaGS8lJQU//fRT7vSSJUsQGxuLO3fuKIyKVMjKygq4G2fgt7rypUva39u5ffu2x+8OHjxombeu8/udAWnKu/+szgoxRrj8/QDyNoa5JYT4PYCiLh/t1TsoAGPxW4PZBmS/YcYGMxc5hUVkZKTXBjMAaNeunRkhkQ0Ee0Mm2Bv/qvMn344fP646BEtxfRswGKF4IzoUfzOR3fHmkb1t2LABTz75JF577TX84Q9/cDvP3r17sWPHDpMj0y4mJkZ1CAWwHkqhaOjQoapDCEhYWJiyvPVq9M/MzLTt+rcL1nuMl5CQUOAzdm0fmnbs2IFx48YFlcaGDRvw/PPP6xTRb6KjozUvc+zYMd3jyM/IbglbAbBq0/X9AL5VHQSAdQBGuEw3AOBrJMEPkHe7rdYzICHEVwA63J1cB+BdKaXnJuEQlpSUhMGDB/ucz8nd9QFAhw4dsGvXLtVhBGzJkiWqQyAbu++++1SHYIpt27bhxRdfxGOPPQbAfg0y7HrCfjZv3qw6BCIiTapWrepzntKlS+uS17Jly/DSSy/h6aef9j2zRlZtnLJb3cNuuH5JLxkZGYiMjFQdhi5++eUXHDp0CP/9739Vh+JIbDQzHst2yvH5558HtbwQAq1bt8bNmzd1iig4b731luF5GNFoJpD9Ftd3fnY1aDohxAOwRqPZYQCnATx3d/ojIURfKaW3wXVcX1tKBLBWr2CEEH0B9Lw7uQbAe2wwc+/GjRsoUaIEB0wGMGHCBNUhBKV///6qQyAby8jQtXdcyxo8eDAmTJiADRs26HbDj8ibSpUqqQ6BKKSlp6fj/vvvVx0GefDee+/hL3/5C7Zt26Z72rzBRkTBcNJDw7t370bx4sVRqpTPTqFIg927d6NMmTJsNFPIqg/IkH6klJgzZw5iYmLQuHFjXbrkPHXqlM956tevjz/+8Y8YOnQoHnvsMVsf50Z1z2gXSmOV2VckrgMw/R3A157mF0LUAPCKy0dhejVMCiE6Axh4d3IVgNpsMPNs3bp1bDAjWzhx4gTGjh2LlJQU3gShoCQmJgb9dBKZh8c7kf1Y6bidN2+e6hDIh8TERHTr1k11GOQQvIFK5NnevUaMihK6unfvDoBvmqkipbRUnTPUmHW+HTFiBBo3boxBgwahZMmSuH79elDp+bvPLFy4ELNmzcJHH32EhIQEvx6G9bZOVNZPjGg0s1NtywqxzgBwwWW6jRCio8i3Vwgh3gTwnctHCQAGeUpUCNFfCCFd/n3iZd42AEbdnVwH4KPsj8XvNfwLjT7KiIKgakyxTp06oXr16kHlHUz+5JtdKq0547CcOHFCcSRERM5jpXPBp59+qjoE8sPatbp1OmJ5ejwhTeQUq1atwooVKyzT6JCQkIDk5GRLncfIurZu3QqAjWYUmhITE03Jp0ePHrl/37x5ExcuXPAyt/7Cw8MRFhaGLVu2mJqvnvTunrGpy99WrtXeQd5YlZFS3hJCNACwGdnbQwAYA6CVECIcQCaAEgDKuy4GoJ2UMrhmYgBCiMcBfOPyUTVkd/uo1WwAnwQbDxEZIyIiAlFRUarDIIcI9iklIgIHl6cC9u7diylTpqgOAwBw69YtSCn5wIwNhMpNaj0eACPPQmU/coqaNWsCAD7++GPMmTNHcTTAww8/DAB47rnnsGLFCsXRkF2w3DGeu+Ekhg4dyrcnSbNArgk6d+5sQCTm0bXRTEo5W8/0jCKlzEJ2I48lSCkj7r4JNg3AH+5+XPjuvwKzA2gjpZyrU/b3wxpv3BGRwYJ9soSVWiL7iIuLUx0C+dC7d2/VIZAFtW3bVnUIufbu3ctxLG3g9m32qE8UqubOnYtRo0b5ntEkp0+fxqxZs1SHQTbBN82Md+jQoQKf/fzzzwoiIfLMqg/pGdE9ozJCiHuEEK/4ntN67jaClQWwBoCnM8dhAG9JKaeaFhiRDZw5c0Z1CH4pX748evTogfR0XYYi1IyNXtYlpUR0dLTqMMghEhMTUaxYMdVhEJHNLViwQHUIprFzHal169aqQyCLuHr1asDLWvWGFfl2/vx51SHkMXLkSNUhkE2w0YzIPlTVlVW+FWmJRjMhxL1CiJl3/80IMI3RAK4D2GnjhrNDUsq3ATwD4H0AnQB8AaAFgOJSymJSyvV+ptVfSilc/s3yMN+ZfPMF+u8TfdYCkXaDBnkc3s9SIiMjMXz4cISFhQW0fLAXs6yUWteoUaNQqFAh1WH45eOPP1YdAvkwbtw4JCQkqA6DiGxu4cKFtm5MChXuul6i0DR9+vSAl2Wjmb1x+5Hd9O7dm/cniMirxYsXY968ecryt0SjGYB7kD0eVhMEPi7WWgB/uvt3y+BDUkdKeV5KuURKOVZK+ZWUcoaUsuA7tUQEAJg5c6bqEDRp06aN6hACwosx49ipgUNlpYX8s3HjRtUhEJEDnDt3Drt27VIdBpns2rVrqkOgAPXq1SvgZdlAbl9t2rRBUlKS6jCINBk6dCgbzYjIq/r16yvN3yqNZjkCviMrpVwL4OTdNGoJ3t0lIiKiEJSZmak6BCJyiFDqopGyzZ8/X3UIpAAbzewrMjIS3377reowiDRjoxmRfahoZlFdRlit0SxYEXf//zuAoioDIXI1Y0ZAvY6Sw925c8fU/HgxTBQatm/frjoEInKIRYsWKb9gJSLj8ZljIjIb6xdE9mHk/USr1kGc1miW6PL3C8qiIMqnRYsWqkNwPLs1CJ05cwYlS5bUtIxVTyRERETkTHFxcYiIiPA9IxEREZEGbDQjIitzTKOZEOJPAKq5fPSIqliIyHyNGjVSHYImI0eOxNGjRzUtM3/+fERHRxsUkW9stCMiIgo97KKRiIiI9MZGMyKysnvNzlAI0djNx/f5MY/b5AD8BcC/AdQB8LjLd38IKEAisqW5c+dizpw5qsPw26RJkzQvExERgUKFCgWcZ7CV0l9//ZUNZ0QW169fP9UhEJHDLF68GOPHj8c999yjOhQiMsiUKVNUh0BEIYaNZkT2YeS9QKveZzS90QzALADe+lETAMICSFfkSzcqgDSIiIiIbGvQoEGqQyAih7l8+TK2bNmCSpUqqQ7FMHbr5puIiMju2GhGZB+hWFdW2T2jyPcv2LRc/18CYHmQaRIROUoonuSIiIgoeOyikYiIiPTE+xNEZGUqGs3O3f131uXfubvf5ZSY+RvUvP27AyAOwC8ARgJ4U0pZT7L0JSLKg8UiERER+ePZZ5/NM71kyRLcuXNHTTBERETkOJmZmapDICLyyPRGMynls1LK51z/Afjv3a9F9izydxr+/V5K+aSUsqyUsruUcqvZv4mIiMguevTogWvXrqkOg4iILKxevXp5pq9du4ZNmzYpisZ4fLCIiIjIXOyekYisTGX3jK54lUJEXvEppODxhhABwPDhw1GjRg3VYRARkYX961//wssvv5znM3bRSERERHphoxkRWZlVGs2IiLyKiIhQHYLtsdGMcuzevRtnzpxRHQYREVmUEAL169fP89nSpUuRnp6uKCJjCRHsENtERESkBR+MJiLAuvVwqzSaZQKYffffd4pjISILcupNGiJVEhISVIdAREQWlr+LxoSEBKxbt05RNEREROQkfNOMyD6++eYb1SGYzhKNZlLKDCll05x/quMhInJ16tQp1SHogm+aERERkb+eeuopvPbaa3k+c2oXjawjERERmUvFm2Z9+vQxPU8iJ5g3b55hafNNMyIim0pMTFQdgi54Q4hcxcTEqA6BiIgsKufiNX8XjcuXL8ft27dVhEREREQOouJNs3vvvdf0PInInizbaCaE+D8hxMdCiMlCiD1CiFghxC0hxGUhxAEhxHwhRGMhxD9Ux0pE1rBjxw5D02f3AeQk8+fPVx0CERFZ3Pvvv5/n6c/k5GSsWbNGYURERETkBCrur/zud5a9DU5EFmO50kIIUVwI8T2A88ge36wVgFIAngDwAIC/AygGoB6AMAAXhBBThRBPKQqZiCzis88+MyztpKQkVKtWzbD0zcA3zYiIiEiLxx9/HK+//nqez5zaRSMRERGZR0X3jFbtBo6IrMcyjWZCiN8JIfoC+AXARwB+DyCnNMt/pzdnWgC4F0BzANFCiJZmxEpE5vOnwefAgQOG5C2EwPz587Fx40ZD0idSIT4+XnUIRERkUa43lerVq5fnuxUrViA1NdXskAzFB4uIiIjMxTfNiMjKLFFaCCF+B2AxgP4A7kN2Y5hrw9hVABsALLr7/ynkbVATyH4LbYoQor9ZcRNR6GjTpo3qEILGG0LkyujuTImIyBnq1q2b5yZTSkoKVq1apTAiIiIisjs2mhGRlVmltGgNoPbdvyV+awibD6CMlPIRKWU1KWX9u/8/D6AIgBEA0vIt01cI0dD0X0BEhnrrrbdUh2B7u3btUh0CERER2cwjjzyCihUr5vnMaV00srsmIiIic7HRjIgA69bDrVJatHL5O+fNsopSyo+llHvcLSCljJJS9kB249k+/PZ2mgDwtRDiPoNjJiKylb1796oOgYiIiGwg/8Vr/fr180yvWrUKycnJZoZEREREDsJGMyKyMquUFoXwW4NXCoA3pJRb/FlQSnkGQBUAB10+fgzAGzrHSEREREREFHLq1KmDe++9N3f69u3bWLFihcKI9MUurImIiMyVmZlpep5sNCOyniZNmqgOwS2rlBbpd/+XAIZLKaO0LCylTATQyCUNAHhBp9iIKMRZ9VVhIiIiIjP87W9/Q5UqVfJ85rQuGomIiChwWt8cU/GmGe/tEJG/rNJodgXZb5kBwOJAEpBSHgGwwyUdds9IRLrg08dEREQU6vJ30bhmzRokJiYqioaIiIisJCUlRdP87J6RiKzMKqXFIZe/zweRzn6Xv+OCSIeIKBdvCBEREVEocfckdu3atXH//ffnTqenp2P58uVmhkVEREQWlZSUpGl+ds9IRFZmldJis8vf/wwinXtd/t4WRDpERLlmzpypOgQiIiIipf7617/irbfeyvOZU7poZK8CREREwUlOTtY0P980IyIrs0pp8QOAW3f/rhVEOmWRPabZDinluaCjIiIC8N1336kOgYiIiEi5evXq5Zlet24drl+/rigaIiIisgo7vGnGMc2IyF+WaDSTUl4FMBPZ45H1EkI8pDUNIcSHAErcneypY3hEREREREQhw9NNpVq1auGBBx7Inc7IyMDSpUvNCsswvIlGREQUHL5pRkROYqXS4gsApwH8DcBcIcQDPubPJYRoCCAM2W+ZDZdSbjcmRCIiIiIiotD05z//Ge+8806ez5zSRSMREREFTuubZioazYiI/HWv71lMMwnAdQDPAagJ4KgQIs6P5f4EoBiy31KTACoIIbb6sZyUUr4RaLBEREREREShpn79+nneLtu0aROuXLmCf/zjHwqjCg7HNCMiIgqOHd4045vlROQvKzWaNUR2o5dEdgPYv5DdgOZLTomXc6Xzqp/L8MqIiIiIiIgoH283lWrWrIk//vGPSE1NBZA9JsmSJUvQpk0bs8IjIiIii+GbZkTkJFbqntFVTuOZ3vMSERERERFRgB588EHUrFkzz2fsopGIiCi0aX3TLDMz06BIPOObZkTkLyu9aXYObPwiIiIiIiKytPr162PhwoW501u2bMGlS5fw6KOPKowqcOyekYiIKDh2eNOMjWZE5C/LNJpJKZ9VHQMREREREVGo83VT6e2338ZDDz2EmzdvAshudFq8eDHatWtnRnhERERkMXYY04yIyF9W7Z6RiIiIiIiILOgPf/gD3n333Tyf2bmLxkuXLqkOgYiIyNYOHjyoaX52z0hEVsZGMyIiIiIiItKkfjFUH/wAACAASURBVP36eaYjIiJw/vx5RdEQERGRShEREZrmZ/eMRGRlbDQjIiIiIiKiXP7cVKpWrRr+8pe/5Pls0aJFRoVEREREDsLuGYnIymzTaCaEuFcI8YgQ4o+qYyEiIiIiIgplDzzwAGrXrp3nMzt30UhERETmYfeMRGRllm00E0IUFUL0FkL8LIS4AiANQByAZCFEghBipxCinxCipOJQiYiIiIiIQk7+Lhp3796NM2fOqAmGiIiIbIPdMxKRlVmu0UwI8Y4QYhuAQwAGAqgG4G8AhMu/PwN4BcCXACKFEOuFEK8oCpmIiIiIiMgx/L2pVKVKFfzf//1fns8WLlxoREhERETkICreNCMi8pdlGs2EEA8KIWYAWAHgNfzWQOZzUQCVAewUQgwxMEQiIiIiIiK667777kOdOnXyfMYuGomIiMgXvmlGRFZmiUYzIcQDANYB+AS/NZTJu/9nAYgEMB3AiLv/bwRw5+688u4/AaCnEGKWWXETERERERGFsvxdNO7btw8nTpxQFA0RERHZgYpGMyIif1mi0QxAFwCv3v07pwEsDcBXAJ6WUr4ipWwlpexx9/+qAP4J4DMAV/Bb45kA0EgI0dn0X0BEREREROQAWp7EfvPNN/GPf/wjz2fsopGIiIi84ZtmRGRlVmk0a+jytwAQA6CElLK3lPKiuwWklElSyskA/gPg5//P3n2HOVWmfRz/PTNDH0BQaQICCoqAgjSRorIiIoigMKgra2GxoYIFK1awgIvAvooriGV3LTPYu9ixiwWVdRUb9rWsBdta4Hn/yMxwkklmUk5Nvp/ryjU5J6fcmSSn3ee5H8Unzs4yxjT2OGYAAAAAKGglJSWaMGFC3DhKNAIAgNqQNAMQZmFJmnXRpoTXl5J2s9auTWdGa+16SeMlPapNpR03kzTcgzgBAAAAAA6JJRpfe+01vfnmmwFFAwAAwm7Dhg1BhwAAKYUlafajNrUUu9ha+59MZrbW/ippiqTftakvtG6uRggAAAAAqGHIkCFq06ZN3DhamwEAgFRoaQYgzMKSNPvS8fzubBZgrf1A0uPa1NoMAAAAAJChTC8qFRcXa+LEiXHjysvLZa1NMQcAAChkJM0AhFlYkmYvOZ5/kcNy/uV4/nEOywEAAAAApCmxROO///1vrVmzJqBoAABAmFGeEUCYhSVp9qjjefscllNa+XejpMdyWA4AAAAAIE2DBg1S+/bxp3KUaAQAAMnQ0gxAmIUlaVYu6bvK55NqmzAVE9vyDVWsT7MHrbVf1jELAAAAACBBNheVioqKVFZWFjeOEo0AACCZIFqakTQDkK5QJM2stT9I+qti/ZGdZIxplcVipkvqJmmDpNNdDA8AAAAAUIfEEo3vvPOOVq9eHVA0AAAgrF555ZWgQwCAlEKRNKs0R9JqxUos3mmMaZnOTMaYImPMLEnzFWtldrK1luL5AAAAAOCj/v37q3PnznHjKNEIAAASffml/wXCaGkGIF1hSpo9IqlJ5fMBkt4zxnxY10PS55LOV6yVmiTNTGc+Y8wHAbxHAAAAAAi1bC8qGWMo0QgAAOrUsmVabSUAIBBhSpoNkbStYq3FJKmZpPZpPDZXLGFWNd9Wac4X30s1AAAAACAniSUa161bp1WrVgUUDQAACKM2bdp4tuxUN//Q0gxAusKUNKtitKnVWDbzsQUEAAAAgAD07t1b2267bdw4SjQCAACnDRs2eLbsevXqJR1P0gxAukqCDsBhpTa1FgMAAAAABCCXi0rGGE2aNEkXXnhh9biKigpdeumlKioK4z2bAADAbxs3bvRs2fXq1dOvv/7q2fIB5L/QJM2stbsHHQMAAAAAIDeJSbOPP/5Yzz77rAYPHhxgVMm9/fbbQYcAAEDB8TJpVlKS/HI3Lc0ApItb/QAAAAAArunZs6e6d+8eNy6sJRoff/zxoEMAAKDgkDQDEGYkzQAAAAAA1XK9qFRVotFp+fLlnvZfAgAAoiOIpBkApIukGQAAAADAVYlJs//85z966qmnAooGAACEiZc30tSrVy/peFqaAUiXq0kzY8yjlY9HjDGhTesbY+o5Yw06HgAAAADIJ9tvv7123HHHuHFhLdEIAAD85WVLs+LiYs+WDaAwuN3SbHfHI8yt2IoUHysAAAAAQO7diZ3Y2uyWW27R77//7sqyAQBAdHmZNJOSl2ikpRmAdIU5sQUAAAAAiKiysrK44S+//FKPP/54MMEAAIDQIGkGIMy8TJpZD5cNAAAAAAixbbfdVjvvvHPcuLCVaLSW01YAAPzmZZ9mUup+zQAgHV70O1Z11vGQMcbb2wayRws7AAAAAEjCzTuxJ02apJdffrl6+LbbbtPixYu5mAUAQAGjpRmAMPMiaVZlqIfLdoOVxNYSAAAAADxSVlam0047rXr466+/1sMPP6xRo0YFGNUmXEADAMB/Xrf0JmkGIBdetLgyEXqEnjEm8FZxYYgBAAAAQPR06tRJAwcOjBsXthKNAADAX163NKNFO4BcuN3S7HqXl1dwjDEjJP1J0jBJbSSVGGO+krRK0j8lVVhrPd2zGGMaSzpS0n6SeklqaYz5TdI6SY9KWmytfd3LGAAAAADkh0mTJun555+vHr7jjjv0yy+/qEGDBgFGBQAAguJ1n2a0NAOQC1eTZtbaw91cXiExxpQqlhTbL8nLrSSNrnxMN8aMs9Z+7lEcgyRVSGqf8FJ9Sd0qH1ONMRdaa8/1IgYAAAAAwXH7otLEiRN10kknVQ9/9913WrFihfbdd19X1wMAAKLBy5ZmxhgVFxcnHQ8A6aDsXggYY+pLelDJE2aJdpH0iDFmCw/iGCjpIdVMmCUqlnSOMeYSt2MAAAAAkF/at2+vIUOGxI0LS4lGr/tUAQAANVGeEUCYkTQLh7mSdnUMPyVpL0nNJJVKGijpBsfrPRRrDeYaY0xzSeWSmlSO2iDpUkk7SGqgWGu3MklvOWY7zRjzJzfjAAAAAJB/Jk2aFDd855136ueffw4oGgAAECSvk2aUZwSQC5JmATPG9JR0gmPUQ5L2sNY+ZK393lr7o7X2BWvtIZLOc0y3hzFmrIuhnCVpa8fwEdbaU621/7bW/mqt/dJau1xSf0nO/swuMsY0cjEOAAAAAAHy4qLShAkT4pb7ww8/6P7773d9PQAAIPyC6NMMANJF0ix4s7Tpc/hW0p+stb+nmHa2pDcdw+e7EYAxpoWk4xyjyq21f082rbX2e0lHOUZtJelIN+IAAAAAkJ/atGmj3XbbLW5cGEo0ctc5AAD+C6I8I/t8AOkiaRYgY0xLSeMdo/5urf1PqumttRsVK+VYpbcxpqsLoRwsydlabG6qCSvjeFbSE45RZS7EAAAAACCPJZZovOeee/Tjjz8GFA0AAAgK5RkBhBlJs2CNkFTfMXx9GvPcKOkXx/ABLsQxxvH8dWvtK2nMc63j+SBjTFsX4gAAAAAQMK8uKh1wwAEqLi6uHv7pp590zz33eLIuAABQmKy1lGcEkBOSZsEa7Hi+XtLqumaw1v4qyZnU2tXlOJ5IOVW85xzPjaRBLsQBAAAAIE9tueWWGj58eNy4oEs0WmsDXT8AAHAf5RkB5IKkWbC2czx/qbL8YjpWOZ73ziWAyhZiTVMsuzZrFUv0uRIHAAAAgHD4/PPPPVt2YonG++67T+vXr08xNQAAQGaMMZRnBJATkmbBcvZH9n4G833qeN7BGNPMpRjSjsPGbsn8zDGqZw4xAAAAAAiJ99/P5NQkM+PHj4+7kPXLL7/o7rvv9mx9AACg8FCeEUAuSJoFxBhTT1JHx6jPUk2bxBcJw7n0J7ZtwnC2cdCnGQAAAJAHvLwTu2XLltprr73ixgVdohEAAOQXyjMCyAVJs+BsKanYMfxDBvN+kzCcS8KqTcJwtnFkFIMxpn1tjyRxAQAAAPBBUZG3p4mJJRofeOABffvtt56uMxUuoAEAkF+stZRnBJATQ8fHwTDGdFWsX7AqJ1lrF6Q572hJ9zhG7W+tvT3LOC6UdKZjVEtrbWJSLtW8yyVNqBxcb61tnsF60/7iXXTRRWrRokW6kwMAAADIQdOmTdW8edqH9hnbuHGjPvvsMznPRVu0aKEmTZp4ts5UfvzxR33zTVqnPwAAIAKKi4tVv359/fzzz3Hjt9hiC3311VcBRQXALd98843OPLM6ndHBWvux2+ugwGtwShOGf89g3l8ThhuGII5cYqhVixYttPnmm3u1eAAAAAAJEi80ua1ly5a+rzOZoqIizjUAAMhDjRs3jhu21rLPB5AWkmbBSbyNMpMmfxsShhuEII76xhhj02+62KGO19tIWiWJOz8BAAAAH3nd0kySfvrpJ3399ddx49q1a+d5achEtDQDACC/lJSUqH79+vrpp5/ixtPSDMgPfhy7kzQLzsaE4eKkUyWXmCRLXFYQcdgMEmaqq9mks86wo7klAAAAAI/NmjVLs2fP9nQd33//vVq1aqX//e9/1eOWLFmiqVOnerreREuWLNExxxzj6zoBAMhHxcXF2rAh8T5//3Xu3FnDhw/XsmXL4savWLFCEydODCgqAFHi7218cPopYbheBvPWTxj+X9Kp/I0jlxgAAAAAFJCmTZtq9OjRcePKy8sDigYAAOTK61bq6bLWql69mpc3nTfoA0BtSJoFJzFZ1TjpVMk1qmNZQcSRSwwAAAAAQsKvi0qTJk2KG37sscf0+eef+7JuAADgrrAkzaRYiUYAyBZJs+CsTxhulsG8WyQMfxGCOHKJAQAAAEBI+JU0Gz16tJo02dTF8saNG3Xbbbf5su4q3HUOAIA7wpI0M8YkTZqxzweQrkgnzYwxjYwxLYKOI0ufK76kYfsM5t08YfjTHOL4IGE42zhyiQEAAABAgWncuLH23XffuHGUaAQAIJrCkjSTRHlGADkJTdLMGLOjMaa3MaZhHdMZY8zxxpg3Jf0g6StjzHpjzB3GmCH+RJs7a62V9L5j1DYZzN7R8fwXSf/JIZR3E4bTisMYU09SW8eodTnEAAAAAKAAJZZoXLlypT791L/78WKnZQAAIFfNmmVSvMo71lrKMwLISSiSZsaYIkl3SHpJ0g/GmHNSTFcq6VFJCyV1k2QqH6WS9pX0uDHmJF+Cdsdax/Nexpj6ac7X1/H8NWvt7znE8HbCcL805+shqYFj+OUcYgAAAAAQEn7eib333nuradOm1cPWWt1yyy2+rR8AALjDuT8PGuUZAeQiFEkzSXtL6qRYAuxXSUtSTHejpN0qp0t2S2CRpEuNMSM8iNELTzmeN1B8MiypypZ4PRyjXsolAGvtN5L+5Ri1a5qzJsaaUxwAAAAAwsHPi0oNGzbUfvvtFzeOEo0AAERPLi3Npk+f7mIklGcEkJuwJM2qzpKspLuttTXKDRpjxkkao03Jsv9JOlvSPpJOkvTfyteMpL94HbBLViQMH5jGPBMlOW+XuM/lOLoZY/qkMc/BjudfSHrRhTgAAAAABMzvi0qJJRqfeeYZffTRR77GAAAAcpNLS7M//vGPrpV3NMZQnhFATsKSNOvveH5nimmqyi5WtTI7wFp7obX2AWvtQknjK1+TpJ7GmEz6CAvK64rv1+xgY0xde4jjHM+/k/SgC3Ek/s+Prm1iY0x3ScMdo26z1m5wIQ4AAAAAAWvcuLGv69trr7202WabxY2rqKjwNQYAAJCbXJJeRUVFGjZsmGuxUJ4RQC7CkjRzJrhqlPkzxmwpabBiyTIr6Slr7QPOaay1Tyu+tdNAD+J0lY31On2ZY9QWki5JNb0xZrSkAY5R11prf3UhjicU/3//szFml1pmucA5u1KX0wQAAAAQMQ0bNvR1ffXr19f48ePjxvlVopELaAAAuCOXlmZFRe5dorbWJi3PCADpCkvSrNTx/LMkr/fTplZkknR/iuWsdjxvnWtQPlkm6RPH8NHGmBkm4ezNGLO7pL87Rn0raXaqhRpjzjPGWMfjsDricCbCiiRVGGN6JSyz2BgzV9IEx+h/WGtfqWPZAAAAAJBSYonGVatW6b333vN8vbH7GAEAQK5ybWnmJlqaAchF4EmzyuSQ80zlxyST7Vw1eeXfVSkW94Pjef0cQ/OFtfZnxfoy+71ylJG0QNK/jDGLjTH/Z4x5UtJjklpWzSbpOGvt1y7GcZekqxyjOkh62RhznzFmgTHmGknrJJ3qmOYDSae7FQMAAACAwjR8+HBtvvnmceOWL1/u+XpJmgEA4I6wtDSTSJoByE3gSbPKEoX/dYxqm2SyXZ2zKHXSrKXj+Xc5huYba+1Tkg6T9LNjdHdJxyjWh9kQ5+SSjrbW3uBBKNMlOc9MSySNkjRD0uGS2jte+1jScGttspaBAAAAACIqiItK9erV0wEHHBA3zq8SjQAAIHe5tjRz6/jDGEN5RgA5CTxpVukNx/NxzheMMdtIGqFN/Zm9Yq1dn2I53R3P17kZoNcqk2C7SHpA0sYUk70uaaS11pM+xKy1v1hryyQdJemdFJP9LulGSf2ttd7XSwEAAADgq6BaXyWWaHzllVf09ttvBxILAADITFhamhljaGkGICc1tyDBWCFpt8rnc4wxn0h6WFJXSddpU5xW0rXJFmCMaSKpj2PUy55E6iFr7WuSRhlj2ksaqFiJxEaSvpC0qvL1dJd1nqTzsoxjiaQlxpiBkraT1E7Sb5Lel/SktfbLbJYLAAAAAKnstttuatWqlb744ovqceXl5Zo1a1aAUQEAgHSEpU8zay1JMwA5CUvS7CpJMyU1l9RM0i2O15x9nr0laWmKZRyo2PuxktZYa79IMV3oWWs/Vqz8YdBxPC/p+aDjAAAAAOCfoC4qFRcXa8KECVq8eHH1OJJmAABEQ1hamllrKc8IICehKM9orf1asf67NiqW9DKOR9Xw15L2t9b+lji/MaZIsf64qtzsdcwAAAAAAHcllmhcs2aN3njjjRRT5y6oUpQAAOSbsLQ0k0RLMwA5CUXSTJKsteWSxiq+fzMpljB7UtKu1to3U8x+jKSelc9/kuRJn18AAAAAAO8MGTJE7dq1ixtXXl4eUDQAACBdpaWlWc9bVFTkalIrWdIMANIVmqSZJFlr77fW9pK0o6RxkiZK6m6t3c1aW1sP0P9QrE+0EyRNs9b+1/toAQAAAABuKioq0sSJE+PGlZeX0yIMAICQyyVR5XZLs2TlGWlpBiBdoUqaVbHWrrHW3mWtvdVa+1Ya06+31j5prb3cWvt3P2IEAAAAALgvsUTjW2+9pddeey2gaAAAgNfcTGhZaynPCCAnoUyaAQAAAAAK0y677KKOHTvGjauoqAgoGgAA4DU/+jQDgHSRNAMAAAAAVAv6TmxjjMrKyuLGeVWikbKPAAAEj/KMAMKEpBkAAAAAIFQSSzS+++67evnllwOKBgAAeKmoqMjVpBblGQHkwrO2qsaYa7xadhqstXZKgOsHAAAAAGSpb9++6tKli957773qceXl5erbt2+AUQEAAC/4kTQDgHR5uQU5TFIQtS5M5XpJmgEAAABABFWVaLzkkkuqx1VUVGju3LncKQ4AQJ4pKipyrWSytZbyjABy4kd5RuPjAwAAAACQBxJLNH7wwQd6/vnnA4oGAAB4xe0+zWhpBiAXXm5BPlQwLc0AAAAAABG30047qVu3blq7dm31uPLycu2yyy4BRgUAANzmR9Ls999/d3UdAPKXZ0kza20nr5YNAAAAAMhvxhhNmjRJs2fPrh63fPlyzZ8/37WLa26VggIAANlzs08zY0zS8owbNmxwZfkA8p8f5RkBAAAAAMhYYonGTz75RE8//XRA0QAAAC+42dLMWktLMwA5IWkGAAAAAAilHj16qEePHnHjKioqXFs+Lc0AAAge5RkBhAlJMwAAAABAaCW2NrvlllsosQQAQB5xO2lGeUYAuSBpBgAAAACo5lafIm5JTJr95z//0cqVK11ZdtjeKwAAhcgY49o+mfKMAHJF0gwAAAAAEFrdunVT796948aVl5e7smzKMwIAEDzKMwIIk9AnzYwxbYwxHTN9BB03AAAAAMAdZWVlccO33norF78AAMgTbibNLrzwQsozAshJ6JJmxphGxphjjDGrjDH/k/SJpPczfLwXROwAAAAAAPcllmj86quv9OijjwYUDQAAcJObSbNhw4bR0gxATkKVNDPG7CxptaTLJe0sqb4kk+UDAAAAAJAHunTpon79+sWNc6NEI+UZAQAInpt9jBYVFam4uNjTdQDIb6FJmhljekt6QtK2Sp30so5HqtcAAAAAAHkmsbXZbbfdpl9//TWgaAAAgBuqWpm5ldSy1soYoz59+lSPa9KkicaMGePK8gHkv1AkzYwxpZLukNTEMfp/ku6TtEjShZUPaVNCbV7luHmSnnWMXy7pSI9DBgAAAIC8FNY7sRP7Nfv222/10EMPBRQNAABwg5ulGZ0WL16sHj16qGPHjrrmmmvUqFEjT9YDIP/ULPAajOMkdVSspZiRtEDSRdba/zonMsacIKlp5eBfrLVfOV67QdJBkoZI+rMfQQMAAAAA/NGxY0cNGjRIzz77bPW4iooKjR49OsCoAABALrxKmu2yyy5as2aNJ8sGkN9C0dJMkrPOxoXW2pMTE2aVvnc8b57w2hmKJd3aSJrqcnwAAAAAgIAllmi844479L///S+gaAAAQK68SpoBQLbCslXq4Xh+eS3Tfep43tL5grX2Q0mrFGupdrh7oQEAAAAAwmDixIlx5SPXr1+vBx98MMCIAABALtzu0wwAchV40swYU6T4MpHJWphVedfxfLskr79Z+XcHY8yWucYGAAAAAAiPdu3aaejQoXHjysvLs16etTbXkAAAQA5ImgEIm8CTZtbajZJ+cIxqmWpaSW87nndP8roz4dYvl7gAAAAAAOFTVlYWN3zXXXfpp59+ympZJM0AAAhWVdLMj33y1Kn06AOgboEnzSp96HjepZbpnnY83zHJ620czzvkFBEAAAAAFKCw3+k9YcKEuP5PfvzxR913330BRgQAALLl53FHv360sQBQt7AkzV5yPB+acirpKUm/K9Zv2TBjTL2qF4wxxZL2cEy7masRAgAAAEABCHvrq9atW2v33XePG5dLiUYAAJCbkpKSuidKwXkjjNfCfmMQgHAIS9LsDsfzw1JNZK39UdITlYOlko51vHyE4luafe9WcAAAAACA8Jg0aVLc8L333qsffvghxdSpcfEMAIBguZ00C/vNPwDCLyxJs3sk/afy+fbGmAm1THuZ4/mlxpilxphrJF0uyblVfNLlGAEAAAAg70UhkbT//vuruLi4evjnn3/W3XffHWBEAAAUrlwSVVVJsygcfwAoDKFImllrf5N0gWJlF42kvxpjWqSY9n5Jr1YOlijWwuxQSfUck11nrV3jXcQAAAAAgKBsscUW2nPPPePGVVRUZLwc7kYHACBYfpZnZL8PIB2hSJpVWippb0n9Je2q2ssrHup4vSrRVvX8eklHehQjAAAAACAEEks03n///Vq/fn1Gy+DiGQAAucullZifSTMASEdotkrW2g3W2hXW2pesteustb/XMu1rkgZIuknSvyWtknSVpF2ttYdbazf4EzUAAAAAIAjjxo1TvXqbCo788ssvuvPOOwOMCAAAZIo+zQCETWiSZpmy1q611v7RWtvDWjvQWnuMtfa5oOMCAAAAAHivRYsWGjlyZNy48vLygKIBAADZoKUZgLBhqwQAAAAAiKSysrK44RUrVuibb74JKBoAAJCpqqRZLiUeAcBNJM0AAAAAAJG03377qUGDBtXDv/32m26//fYAIwIAAJmgpRmAsGGrBIRIcXFx0CEAAACgwEXpTu9mzZpp1KhRceMo0QgAQHT42adZlI5xAASHpBkQIh988IG22267oMMAAABAAavtYlMYTZo0KW74kUce0ZdffpnWvFF7rwAA5BsSWQDCpiToAKoYY1a6uDhrrd3NxeUBAAAAAEJozJgxatSokX7++WdJ0oYNG3TbbbfpqKOOCjgyAABQF7dbmpGEA5Cr0CTNJA2R5MZtfsal5QC+405XAAAABC1qF5tKS0s1ZswYLV++vHpcRUUFSTMAACKgKmkWteMPAPkrn8ozsmVFXiBxBgAAAGQmsUTj448/rs8//zygaAAAKCy5JLxImgEImzC1NPtQmbcQqyeptaTiynk3SnrK5bgA3xQXFwcdAgAAABA5++yzj0pLS/XDDz9IkjZu3KhbbrlF06ZNq3U+blgDACBYbpdnrG3fzn4fQDpC09LMWtvJWts5w0d7SZtLOkexhFmRpFustXsE+maALHFXDQAAAJC5Ro0aaezYsXHjysvLA4oGAIDCkksyyu2kGQDkKvJbJWvtemvtHElHKVaica4xpk3AYQFZ4UABAAAAyE5ZWVnc8FNPPaVPPvkkoGgAAEA6uBYGIGzyZqtkrb1G0uOSGimWQAMihwOFTcaMGaPbbrtN9evXDzoUAPDduHHjgg4BACJn7733VrNmzaqHrbVavnx5gBEBAIC6cC0MKAzLli0LOoS05dtW6XrFWpsdFnAcQFYozxhv/PjxOv/884MOAwB8N3jw4KBDAFDAonpM2qBBgxo3HVCiEQAA7+Vy7OBnn2YAgnPooYcGHULa8i1ptrbyb0djTIdAIwGyYIxh5w4AiOwFawAI2qRJk+KGn3vuOX3wwQcpp+fYe5MGDRoEHQIAoAD52dKM8ywgOFH6/eVb0sx5xtMvsCiALNEkHfDHxIkTgw4BqFVxcXHQIQBAJO25555q0aJF3LiKioqAoomWQw89VNZaffbZZ0GHAgAoIFwLAwoDSbPgtE7xHIgEDhQAf5SWlgYdAlCrRo0aBR0CAERS/fr1tf/++8eNI2mWnqoLGW3atAk4EgBA1OTScptrYQDCJt+2SpMdzzcLLAogSxwo1BSluxAQHXyvAADIX4klGl988UW9++67AUUTHRwfAQCCULX/YT8E5Lco/cZLgm4MtQAAIABJREFUgg6gijHmghxmbyJpV0kDHOO+zi0iwH9R2nj4hf8JgELEtg8AsrfHHntoyy231Jdfflk9rqKiQmeccUaAUYUf+x4AQLZy2Ye4fQM5/ZUCyFVokmaSZim+T7JcPe3ishAiJSUl+v3334MOwxMlJWH6SYYDJ+/B+OMf/6gbbrgh6DA8M2jQIF1zzTVBhwGkxLYPQJCivg0qKSnRAQccoL/97W/V48rLy5MmzbiwtknUP3cAQDRRdQlA2OTbVqnqKH+ZtfZfgUYCz0ydOjXoEDwxYsQINWjQgBP3BFH+f9xxxx1Bh5C1Y489NugQPNWyZUsdcsghQYcBAAA8UlZWFjf86quv6q233goommggaeaeli1bBh0CAESGn0mzKF9jAuCfsCXNTA4PK2m1pGMlHeV34PBP06ZNgw7BdTNnzqSD8jzUvXv3oENALf7xj3/o+eefDzoMICkuXKLKUUdxWAtkY9iwYWrTpk3cuPLy8hrTcfFsE+70dw/7cQBIn9v7H7bBAHIVpqPizjk82kpqZK3d2Vr7N8uZT17Lx53fvHnztNlmmwUdRiiF7fPefffdgw7BF2H7v7ut6v0NGDCgjikBIFinnXZa0CEAkVRcXKwJEybEjUuWNMMm+X78BwAIp6qkmVv7IS4LAzWtWrVKS5cuDTqMyAhN0sxa+0EOj8+ttb8F/R4AN7Bzjxe2k/eBAwdq3rx5QYfhubD934FCw28QVTp37hx0CEBkTZo0KW74jTfe0Jo1awKKJvzY97iHczoASB8tnQHv9evXT/vvv3/QYUQGWyUAoRa2k3djjGbOnKlTTjkl6FCQg7B9rwAAgPt23XVXbbXVVnHjElubkdzYpH///kGHAAAZy8cuPAqNn0kzrgWgkDVo0CDoECKDpBkAoIZ8P5DkAlkwZs6cGXQIAIACUlRUpLKysrhxFRUVHAekkNgyDwDCbs2aNfrmm2+CDgM5oqUZgLBhqwRE3OTJk4MOoSDle1Ip398fgjF37tygQwAAFJjERNDatWv16quvVg+TQNukpKQk6BAAICM9evRQcXFx0GEgR/RpBvgjitf6hg8fHsh6SZoBEVevXr2gQ/BEPpSH4UAtvKJ4oJAPjDGUA0gT31EAcMeAAQPUqVOnuHGJJRohNWzYMOgQAAARlsv5i9tJMwD5Y9iwYYGsl6QZIiffd6IkWmKmT58edAgFLd9/ZwAAoDAYY2qUaCwvL68+5vb62Duou2MBRMNFF12k8847TwMGDAg6FCAwlGcEkEpQ2wfP6i8YY97zatlpsNbabQJcP4AcNW/eXBLJGyDf8JsGgPDLt211WVmZ5s2bVz38/vvv68UXX/SlskFUboir6zNv1qyZ1q9f71M0haFr1656++23gw4DASstLdXxxx+vc889N++2vSgsuezvqr77UdlnAoj9bvP5N+tlqq6TpK0r/wbxQJ7K5x9kNvh/+Ouwww5Le9ouXbp4F4jH8v2ELd/fH6KP7ygAuGfnnXfWNtvE31NZVaKRY+mYJk2a1Pp6/fr1fYqkdqtWrdKPP/4YdBiuePnll4MOAUAIjRo1KugQfOdnS5Ko7PcHDx7s27rYHyEbr732mp588knP1xPUtRGvt0rZvCvreHgxPRAq+++/f9xwVHbgfgnTheMZM2Zou+22S3v6fO1vDvlt6tSpni6f0jMAAL8ZYzRp0qS4cRUVFdq4caPnx95hOpatzZw5c4IOIS3t2rVT48aNgw6jTul8r0pLS32IBGEXlW0E/LNo0aKgQ/Cd20mzfLiuNmLECN/Wldj3K5COnj17asiQIRnPd/7553sQjfs8K88o6fos5hkmqXPl89clfZ3GPB0kdVEsafadpNVZrDd0jDFF1tqNQccRRvl0UDl16lRdfPHFQYeBNIwcOVILFizIeL5hw4Zp5cqVHkTkrXz6nSXToUOHoEMILa/v8lu0aJH69Onj6TqAQjVlyhQtW7Ys7el32203PfHEEx5GBITHpEmTdNFFF1UPf/TRR3ruuecCjChc6roxLB8uQAJAFHTt2jXoELKSyzWEqnPQfL8OEVb83+Gns88+Wy+++KLuvvvuoEOplWdJM2vt4ZlMb4zpKWmSYsmvy6y1M9Ocr56kiyWdJKlU0lxr7QMZhhs4Y0yJpD9JmiCpr6QtjDEbJX0s6UlJf7PWPuNDHMWSRkmaLKm3pK0k/S7pM0lPS7rVWnu/13HUJp9O2JYsWVJjHDurcKrqY61Q5Pv3cOeddw46hNAqLi72dPm9e/fWihUrdNNNN+naa6/1dF1Aobn66qszSpotWLBAu+22m77//nsPowLCoVevXtp+++315ptvVo8rLy9XmzZtAowqPPLpHAuIknw/7wLS4Wd5RtTEdqhwBPlZV1V9MMZo/PjxoU+ahWmrdLmkhpJWppswkyRr7W/W2lMk/U1SsaR/GmM29yhGTxhjukl6TdIyxRJWrRT7bEoU659tsqSnjTFLK5NaXsWxjWIJursllUnqJqmJpOaStpc0RdJ9xphnjTE0E/BIpiesnOD6I/H/nO6Ohs8nfGbNmhV0CKHWqFEjz9cxYsQIXXnllZ6vJ8o4cYEf+vTpo9dffz3oMABfJCvRuHz5cm3YsCGgiKKF/ZI3pk2bFjc8b968gCJBUDhfBPxNmnmxP9tqq61cX6af+1328UBNoUiaGWMGKlaa0UrK9ijxNEnfSmoh6RyXQvOcMaaLYomq7mlM/mdJfzfGuP65GWO6SnpO0qA0Jt9F0lPGmLFuxwEkivrOO6onQXV1Bh9lzZo1CzqEUOvbt68v5StLSrysEI1sNW3aNOgQ4LOtt9466BAQQlE//kolMWn22Wef6amnngoomnCp6zPP1+9Erk4//fSc5j/11FO16667qlmzZpoxY4ZOOukklyJDIRs8eHDQIRSssrKyoEOIpKi3NDvggANcXd55553n6vKAMHBeH83kWmlQx6Bh2SpNdDxflc0CrLXfS3pYkpF0WGXZxlCrLMlYrljLsirXSOojqZGkzSWNlvS84/WDJbnaTMIY01jS/ZK2qBz1mqQDJbWvjKGfpLMlfemYrbGk5caY/m7GgsxxUBZuUU3Q1NWvBWrKl4tJxcXFuuWWW3xZD1Lz+/s0d+5cHXfccXrhhRd8XS+AcIrqTT916d69u3r16hU37sEHHwwoGuSDc87J7X7djh076umnn9Z3332nBQsWcHxUgNw+5vvvf/+rqVOnurpMpC+x9WghOfjgg7OeN8pJs4MPPlj16uV2CbpJkyZatGiR+vfvrz//+c++30CRL9cyADeFZas03PH89xyW83Hl31LFWq6F3ZGKJaSqnGutnWKtXW2t/Z+19mtr7X2ShiiWEKxyqjGmrYtxnCppm8rnd0saYK0tt9Z+UhnDS9baOZJ2kPSsY776km6OQoIySjK9SDFy5EgNHx77CTVo0MCLkAIVlp13tnFccsklLkeCsHr//feDDsEVRUVFGjBgQNBhwGennnqq/u///k/bb7990KEAgKcSW5shPfmaSM2VH2WtAURHofWF7pRL66iqpFlYrv/4rX79+jrhhBP0wgsvaOnSpWratCnlGYGAhSVp5qwDlcvVmi0dz7dJOVUIVPZNdqZj1DOS5iSb1lr7u2L9if1WOaqJYokuN+JoJumUysEvJE221v6SIo6vJI2QtM4xuoukP7kRC7JTVFSkFStW6IUXXtBbb70VdDiui/oJes+ePTV//vygw4DD6NGjPVlux44dPVmu36J8lx+Qb4488khJ0s477xxoHJdddlmg64f/8vniid9VGg455BBf1+e04447pj1tXZ95NsfkN954oyZMmJDxfEAh8WJ7m8/b8LBz6/pFLq22gpJLye+on4Pm+pu7/vrra4zL9LuUS0tlthkIs0Ivz9hYsf7MpPhSjWmr7OdrT8eolrkG5bG9JTl7ivyLtXZjqomttR9KutExaqJx51tzoGJJOEmab639rraJrbU/SpqRMPpIF+JADoqLi9W/f/+87JfEzY3j5MmTXVtWuowx9E0QMjvssEPQIYRa1E9Y8oUxRsOGpddovnXr1h5HgyBce+21Wrx4sSRpv/32CyyOHXfcMZIXboBUunbtqj59+vi2viCPO1599VUdf/zxaU3r9gWJoqIiHXTQQTmXrIqqqN/4h+jiu5cfrrzySk2fPl0HHXRQ0KH4wu1z0Cj9DqZOnaqRI0fmvJxnn3227olSIGkG1BSWK2NVNa2MpGOMMenfErfJDEnOq0Zf5ByVt8Y4nn+jWFnEulzreL6VpIEuxLFt5d/fJF2X5jz3KP7/288Y08KFWNISpZ1fNqZMmRJ0CKGS6c67d+/eKV+75pprcg0HEbdw4cKgQwg9kmbhMXCgG7t5RNE+++yjww47jL5tAI/4WaLRqwtRbiazW7ZsqUGDBtU6TabvgwtwQHrS/a1ceOGFHkeCMGnWrJkWLlyoG2+8se6JFf3zhkLeZyxZskT169fPeTn9+/fPet5C/v8XGj7r9IXlytgDiiXMrKSGklYYY3rVPssmxpgjJV2iTa3VrKRH3A7SZYMdz5+uLMFYl1WK7/NtVxfiOE/SvyTda61NK9Ford0g6XHHqCJJPV2IBcq949izzz7bpUjyT0lJSY3O39NVWlrqcjQIgpcHCPly8JEv7yMf8FkA+W/bbbeteyK4zu8SjV5ItzVybTp37qz27dvr6quvrrNFWNQvyOa7qpssxo8f7+pyJ07MqhAQMpDuTcE9evTwOBK4Iajj9+eeey6Q9SazxRZbZDyPnzduenEjfpcuXVxfJn2aId+ceOKJQYeQkbAkzeZLWl/53EpqJeklY8xfjTFJjwyMMSXGmDHGmMclXSmpxDH/P621H3gcc9Yqyyp2dYxalc581tqfJP3bMSp1k5o0VS5zoqSbM5z144ThLZNO5YF835i3aJF+o71kfTOdccYZOuWUU5JMHe/oo4/OKK5CRzIShYKWZgCczjrrrKBDyGtvv/120CEUpM6dO2vAgAFBhyFJOvbYYz1dfm0XB9977z199NFHSRMtCxYsqH7euHFjnX766a6ttxD4ec46cOBArV27Vi+++KJuvfVWV5ddUlJS90TwRb5fB0H+SNY/V12qzkGj+j0/7LDDgg4BCLWJEydG7gasUFwZs9Z+JmmSpA1VoxRLgk2T9Jox5kNjzCPGmJuNMbcaY56R9K2kOyUN1aZWakaxBFRuTXW810GxFnVV3k81YRKfOp670rrLWvtva215hrMl7slC8V0Kmt8nFXPnzq0xrlGjRrr00kvrnHfLLX3Lc/qqrgv+mRyE7bPPPurevbuuuuoqderUKcfI3EFZDniNcnDhYIwp+AuOhey4446LGw7qAsLee++tcePGBbJuwGt+lWhMtS1v3bq1Vq1apSuuuCKr5e64YzY9GqRv+vTpuuGGG3T22Wfr5ZdfVqtWrbJaTqHuy/x838YYdenSRX379nV9f1Gon5+f0v3M0v0sopp0QO7CcqNTNv1zRT1p1qhRo6BDCJ1tttkm6BAQIsuWLYv7fWdyfBHUdiE0iQ5r7YOS9pT0mTYlwVT5vL2k3RVrETVOsb68Gis+cWMkXS9pN2vtj/5EnbXEOiyfZTCvs4RiWxdiydZWCcOJLc88w4H7JrmUaMjX/+OiRYtcW9a9996rN954Q0ceeWSN14LaaB911FHVtaq33357T9ax9957pzWdG2WB/Jav33s30dIseowxkfw9IrmxY8dqr732CjoMffLJJ7r33ntd6WMB0RPVi1aZqK3s3Jw5czxf/9tvv61+/fplPf8uu+ziYjQ1GWN08MEH64ILLtB2222X1fzwB2Ve4RT1852+ffsGHUJOOnToENi6/eyvszbFxcX6/PPPM5rH7XPQ2n4HUdk/RSXOVN55552gQwByEqorY9balZJ6SJqtWEuydLYQRrH+tUZaaw+31v7iXYSuaZMw/EMG837jeN7KGON7kwBjTJFiLfyq/CjpNb/Wn0n5wjA7+eSTA11/VA6mMzlQ6NGjh3bd1Y2u/sJr880319NPP61PPvlEq1evdn357du310UXXVTndKNGjdLVV1/t+voRvKgfnOeLTD+HefPmeRQJ/PTBBx/ojjvuCEWLz3bt2pFEz0P9+/fXlVdemVZVgnzXoUMHDR48OOlrhx56qM4991xP19+0adOc5ne7dYpb63NrPqRv9uzZrixn/vz5riwHmfHzNzJ27Fjf1pUones4LVq00F//+lcfovFOy5Ytgw4hFFq1aqXWrVunPX2Ujzmjcm0NCJMoHB+Gbqtkrf3OWnuuYq2oxinWX9kqSf+V9Luk7yStlXSPpJMk9bTWDrfWPhRQyNlokjCcSaLvV8fzIknNcg8nY8MU38rt9sq+0dJmjGlf20M1E4vV8qVM0MUXXxzo+qOyY89kQ7po0aI6D7bSfd8zZ85Me71+q1evntq1a6cGDRq4vux33nlHffr0qXWa3377Tffdd5+6du1a63SppJOUQ3C8OmGZMWOGJ8v1SqdOnbRixQqdfPLJuuuuu2pcSPKqpWe2olYfHMl17NgxlCcQYTlmmDhxov785z9r0KBBQYcSWSUlJTr66KPT6v+2EPhxV34Yf9PZCMt2ADW5VUY+sTSwlD/fX8Scf/75WrhwYSDrPvjgg2t9/fXXX9fatWsjfRMs/aDHO+KII9KeNspJM69ks9/NthoV/VcWjiju1wu+PGMia+2v1tq7rLXTrLUDrbWtrLUNrLUtrbXdrbVjrbULrbVvBB1rFkoThn/PYN5fE4YbJp3KW7Mcz3+XlE0nSx/V8ViVasZ69eplsbpwGTp0aODvw4uES9Dc3JBOnz7dtWVFSV3fi8cffzznA6rTTz9d1157rc466yzffwdRPEDwW6YnLMcee2xa00WtVYO1ViNGjNBf/vIX7bvvvjr88MM1dGiskfVOO+2khx9+2NP1Z9Kn2T777ONpLFF33nnnBR1C6G2xxRZBh5BU69atdd9992nPPffUlClTdNVVV2np0qV65pln9NprvhU5KEjplmqOugkTJqR8LV+OGVK9j/3228+1dXhdKjKKophkpBxv9LRv3z6j6Xv37h1ICeilS5fW2edTz549Q3s8kq582W+4JZP/B0kzd2TbUrOkpCSubHWyG6RrK2vtlwkTJtBXWp7I5DgpqGMqtkrBSGxplsmnvyFh2NfMhzFmnKQ/OEb9xVr7pp8x+MXLnXYYTqJqu0iQz9I9cNtqq8Ru+/JfOnfGdevWLef1GGN02GGHac6cOb73wRCG356b0kkGtGvXLqNlZrLtW716ta644oq0po363WstWrTQY489pm+//VYvvvhiaLYRpaWlkU8KLViwwNPlN2wYxP1F7sr0olim3Ni2e2XUqFF66KGHdPXVV8eVdurVq5fn350oO+GEE3TiiSfWGJ/ucVDbtkF2neyftm3ben4DTxiPPTbbbDNXq17svPPOri0LKGR1deFwySWXVD8vKirSBRdc4HVIrvBqOzt16lRPlhtVYdzfpMvt6291JWmjIJsk7PDhw7Ne3z/+8Q8tWLBAF110kR577LEarx9yyCE688wzs16+G5YvX6533nlHAwYM8GwdbFdQhaRZMDYmDGfScUVikixxWZ6pLJvo7MToCUnZtj/vUMejf/aR5m7atGkqLU1sEJhfGjduHHQI8Eg2dwDttNNOSUuyJIrygXg+Sqe81qJFizJaZiYnLNmWf4iq4uJiNW/e3JcE4G677Vbr6507d9aCBQu0evXqQDscd0PUSncGoa6SRl4L653TvXv3DjqE0Fq0aJEuu+yyWqcJc7LUT2VlZTXGZdLaNwiZ9I2c7H289tpr6t69u5sh1VDbdqNz5845Lz/ZzStr1qzRhx9+mPOy3RDW7SbC7dJLL1V5ebkWL15c47UBAwbolFNO0YIFCzR16lStXLkyaYvR5s2bh+7751U8bpSajHrrtnzhdtKsY8eOri6vNmH7vWWrQYMGmjFjhs444ww1b9486TR/+MMfko5PpWfPnm6EVoOX//OrrrrKs2UXslw+M8ozFpbE/r8yue0msWbC/3KMJS3GmM0k3S9p88pRqyWNt9ZmUlqymrX249oekv7jUuhZS7WTqE2YTq6bNfOnu7ttt91Wc+fO9WVdSE8mdw4vXrxY69at0wsvvKBWrVp5GFVy+XKAGYTBgwerSZMmcf08JruLs0+fPpozZ07ay82kXww+P/fssMMO1cm4k08+uc6WRfvtt59mzJhBeYoCkY8lldPBNsZ9TZs2rX6+ePFi344Xw+zAAw8MOoSMjBw5Muc+6bK52SLb32Oy8yM3WommaunubJEKRIHzt2WMUVlZmY455hhdfvnl1YmEk08+WW3btlVxcbFmzJihJUuWaPDgwWrZsmV1tZCioiItXLhQJSUlKi5OfV92ba9lY/DgwdXPW7dunXI6L66VuHEj8FNPPeVCJEgmqPKMfp8fhek6oNcyfa8HHXSQR5F4h/MPVPE0aWaMGeZ8eLkuvxljSowxDTN4OP/XiUmzTPb0iW2ME5flOmNMqaR7JFXdIrBa0ghr7TderztIV199dd0TZWmzzTbzbNlVrrvuOl+apBcXF+vUU0/NeL7dd99dktSlSxfXYmHnFrPNNtvo+OOPT2vaxo0ba+utt067DwP+x+FR1UfYTTfdpMsuu0wXX3yxHnzwwaTTnnXWWbr77rvrXOb48eMj32opqg4//HB9+OGHWrdunf7yl79Iqv2kxMuTs1mzZtU9UYSEcbu10047BdKniF922GEHX9ZTSBcpsjVt2rS44Xnz5lU//8Mf/qD333/f75BCJ9lxeRi3G1LsGO+BBx5QmzZtgg4lJzvuuGPW81Z9Nn6X+M4U26fc0L9RbPv9/vvv6+23364+Nkzmggsu0Pvvv69169ZV98tdW5+FXbt2dfV4/8Ybb9SkSZO077776oEHHkg6TZh/D24mEcO674iCqt+8G//DsJTRj4p0W69n8zvmN4FUMulGJF9bmj0u6bHKx6O1TWiM2eDiI6vWTxmaJennDB7OpOH6hGVlcouns+34z9baHzILOzPGmCaS7pVUdfvQSkm7W2u/8nK9dcTky3qGDx+u008/3ZNlO2uRe2X8+PH64IMP9M4773i+rmzce++9+uqrr/TGG2/UOl0mn7efG9Kw7/zTLckX5RPSgQMHBh1CoAYNGiQp1l/TiSeeqNNPP73WFgNjxoypdXnl5eWqqKioHs6mtW0+CeLkvm3bttp66619X2+i888/P+gQ6uRGOZ4guX2Xd9hcfvnl1a09otaKJ9+cffbZGjt2rLp166b58+erV69eca+3bNkyoMjCI6wXc2u76J2JsL6/bNX1fvw8Rr/yyit9W1ehWbJkSdAh+Ka272zHjh3TShB36tQpLhHWpEmTWtd3/fXXZxZkLTp27Kibb75Zd911F2WTAxa27X1Yr+WE7f+Uipf/k6qbV3r06JG0D9ywi8pniNRGjhwZt9864IADAowmOb+ulprKR13TOKfN9RFmHyQMZ9K7++aO55+6EEtKxpimipVkrEr43SFppLX2Oy/XGwbWWpWUlLjaQbYUq+d7+eWX+3YH9pZbbpmyaXqqHbBfHaYWFRVp8803r7PklNsHCtn095VM2HfSxhjddNNN1cPOckyJ00XRxIkTdfPNNwcdRugk27akeydpWVlZXF9dN9xwg2txoW5h2qYUFRVpl112CTqMWo0dOzboEHKWrJxqPjjmmGO0xx57aN26dfr444914403Bh1SVs4880wdcsghQYeRs9atW+vOO+/UW2+9pZNOOinpft+v49KoCXq7fM4559QYF9XjNr/49f+ZMWOGrr32Wh111FG+rC9Ibv5PMznPnDJlimvrRU177LGHr+vz4rfpVr+MQW/rERPlm3mjaNWqVfroo4/00ksvJW2Zx/FG/grLZ1tUVKSnn35a06dP1znnnOPqzRxuCdtWKRyfnPfeTRjOpOCuszfLdbmHkpwxprmkFZKGVo66StIB1lpf+lCrTVQPatq0aaPXX39d06ZNC81GKlGbNm2qa6KnK9vPI6j/wXHHHRfIeoNw4IEH6qGHHtL8+fP1yiuvJJ0mrN/FulRUVGTU95ZfRo8eXf08iAP/Ro0a6a9//auKi4tVr149XXXVVWmX3kw0evRoPfjgg5o5c2bKaaL6/XGLsw8H1M35+8hV586d0542rN/TCy+8MG740EMPDSgSd1WdeDdr1kxbbbVVaP//2CSxw/MwnrQieM4baxKF5Xfu13niggULdNhhh4XmfXvJrf9py5Yt9dJLL7myLPirW7duQYeQVLqVVRANbp4717VtLoRtd13q16+v9u3bF0y/yel2XwJ/dejQQQsXLtT5559fawvpoKQ+8nXHh5LSPcoKfy0gB2vteZLOy3LeL4wx30mqqn3VL535jDEtJDk7gHo5m/WnsZ7mkh6S1L9y1Dxr7WlerCtoJ554oisdUacjbDvmsMXjtapSfm71J1fX/+9Pf/qTK+vJ1Z577qk999wz5euZHpwW2vcmU//85z81e/Zs/fDDD5o8ebKGDh1a90wuO/7446u/f7mWWNxrr700ZMiQ6v7TEG/RokUaNmyYfvops+5FjzjiCF1zzTV1ThfkTSI9e/bUc889FzeuefPm+u677Bub33XXXZoyZYquu+66HKOLPmOMdtxxR82aNUuXX365unbtmjd9yXHRI3qGDBmiW265RXfddZcGDRqkyZMnBx1S4Phu1dSpUydts802evfdxPs/o3tTI/wzc+ZM11oGwR9LlixRjx49tOuuu4ZymzhixAhXlpPp9qtTp05at26dK+t2W9hajmfyvYlySzP2geFH6djghXE/UhdPk2bW2k4ZTBuppJkLnpJUdct1P2NMfWvtr3XMs3PCsOu3ahljShUryViVMLvQWpsfV3GSmD17tqy1ke8bJUg7qx5mAAAgAElEQVTZbvhy3WB27ty5Ruf1tS3T7eRobf3RdOjQIWlJnTCK4o4rF14f0G622WaaP3++JOmTTz7xdF21KfT+yNyQznelb9++euWVV/T888/r3HPPrbFNSuauu+7S6NGjayTNwnayde655+rqq6+OGzdu3DitXr1ar776albLLCoqSnkyf/nll3vWEjis2zljjGbPnq3Zs2cHHYqr6JMimg444IBQ9iXghyh9j4LcnlWV/p4+fbqeffbZGq/VNh+A6Jk6dWrQIYTSlClTMq7O47Wq/XeUS39XJc3YZ+SXKB1jAYmim8qPvhWO56XalECrzcGO578p1hrMNcaYRpLukjSoctTsfE6YSbEOcpMlUxI7Sc9HQR+MeLHzTPWejj/+eA0aNCjpa9lKLLM5YsQIff/991q9erXWrFmTsi85r2X6uWZ6R1ehHvRkU5Yk299YVatIREO3bt00efLktDppl6R99903EndStm9fs7vV4uJiPfvss7r11ltdX9/kyZM1fvx4NW/eXBMmTHB9+chNJtt+N48vgk4QoHAZYzRp0iRXltWmTZsa48JYgiYd/fv31zPPPFNjfLLfS9W4ZNuPXI4n60rQ8dt1F/9P7xXC/9gYE9rzyLDGlYls30OyvqyCEoXzo1Ty8Tec6j2F5b1mGkdY4kZ2gvr8ortVir57JG10DB9d28TGmJaSDnKMesRa+7VbwRhj6ku6VVJVj7DnWWuj0VTGBWeccUb181atWunwww/Pajm1Haxk8iNv3bp1VuvPRFR2Gm7E6cWFibZt22rBggVq2bKldthhB82bN0+lpaXaaaed1KxZM9fX55WofA+C1q5dO1/Ws8cee2jZsmW+rMsN+fz98fu9ReWEvVGjRtp///1dX26zZs1022236dtvv9Xy5ctdX37YROXzzoabv53DDjvMtWUBqaT6PbpV5mrrrbeuMa5FixauLLuQ5fN2FIiyioqKoENAmnbffXdPl18o5RkLCfvewnTWWWcFHUIg2CoFxFr7nqTbHaP2MsaU1TLLmZIaOYb/5lYsxpgSSTdLGlU56uxCK5c5Z84cLVu2TBdccIFefvllTzrD7NOnT9rTLl26NOn4pk2bVj/fZZddco4pSF5ckPb7bpjp06frv//9r/71r3/VWSO5Y8eOnsSQq0Lr0yzb+JOV43Qu64gjjqjxeqYHlMcdd5weffRR9ejRI/MAPRT1zzzK9tprr6BDcF0htOQudG5tMzp06KATTzzRlWVli+1f4ar67M8999zAY8h1/ny7wBWV9xOVOP3mVSlmhMfEiROTjg/rPjXT32oYy9Fmu70J02fiZ5+4UZEv7yMM9ttvv6BDQA4KvqWZMSbtLIUxZidjzN+MMc8bY141xtxljJlhjGla99yhcpGkDY7hq4wxuzsnMDHHSzrJMXqltfbO2hZsjHncGGMdj04ppiuSdL2k8ZWjLpD0F2NMwwwfqTt4ioCioiIdccQROvvss7Nuon7ppZfm9LrTvvvum3R8eXm5dtppJw0ZMkRLlizJKL50hPHkLuzNwtMV1tZDQf8fW7Zs6ev60v2OO8sxbrnllkmT1LfffruGDRumyZMna+7cub7FhvSk2o5GyV577aUhQ4YEHYarRo4cGZcYnjlzZoDRIF2Z7CvSnTZZ65sqd955p1599VVtscUWtS7Dy+2mtTbwfST8kexmudr6rnWDHzcQ3HzzzZ6vo0r//v1rjKttP+zGb4vfZ2q59LfkvElTkmtlSqs+rwULFmjRokWuLBPRcsIJJwQdAhJ43aVENi3NorhtL5Tz+Ki+z/nz5/t+3Qn5ITRJM0kPG2O+McY8Y4z5c6qJjDEXSHpJ0lRJ/ST1VKw/sPmS3jPGDPYlWhdYa1+W5OwzbDNJj1YmvBYaY5ZKelPSXyVV7Tm+kXSsi2GUKb6vtHMk/ZzFY7KLMUXGjBkz1LlzZx188ME68sgjU053/fXXq3v37jmvb9SoUVq9erWefPLJyN+tn+vBUC477FNOOSWndWfjD3/4g6677jrf11uXoA9Kk/Up6LfE0ovbbbedrrvuOvXu3Vs9evTQP//5z6QXz/bbbz898cQT+vvf/17nhd0oq1+/fsrXwnjgvHjxYl155ZU5l/gLw3szxujRRx/Vgw8+6Ol63N4m1tYHoDFGzzzzjK644grdfPPNriScEfPGG28EHYJrxo4dS/k6+GbAgAFxxwI9e/Z0fb++cOHCuOFMbqbLRps2bVRWVlsRk9zMnj27+nnPnj01ZsyYGtNkW+4+V0Ef24bBtGnT1K9fv6zm/fvf/16dSN59992TfrbZKCkpqf5L8iReIXxnjTHq2LGjLrzwQjVs2DDocHISxs8r2/OWKVOmhKZriSgnzRBeXbt21UknnVT3hPD8GnMuv+2gqjGFImlmjOkrabCk5pIGKJYUSzbdeYolmariNo6HJG0uaYUxJvXVmvCZq1hSrIqRtJuk6ZL+LMn5Xr6TtJe19l8urj/aRywBW7Bggd577z3dcMMNatasWcqDFa9rRWejtg67wySTO33TjX/GjBkaOnSoSktLa012uskYo0MPPVQjR46s8drixYs9v6M5laBrh/ft21fnnx9sNdjEZObSpUs1aNAgvfLKK1qzZk1elsjLRHFxsc45J3kXl0F/f5I55phjdPTRR3tSZjcI9erVc/072KRJk+qD4l69evleAq9Zs2Y69thjNWnSJF/2O2Hct7kZ0yWXXKKvvvrKlZtz3JDOeyspKQnl54LCVFRUpNtuu01Dhw7V8OHDdcMNN7i+juOPP14LFizQoYceqgcffLDGyX+6SeJ0fze13bzghlmzZun+++/Xddddp+eeey7p8YDXF8bDcHOLn0pKStS1a9e0Lhy1bt1azz77rL755puM1zNu3Di99dZbev755/Xwww+7cqxXUlKStJQ5oqN9+/Y5zV/1ez3zzDP1888/uxGSa9zclmRybGOtDXw71qhRI73wwguBxlDFzfPKoP+vQWvTpk3Oywj7cXq6n3HVDRtey4ebqJ955hn97W9/C13/4ttvv7323nvvQNYdlqtdEyr/WklPWWtfSZzAGLOTYgkzW/kwkh6RNE/SnY75G0m6zOuA3WJjpks6QNKrqSaTdJ+kftbaF30LLoQaN25Ms9qImDZtWq2vp7sTduOEO3GHutVWW2nlypX6/vvvddVVV+W8/Fwdc8wx+uSTT/Tpp5/mnDzL9OAm6IMhY4xmzJgRaAwjRozQ/fffr9NOO00PPfSQhg4dWmOaQj/wDjqxGQVBtp7NVNu2bfXiiy/qo48+0qpVq2q0tkS0jB49WptvvnnQYQTCy32YMUbNmzf3bPm14eKy/wYOHKiVK1fqkUce0Y477lg93q3vWFFRkWbMmKHrrrsu6Y0Ql19+eY1x6aw7sZReMl7tX/bee28deuihatKkSa3rKPRjKDfMmDFDv/32m9auXRv3/axNSUmJNttss6zWt/XWW2vAgAFpnZdccMEFdU5z1VVX0Xo44q688ko1a9asxnbpmGOOCSii4NS2bU53e/ePf/zDrXBytt1222nPPff0ZNnZlGf0A/1bBW/48OFBh+Cq0tLSrOZbtmxZ1i3D3VZaWqqjjjpKEyZMqHtijyS78TnVzVl+CEvSzNlhR0WKaapamFVtdc+x1o6w1p5urR0v6WjHayONMZG6emCtvc1a21vSTpL+KOk0SacqVjpxa2vtaGvtOxksb3drrXE81qWY7rqE6bJ9XJf7f6FuS5cuDaxFTr4JOlnivOMj8aDFeYE+VZzJDkiDfk+5aN26tdq2bev7epP1QZHPUp3I7L333rrkkks8O2HIB3379g06hMgbPXq0a8tK56S8X79+KbeL9evXV/v27TNqkZfuhYCwXSAN474hbP+jqPL6/1ivXj1Plw9UGTBgQI1x6Xy/O3fu7EU4nsvltxvGbbrXwrYt6tKli/bZZx+ddtppOvXUU2uddu3atdwIUIcofKfHjBmjzz//XOvXr9dPP/2kJUuW6MYbb0ya8I+aTLdHuXxeAwYM0FlnneVaX4FVnO+hT58+Gc/vV2uc2rj5O6hrWa1atdJFF13k2voK5bjezfd55JFH5nSDvNfbzUyXn22XAyUlJa60DMxE1L6vQd3EKIUnaba943mNtsHGmMaK9VtW9cm+ba2dkzDZ1ZLWVT4vkjTM5Rh9Ya19zVp7o7V2nrX2UmvtTdbaj4KOKwwefvhhHXzwwaH+gUfhgNdtbrznCy+8sDph1KtXLx17rJvd9qE2QSTqCkUhbg8KWTr7ptruKvVi37b99tvr0UcfdX25CJewbWvCFg+Qiz/96U9pTefXsSu/r8KQ2I+YsypDGL4Dl112me69915dcskldd5842bCr0mTJho3bpxmz56dVy2so9Liv2HDhiotLVWjRo00depUHXTQQWnf/R+G761bsj1m//TTT/X8889rzpw5nibCs/lfhyEx72ZLknT+B2eccYZr60PmrLWelMN2yw033FDdt3uyJPfChQvVpUsXSbF99tixY32NLwiJFZnqqi6WjbDtK8KSNHPWDXg3yet9tanvLSvp9sQJbGzP9ZRj1FauRYdQiEKHsakOoML2w5fCFVOPHj30xhtv6PXXX9cLL7wQVw84k5ZmUeB13Jl8rpMnT/YwknDy83sf1e8oYtz+/EaNGuVqaaJ0v8te9am55ZZberJcFI4wHYcAqXTu3FmnnXZandNdccUVWfUfVZtkv5HEfVOjRo3qXM4222zjWkxRkA/blrlz52rnnXdWmzZt9H//93+BJ1Uuvvji6ue9evXSvvvum9Z822+/vTp16uRaHAceeKBuv/12zZo1KxQtY9ySrM9r+MevPs3SvVl1q60yv5SZ7XuoiterpFlYyzO6zav9TpD7s2TrNsZo8ODBrq1j//33d21ZbjvooIP07rvvas2aNbrpppt05ZVXVr82ePBgnXDCCfr3v/+t/2fvzsOcpvb/gb8zG8wwLDMgDDAgOwjIJjsjiOyLCAIqoICAsugXRWCGTRgWcYYdWRURUQQ3RAQRVERhFJFFNvVerv7u9eJyXQAVd4T8/ui0k6Zpm7ZJc5K+X88zD7RNk0/b5OTkfHLOOX/+PF599dWw26ut+I3D2aYsy1i2bJmn11dmZiamTJlidGjCsbxUkiQpDoByvL2fNRZr5l688N9Dflb3neL/wQd4J1tywoWQCIz6Ho1KFJYpUwYNGzb0OdmEsh5/y8bSPsNEjX3xt7O3WChnlJ9x+fLlFkYSGqf/Niw7iMyVl5eHixcv4syZMwGXC3f+qEgsXbo06DJjxoxBiRIlPI/vu+8+M0MynV3KvEjirF+/Po4ePYpvvvnG5/ey4pw2ZcoU7NmzBxs3bsTBgwd1N25v3brV5Micwc7JAoqcurfNhg0boh6DCEloI48Du5wn7CjU5JCdf4vMzEw0aNAAkiRhzJgxOHbsGF5//XXs27cPkiQhKSkJaWlpEZ+X3T3WRNesWTOcPn0ab775Jk6cOIHMzEyrQzKd5SWjLMtXJEn6CYB7kMo0AD+oFlPPinfYz+qUA11eNCA8Ikfo37+/bS9a+vTpg+LFi+OPP/7wet7OJ19RhHNyt3vjc7j7Dfc3Mpsd9jFljLE2H2KsE3X/FDUucp7U1FS/DUXRHOJJXQ9r1aoVZsyYgXnzvGcuUB4bqamp+OCDD7BixQpUqVIFkydPjkqsbnavO4rGqnKva9euIS0/evRo1K9f36RoiIwTzTnNtAwaNAg//vgj9u/fj169eqFLly4hryPScsE9DJ3RYqWnGYXOjnWDcOYLDKZatWro0qULVq1ahcuXLxu+fi3hlBfu3yszM9PUZJlo13ailEr/Vvw/S/mCJEmpAHqjaD6z/8iy/JWf9VRT/P8bw6IjIbgPUtEOIjvQuqPULiep1NRUrF692ud5rf3ACUM5Rvq72OV3jXU//vij1SFQlBldDkWyPrPLCdHKXJaLZDfcZ+2jbdu2mDlzZsTrCbfcjIuLw9y5c4Mu17BhQzz22GOYMWNG0DmojML9OLaJVhcga7E88E+SJIwbNw7PPfecZdMnxOKcZkYyq7wT7biJJNkS67SG027YsCGysrKQkZGBffv24fbbb8eMGTNMi2H48OGmrdupREma7VX8f74kSRkAIElSEoAn4epBJsGVOHteawWFwzy2Ujx13JxQKdaUKlVK97KiXhxodfctWdKYEUzdJ8F69ep5PT9ixAi/73nqqadC2sZdd93ld7tOI+o+FOuMHHLp1Vdf9YwFTeRmxrFv5hwZTi2Do4XfH5H9aB23+fn5ps277JRyQuv8ZsQ5z98NdKJ8b06c48Zqys/OayYySrTmNBOZ05JmTnHlypWw3mf3YZidSOsGp/3793vKjOuvvx5btmzRdSNUKK6++moAQJUqVfDQQw+FvZ5YPeeKUiqtB+Duh1gXwL8lSToK4CyA/ijqZfYjAH8Dt3cDkFr4/29kWf7cpFgpxjzzzDMRVyLi4+ODL2SiqlWrol+/fp7Ho0aNQkpKiqHbWLlyJdLS0gAAd999d8CuywMGDDB020Rmu/vuu72GrQh30tr333/f7+TpyorI+PHjw1o/GWfhwoVWhxCy9evXeyreDRo0wG233aa5XKxWekVitwYao7dh1PrM/uz9+/f3emx0D51atWppPh+tnkAUuWiXp3ZtkDWSXb4DnmuNJ8p3KkKCIdY1bNjQsm2LWAZFemyYNadZOMMzivj9WuXvv//Wvey9997r+f+4ceNQt25dAOHfLG/U7+Bv34y131nr87rbT8108uRJHD16FKdOnTJ17rSrrrrK63GvXr1M21Y0CZE0k2X5HwCWwNWbDACKAWgCwP2tSwCuABgly/L3flbjTqXLAF4yKVSySFpammf+lGgXrn369MHx45F1XKxUqZJB0YTvhRdewAsvvIBt27bhscceC2sdFSpU8Ptap06dcPbsWXz33Xd4/PHH/S43b948r8nIwxXK8IyxhN+BOUqVKoVXX30V7du3x8CBA7FixYqg79FKTOutGE2aNMkzD0S5cuVCC9YksbRv3XTTTejbt29UtxnqjQxav8eIESNw6NAhbN26FR9++CEbdUhoRpQpZjegtmnTxnPTUbFixfDMM8+Yuj23mjVreho7AKBOnTpR2S4FZuZ5UKtunJqaqrGkPk4ZmioQrc8oSlKFzGdVvTQjI8OS7ZK3NWvWWLZtJ14TiXDNwJ5mvgL1NOvatStmzZqFSpUqoVOnTl7zq6alpeHo0aN499138cknn2DpUu++J8uXLzctZhJLqVKl0KxZM6+Rjsw41jZu3Oi56e/aa6/F0KFDDd+GFYQplWRZzgGQB+BS4VOS4t+fAAySZXmb1nslSeoCoId7VQD8t9iT7ZQqVQorV670nMituBiKZBLjkSNHGhhJ+BISEjBw4ED07dvXbyEZqAKYmJiIjRs3+jyvvHOlRIkSPncYRJMdKrDB9t9An8HM8Y2tZIffDXANdffuu+/ihRde0JUIT0tLww033OB53LRpU59hTJWU30OVKlVw7NgxfPnllzh48GBEcVPotm/fbtpwW27du3f3/D8pKSnkc4W/sqRFixa45ZZbAibhjDjmAq1DpEZLreF9yXoi7SOBSJKErVu34uTJk/jss88wcODAqGw3MTERL7/8Mnr37o1evXph27Ztpk66TdarVKkSmjdv7nncqFEj1KxZ02e5Ro0a6Vqf6MeYXep+IjLiu9O7H0VCxN+4WbNmEa9DkiThjy8RKK95EhMT/Y60EY6RI0ciKyvLsPUZqUOHDpZsN9J9sm3btgZF4i2cnmZU5PLly5rPP/LII9i2bRtyc3Px1Vdf4a233kLlypW9lilRogTat2+PzMxMDB06FJ06dQIAdO7c2bK587Swfht94STJgx3LPXr0wCeffIK3334bH374oeYcbnrKA9HqDkKVSrIsTwNQA8B4AMsArAIwFkANWZZfDPDWiwBmAXgZwGOyLH9idqwUPR9//DEGDx5sdRhhCzRMoZ0cPXoU3bp1w6RJk7yef/TRRy2Jx6kXK1qf66abbkJ2djamT5/u85r64o/jV4tl27ZtyMnJwcSJE7Fnz56Ay6p/+2LFiqFy5cpC3PkXa6JRWVu5ciW6du2Kpk2b4oUXXghp/kxyufnmm4Mu49SbDUQm2sVOpCRJwrXXXmvqRf3111/v+X9iYiKGDh2K+vXrY8eOHdi5cyfq16+Pxx57zLD5aMk4RtZHX331VYwePRr33HMPdu3aBcB7qOC4uDjMnz/fsO2ZzeyygKNOhG/t2rVYt26d13PqnggiivT33blzp0GRUDDLly9HuXLlUKxYMSxbtszQem6VKlUMWxdgXDnesWNHr/O5HbiPqf79+3v1cLcCk2a+/A3POGXKlJBGKUlPT8dbb70FWZbx5ptvhj0soBltcH369DF8nUqsFxhDz29fo0YNdOzY0e/Nx3ZswzVn4NoIyLL8NYCVIb7nAwAfmBMRkX7PPfccbr/9dqvDMMW1114LAMjOzsZnn32GU6dOYfjw4WjZsqUl8dj1QjmcGF999VW/r61atQpdunTBL7/8gszMTGRnZ5saixlCPXn27NnTpEiMV6ZMGeTl5VkdBgmoZs2aQROpolEeq1aWH+7eY3PnzsWZM2fwxRdfYPLkyXjsscfwv//9z2vZGjVqCFPWmUU53yIZJ5pzxS1fvhwjRozA+fPnMXfuXK8hVNx69uyJr776Cr///nvA4bLJPGbvExUrVsTatWu9nnvwwQeRmJiI06dP484779TsfRZrIhm1wQk6d+6MTZs2hf3+nj17ok2bNmjYsCFef/117N69GzfccAOGDRtmYJRiimTIUzvq1q2bV10zmjdXdu3aFd9/729mFefZsWMHunfvbln5E2ljdHx8PD788EMMGTLEsuSykUkzp5wHrEwkmv0dutc/ffp0bN68GT/++KMpPXntmKhxAjP2nwkTJkT9Bh/hkmZEdqZ1l0T16tUtiCQ8ek4oV111FbZt0xwp1THKly9v2rqNPmm3bt0ap0+fxj/+8Q+0aNEC6enphq5fNAMGDIjoRMlKU/huueUWHDlyxPM4Pj7ewmgoFjVq1AjVq1fHww8/DMB1M8cnnxQNLhDufJ12Vrt2bdSqVcvqMEImSZLfi6loDYEoAvc5qWnTpvjoo4+CLl+yZEn2NhOM2fWKuLg43H///aZuwwha3wPrXOYYPHgw5s+fjzNnzgCAT6I1GHcv7ZIlS2Lr1q2Gx+d0gc5folmwYAGOHDmCc+fOoWrVqsjJybE6JENY3aiu9ft369YNCQn2bl4tVaoURo0aZWjSLJRjxb2sXY6vaBg3bpxQPczdv82oUaPwxBNPGLLOSpUq4cSJE3jttddw7bXX2q63JkXPgw8+yKSZkiRJaQCaA2gAIANAKQD3ybJ8RbVcbQCVCpd5T5blL6MdKzlf2bJlce7cuYDLJCcn46677sKGDRsAuO5wV85bQ8ZVgoysLD/zzDNe4zprzd0WLeF8P1dffTWuvvpqE6LxZWUl9q+//uJQhRa69957sWbNGpw9exZxcXF47rnnrA6JwmTHi9EaNWrgxIkTYb3Xjp9Xr5dfflm4z5eRkRHR++fMmaN7WTMb5dngT2qiHWuBiLT/Gp1Qs9PvYIbExEQcOXIEO3bsQNWqVYWd28lsIu3jomrUqBFOnz6NM2fOoFGjRihTpozVIQmJ+1IRK8tXd6+qWC/jldTzlIli3rx5OHfunGcEqkhVrVoVY8eONSAysrtA5XFmZiby8vIwZcqUqMUjXNJMkqQ4AIMBjACQBUB9K/sDAP5SPXcXAPdtM4cBtDYzRopNzzzzjNewcPv379dcbu3atWjUqBEuXLiAe++9l2MzR1G4FazBgwfj3Llz2L9/P3r27Ilu3boZHJl+0ay026lC2rVrV0MSZiJ/ZtEv2EqVKoUTJ05gz549qFOnjiGTqTtJsH1LpN/X7FhE+qxO17BhQ6tD8FKuXDkMGDAgonXUq1fPoGjMMX/+fEybNs3qMEgQLO/8E7nOZXclS5YUfs5vp/7+dvtcGRkZEd/MEgs2bNjgGf5b6eabb8b27dstiCg0TjgXGdlu5oTvQ0Tu77VChQp4+eWXAQQvE0Wv15M+Zo7GFYpoT0sgVGu+JEmtAPwDwEYAHeBK6kmKP39mAfh34TItJEnqbXKoFIN69OiBHTt2YNKkSXjjjTf8dhtOSkrCAw88gNmzZ0dUsHTp0sXrsb/JFCly7qFvtm7dipEjR9ruYiiazKiA6vm+O3fubPh2KXRpaWm4/fbbmTAjEpjeYSqfffZZ3esMVPZXrFgRo0aNwogRI1BQUKD7BgcjzrVWnK+dMrwVhY71Q/9E+m5EiYWNtsbjb0uA8fuBLMsYPny45mszZ840dFuxJpTfys43mzuxTDDqOOvbty+qVq1qyLqUtOK7cOFCyOu54YYbDIjGeZQ35iQnJ2PUqFEhvd+sYyLa9QBhSiVJkvoAeBdATbiSX78CWAagU7D3yrJ8CcBixVO+t4gQGaB3795YuHChT0LLDEuWLPFqeNqyZYvp27Q7US6kSFx2rNDaMWZyPjuVt1bEOmvWrKhv023QoEGeekrjxo01l3n++ecj7qXwzDPP4O2338aZM2ewbt06rF+/HnXr1o1onSLxt9/ExcWhf//+UY6GRCVqWRjtuALVVUT9jij2cF8UR9myZb0ei3qDsFbZJuJ+5ITrRSOTZiL+RrEqPj4eH374YVS2pTUEbbB9oU6dOmaFY2urVq3C2LFj0a9fP+zbtw8lSpSIeJ16jkvRjl0hkmaSJFUCsAGAu5/dQQD1ZFl+UJblfTpXswnAZbgSbp0Lh3kkB0pNTbU6hKho2LAhDh48iNmzZ+P1119H3759rQ4pZMnJyVaHAMBelUjRThKRat26tdekyOvWrbMwGrE1aNDA6lJwb8EAACAASURBVBCIDDF+/HjD16mnHG/btq3h2w1Xbm4uunbtasm2S5Ysid27d+OXX37B0aNHNZe59dZbI95OlSpV0LFjx7DrZZmZmRHHYKfzOzmTeh9U37HcqVPQ+z8pgGjN2UvGM+OanWW+czz99NNej628QThajcFmUtaBQ4nF7LjD6Wlm15EIwjVw4ECrQzDdVVddZfg6jTofOLmeEcm0M2XKlMHq1avx8ssvo1WrVgZGFZlo1wNESSzdDSANgAzgnwC6yrL8dSgrkGX5IoAjhQ9TAVxnaIQkjPj4eDzxxBNITEyEJEno0aOH1SGZ5rrrrsPMmTPRvXt3S+MItwF08+bNBkdShBdN1gi1AlqrVi28//77mDx5Mp599lmMHDnSpMjsRzmBadmyZfndUEjKlSsX9nvNvBht0qQJRowYEfH6w5GXl+eVpH/88ccticNt586deP755y3ZdlxcHEqUKIH4ePXUwOExo/Fh6dKlhq+TyEx6joOlS5ciJSUFgKshdsmSJWaHpUmEerIR5UaFChWivs1o6d3b2TNKTJw40dT12+m3Jl89e/bEpk2bMHToUDz11FO4+eabLYmjfv36AXuaiFCWBpOWlmbKDWvRZufhGSMxf/58q0OwhAhluFOHZkxJSUGtWrWE27fsUJ6qJQRfJCqUXWjmyLL8a5jr+ScAdwq0PoDDEUVFwho5ciT69euHy5cvo1y5cujWrRvefPNNSJJkywNRFP5OXA899FBY64t27zgRTryRcuL+26JFC7Ro0cLqMITz8MMPo3r16jh79izuvvtuvz0znbhPUOjuuOMObNq0CQCQkJCA++67L+oxKPdFrf1y5cqVGDVqFIoVKxbNsDxq166NgoICvPjii2jSpAmGDBkCwLpzQ2JiIm699VaMHTsW58+fj3h9EyZM8Eo0RTq8otUaN26Mdu3a4b333rM6lJA5ob5BxlCXhU2aNMHx48dx6NAhtG7dGrVq1bIoMrHprdukp6f7PBdoGDfR60zFixfHH3/8gdTUVCxYsMDqcEzTokULZGRkGL5eUcpeI+OYN2+eYeuymyFDhnjqaqGI9Dj/4osv8NBDD0GWZcyZMyfk94uwHyYlJWHLli3417/+hcGDB6N06dKe10QvB/0xMmkW7e8g3H0iLS3NVvUEu+5b/jg1Ufvrr+GmVIwjQjlpBFGSZtUU/98bwXrOKf4f2m1pZDvKi6jXX38d7777LsqWLYsmTZpYGJUzRdKjwSxOO2E7Vc+ePYMuo5y7L5bExcXhnnvusToMsolly5YhMTERX331FSZPnoy0tDSrQ/LRvHlzyxJmbq1atRJqCAnAuIuGSZMmYefOnfjXv/6FzMxM5Obm6nqfu5FWNJIkYdiwYbZMmlFs0nss165dG7Vr1zY5GrEEqpdHUmdv0KABvvzyS5w+fRoA0L59+6DnP5Ebao4dO4bDhw8jKysLNWrUsCSGaHw/4SRCQmXVtaARN+lWrlwZX331FRo3bowxY8YYFBnpVbVqVWzcuNHqMCIiSRJuueUWq8MIKpzhGe3YzmPHmIMx8lxh5ffjxN+GosfypJnkOhJLK576KYLVpSj+/0sE6yGbiY+Px4033mh1GBRFV65c8XnO34ld5ItntWjGasa2rr32Wpw+fRqyLKNRo0a6xuguXrw4OnfujLfeesvweJzATvuvHdWpUwdnzpyxOoygypYtiyeffNLqMDyivV/yOAAqVaqEY8eO4fPPP0e1atW87iqOVWZeCFerVs20dZNzsDEmPKGU6W+88QYeeeQRJCYmYtq0aSZGZb5rrrkG11xzjdVhmI7n7MA++eQTfPXVV6hevXrAnpOxbM2aNRg7dqzma1bvX1Zv36mM7PXD30h8/I2cLdz6sWj1asuTZrIsy5Ik/QigTOFTNQF8Gubqrlf8/4uIAiMixxCp4BUpFjMMGzYMN954I7788kt07tzZa36hQF544QXMnz8fFy5cwPr1602O0l6cPDltLHHCsR/s4sbMz2jn78/I2FNTU9G4cWPLth9L7rjjjojX0aZNGxw8eNCAaEgEdmrgEWHIIaO+r4oVK+LRRx/1eV6rbLPTb2QVO5wT2rdvb3UIpipVqhRKlSpldRho0KABPv74Y6vD0DRs2DB8/PHHePfdd3Hq1CnL4rDD8eIU7vMWy3FxifTb6I1FpJhFYsVIJEb8FtGu31pfm3ZRzj12VzgrkCSpN1zzmAHA7wDeiTAmIrIZJ5wQnVAxb9q0KW666Sa/c3RpSUtLw8KFC7FixQoTI7MnJ+zXRgk0UTeZT1k+cb8kI0S6H5m1H6akpEQ81OjgwYPx3HPPGRQRUWAjRozwerxw4UKLIiliRJ3WzucaJ9TprRAXF4fly5drvibC/iBCDEZZvXq1EMk7LcnJyVixYgVOnjxpaRxJSUk+z+m9KdSOjN6/Q1mfk44tp+J5LbCNGzf6TeqItn9v3rzZ67Fdbly/8847o1oGi5I0e7bwXwnAeEmSQpqMQpKk+gDcYxbJAF6SZdn6me+IyIdRJwvRTjp2FIvfoV0rerE8/Owtt9yC7du347HHHsPhw4eDv4FIJRbLOopM27ZtrQ6BbEKUesW0adPQvHlzpKamYuLEiWjRooXVIVmGZb59tW3bFu+++y7nKI+S9u3b48yZMzh27BiGDh1qdThCatSoEapUqeJ5XK9ePVSuXNnCiMLj70YgkcpLI3uQiHJutjMj9w2t37Zhw4aGrV8UQ4cOxYkTJ6wOQ5c+ffpg/vz5uP766zF9+nTceeedVocEIPh+l56ejhUrViAtLS0qIzKJkjTbDOAUXAmvJAC7JUnqpeeNkiR1A/AWgHKFT/0MYKoZQRKROJxaERKp4kqxo2vXrlaH4JckSejTpw/uueceYe+GJRenlsukLZLzlVHnOrP2uUWLFpmyXrI3ketoNWvWxOHDh3Hx4kUsWrRI6FgB83qh8Txkb/n5+cjKyjJt/aIfF1aoUKECmjZtisTERKtDEZIkSXjppZeQlZWFDh06+PTOsEqgsk5rPy8oKEB6erqZIemOxR87z2nGc48vZW8gSZIwdWpRM33fvn1Rt25dK8LyYfRv17BhQ8192ax9JDEx0WuEp06dOul6X3x8PKZOnYr9+/dj3rx5UTkHGPUdjBkzBufPn0dBQYEh6wtEiKSZLMt/AxgI4Fu4EmelAbwqSdJOSZL6qBeXJClFkqS+kiRtB7ALQIXC1y4DuFuW5W+iFTuJb+7cufj0009x2223WR0KGYjzGFjD7O+Yv6G2UOcwCkVmZiYeeeQR09YfK4LtuyLML+NmxHFmp4tREcsVkRPVse6xxx5Do0aNDFkXG1Gcj7+xf2aXvaJ/9yKee+yuUqVKEb3f7CFDN27ciFGjRkW8DRJLy5YtceDAAbzzzjto2rSp5jKiH+/NmzfH008/bXUYAdk5aUbeEhISfBLM8+fPxzvvvINdu3bhpZdeingbotcBoqVEiRLYunUrmjdvjq5du2Lt2rVWhwTAOcegMC04siyfAdAZwA+FT0kAegDYBlcize0bABcBbAXQu3A5CcBfAEbIshz50UeOkpqainr16mH58uVedztMnz7dwqjIDHYomJ3YDd1I/io/RlWK7LCPaJkyZYrXsBpz5841bN2ff/45mjVrZtj6jGaX3yzYPjp//vwoRUJ2MGnSpKhty4jy0+gLU1EvdIcNG4Z77rnHNuUORRf3i/Dcf//9Xo9bt25t2rZE+o1ELeeiwajPPnLkSM//ExMTMX78eM9j9X7VtGlTw+eRnDNnTkjLDx06FOvWrTM0hmgR6dhR69Chg+f/kiRh9OjRFkZDZnEnzUTeF0mfU6dOYeDAgT7Pd+jQAT169EB8fLwFUTlXjx49cPjwYezZswe1atWyOhwAzqkDCZM0AwBZlj8B0ADABrgSZe6EGFCUOEtXPO9+7SSAVrIsPxO9aElUPXv29Pw/KSnJMzF2hQoVcODAAdx1112YP38+Zs2aZVWIwopGwVavXj1D1lOmTBmf56wYciBUU6dO9ZpQmPthdNn15F2+fHl8+OGHuP/++7Fq1SpMmzbNsHVrTXBtVx07dgz4uvKiGzA/cdGkSROUKFEC2dnZQs3PYdfjwCwtW7Y0df2lS5f2ea5s2bKmbjMauB8R8TjQo02bNhg+fDgA1/XY4sWLrQ0oiO3bt1sdgqlEaZDOzs4OuszSpUsxfvx49OvXD/v27UNaWprntbFjx3qG9ypVqhRWrlyJgQMHYtGiRejRo4ch9duHHnoo4nVQ5PLy8nD11VcjOTkZ+fn5yMjIsDqkoKZMmeL1eNOmTRZFUsSKY9+q4RmjTZRy1Wx66zxGtfmF47rrrvN6/MADD1gUCanZ8ThJCL5IdMmy/AOAkZIkrQRwH4CbUDRfmdLvAN4FsFaW5VejGCIJbuXKlRg3bhy+//57zJw502sOnNatW5t6d6MTGN2we//992P58uUAgBo1aqBPH/WIq+EpX748qlWrhjfffBOAq7FcOUmvqMqXL4+DBw/iiSeeQO3atb3umCR7nkijpVGjRli2bJnVYQgrIyMDCxcuDLhMhw4d0LRpUzzzzDNo3LgxHnzwQbz6qjFVCK1996OPPjJk3XYhauNxsHKlRYsW6N69O9atW4dvvjF+hO9169ahc+fOnsczZ840fBuBiDwcZ6T7DOdgoWhiHcW/YPPrbNiwAUuWLEHx4sWRnJyMzz77TNd6w/nOI/mdOnTogJo1a4b9ftJv2LBhWLBgQcBlSpYs6bmOVEtLS8PRo0fx0UcfoXr16qhcuTIAYOLEiZg4cSLOnTuHypUr488//wQAzJgxw9gPQFHTunVr/Oc//7E6jJDcd9992Lt3Lw4fPox+/fqhX79+VockPDsnzZxI9DqPv/hWrFiBXr164cKFC2jVqhWGDBkS5cjISYRLmrnJsvwRgJEAIElSXQC1AZQC8AtcQzSekGX5L+siJFFVr14dr7/+utVh2JIkSejevTsaNmyI06dPA4DXhJ3hWLx4MRo1aoTvv/8eI0eONLQr9rZt27B69WpcuXIF9957r2HrNVuzZs2wevVqq8MIqyKUmppqQiRE4Rs7dixycnKQnp6OkiVLBlw2ISEBS5cuxdKlS6MUnZhETqJYQZIkzJ49G7Nnz8Yrr7xieMPGDTfcgIceeghbtmxB06ZNfYaUikVG7T9ZWVmGrCdUTtr/icyiPk6UvYSsIkmSJ8G3ePFiTJw40eKIYpfWqCGhKlGihN/zQNmyZXHo0CE8/vjjqFWrFsaPH4/ff/894m06Fc9rxqpcuTIOHTrkeRzN71fUm9iCMXJ4xmh/B3b9zo3Qr18/bNu2zfPY6tE02rRpgzNnzuDrr7/GNddcY8kNdjzew9elSxfs2LHD6jA8hE2aKcmy/E8A/7Q6DqJYIEkS3n//fWzZsgXlypWLuPEwPj7eM0Sm0UqUKIHJkyebsm6rVKhQAV999ZXVYfiVnJxs6vp5wUbBPP/887jtttsAuIa9mzFjhu6J4W+44QYTI3M+KyvlV199tWXbjlR8fDzmzJkT8two0dSvXz+8//77VocRsoSEBKxfv95r3ptocNoFKoWP+4K9vPXWW9i0aRMaNWqE8ePHm5o0475hvcaNG2PVqlWGrpPXKqRF63gXbV+xokyKleEZY1leXh727NmD3377DXFxcXjmGetnTSpXrhzKldMasC46eP4P34IFC7B7925cunQJgKvtx0pClEqSJE2XJGlm4Z8tEnlETlayZEncc889uOWWW4Sr7LmJGleknnzySa/H+fn5FkXiTKJMjErhu/XWW/HOO+9gxYoVOHHiRMCEmbKhpFOnTqb2SsnMzDRt3XZh5AWCOsEkSu9Ap85vMmbMGE9iMi4uLmoXKEacy7t27WpAJC5GX+Q6ta4Sq/h7GkfrWNO6Uc/o7/zGG2/Ek08+iQceeIANtBQ2NoiKST2PWKRatGih+byTzgXqz2LlZ2OZbE916tTB0aNHsWzZMuzfvx89evSwOiRHGjFiBLZu3Wp1GKarV68ePvjgA8yaNQs7duzArbfeamk8oiSo7gfg7sP5JIAvLYyFiMgynTp1wrx58/DSSy+hZcuWGDdunNUhBdSiRQscPnzY83jo0KERrS8pKQnJycmmDJ9SrVo13HTTTYavl6KvQ4cO6NChQ9Dlxo0bh3bt2uGHH35Ahw4dTL0QnDlzJp544gnPY6cPwWf2RfWkSZPw008/4eTJkxg6dCiaNm1q2rZCafyaPXs25s6da1osZtDz+VJTU3H8+HHs2bMHtWrV8plEO1IJCQn4+++/PY+7detm6PpFJEkSMjMzkZmZiS+/5KUNOZsRSYR7773Xa4incEVyfjLy3OakhnVyPifsrxMnTsQ//vEPHD9+HHfccQdyc3ORkODd5NmmTRu/73/66ae9rmVXrlxpWqyRCjaPpCjY08y+Qvnt6tWrh3r16pkYjf1FclyWL18e69evNzAa82lN66L3O2jWrBmaNWtmdEhhESVp9gmA9gBkAC3BpBkRGchOdwPGx8dj+vTpmD59uunbMqJCvWjRItx+++04d+4cHn74YVx11VURx7R+/XoMHjw44tjc6tati0GDBmHs2LGsjNtQpPtp48aNDYoksCpVqmDnzp1YtWoVatWqhXnz5kVlu+Ew4thXN0IArqS3UZKTk7Fo0SJD1sVGUH3KlCnjGfrUaM899xwGDBgAwLWfLFiwwJTtiCYuLg5r167FqFGjcPnyZXz//fdWh0QRcPLxb4ZA35fWa6HOg2Kn+j2Jwag5XVkWiKlcuXJBE++BGvbvuOMO/P333zh06BD69u2Lli1bai5nh6EY7cjI63T+Hs5k5OgSZK4OHTqgYsWK+OabbwAArVu3RvHixS2OKnSiJM32wJU0A4BhAF62MBYiItKpffv2+Prrrw1d56BBgwxNmt1333247777DFsf+erYsSP27dtndRiW69WrF3r16mV1GEEZ0dBYoUIFNGjQAB9//DEA1/CURvdOIufo378/du3ahSNHjqB3796G3o0qesNIr169PBeMosdKZCTR588xG5N6RPYiSRLuuusu3HXXXVaHYgqRykctRsYX7fKX5b25KlasiAoVKmDhwoWe54xIsop+TOgh6meIi4vDrl278NBDD6F48eJev52diJI0exLALACJAHpLktRNluU9FsdERORoN998s9UhkEMsWbLE1OHzSEybN2/GhAkTcOnSJSxcuJA9OSmgHj16CDHPQbFixfDnn39aHQY5BBvKXERptOHvEVz58uVN34Yo+4Ma9w9yClGPMTUOz0hG0LpJe/HixV7DrY4cOTKaIUVVoONI5PNakyZNsGPHDqvDiIgQpZIsy98CWARAKvx7VpKkGtZGRUTkLJs3b/YMqZaVlYWePXtaHBE5RZMmTVClShVT1m2Xi8JY1KhRI+zduxf79+9Hq1atrA7HL+5D5hDlew3lYjEpKQmrV682MRpyMlH2eRGZ1WgT6hCPRqhVq5Yp67WK8ia5ChUqoHfv3hZGI55Ro0aFtDzLARKByA3l4bJz0ixWygWR9ruWLVtiwoQJSElJQbNmzTB16lSrQ/LQ2h9E+u5IP5FKpTkADhb+Px3Ah5IksUWXiCIWK5WYYAYNGoTTp0/jnXfewb59+2xdMSWi8LFMpFDZ7UJv9+7d2LNnD5o2bYpSpUqhb9++WLt2LQ4fPhy1BC+Ps9hgt2NDFEZ8b/7WEcmxJ8syihUrhrVr1yIxMTHs9Yhk48aNmDBhAkaMGIEDBw4gPj7e6pCE0rt375BuJJRl2ZHHPc9Zzif6kLnutgknHl92JHqZEBcXhyVLluDXX3/F0aNHUbNmTatDIgcSZXhGyLL8lyRJNwHYBaAlXImzHZIk7QLwFID3AXwry/IV66IkIlGwMhWeunXrom7dulaHQUQ2xHKXlETeH0qWLIm2bdtqThjunoePKFSiNyCJxorvy6htjh49GoMHD0apUqXCXseYMWOwZMkSz+OGDRsaEVrISpcu7RUHeUtMTMTOnTt5MyHFJJHOazwGKdpEvpYhMQhRKkmStF+SpP0AXgHgvvVJhmuoxp4AXgDwJYBLkiRd1vH3tzWfhIhExJMhkcvAgQO9Hjdu3NiiSIiiJ5QGAZEaD0TC70Usq1atsjoEKsQ6pnFEKGeUMZQsWTKidU2ePBmZmZkAgJSUFKxZsyai9dmJnuNCaxmr9gFJklCuXDndy5J98fcTl5FJs2ifm1kXsC/+dhSIEEkzAFkA2hX+NYMrYQbFv1IYf0QUIjtVIu0UK5EoHn74YZQuXRoAULx48ZhqwKHIsdwlo4m2T+m9cNYTd3JycqTh+HXHHXdg4MCBSE9Px2233WbadsibaPsriS0jIwPHjx/Hzp07cerUKWRlZVkdEpFfLN/sJZyGfj2/sdH7QTjDM8YSux13em8uIHIKkUolJsCIiEgT7wAyRu3atXH8+HFs2rQJx44dQ5s2bawOyXINGjSwOgTT3XnnnV6PFy1aZFEk1rDbBSlFLtA5w6wL/ttvv93r8bRp00zZDgCUKlUKL7zwAs6dO4fnnnsOc+bM8Xp9y5Ytpm2bSIsV9TStoRNLlCgR9TgCKVu2LHr16oUaNWpYHYotWFnfb9++ve5lWa+IbVpzJ3GfiJyRSTMn/R5333231+NoXsf16NHD8/+qVauiQ4cOUdu20zhpn4wlosxpNtvqAIiIiGJBtWrVUK1aNcPXa1ZDh9kVzLy8PLzyyiue+PPz803dnhWmT5+ODz/8EP/85z8xaNAgzXme9GDymoxmxD4VahlRoUIF3HTTTdixY0fE21Z65JFH8O233+KLL77AxIkTTSln/Rk9ejT27t2LgwcPom/fvujTp0/Uth3rWC76Z8T5O9A6qlevjuuuuw5Hjx4FALRs2dIzHCKJT7Q57/Ly8rBjxw5cunQJALBhw4aQ10GxoUmTJmjXrh3ee+89AMCIESOi3kvKifthLPY001OHmDp1Kt59912cOXMGbdq0wYgRI6IQmcuzzz6LefPm4ZdffsHUqVNj8jcSHeuh5hIiaSbLMpNmREREFHV16tTBG2+8gaeffhrXXnstHnzwQatDMlzdunXxySef4O+//0ZiYqIjL7QDadmyZcDXnX6x4fTPF44XX3wRTz31FMaMGWPYOqtVq4a3337bsPWFonz58njnnXcs2XYsibWy0w527dqFhx9+GJIkYfr06VaHQzbkPkfWrl0b77//PrZu3YqmTZvi1ltvDfoepWeffda0GKOB5Vto3NcOKSkpGDJkiNXhCCtWhmdMSUkxbd3Vq1fHyZMncf78eVx11VVISIheM35aWhoWL14cte0BriHIN23a5Hk8ePDgqG6fSEmIpBkRiYENa0QUizp37ozOnTtbHYap4uLikJSUZHUYlmjcuDF69+6NnTt3Bl2W58HYUKxYMYwePdrQpBnFJpYZ5qpevXrA18uXL4/ly5dHKRpyuubNm6N58+ZhvZcNu/ZgVJmdkpJiaR0inM8h+vnKyKRZtD/rzJkzTV1/sWLFULFiRVO3IYrc3Fzs3bsX33zzDTIyMpCbm2t1SCHjTQjOYd9UPhGRTu3atbM6BCLH48TAJLJXXnkFb7zxBj744AOf13hhQ9Ginpfi0UcftSgSCgfLCv9SU1N9nqtSpUrI67nnnns8/09LS8OwYcMiiovIaCwHyEnM3p9joafZihUrNOe5o/DUrFkTp06dwoEDB3D69GnUrl3b6pCExnOSuexZKhERBaDsQt6kSRP07t3bwmiIYsPKlStDfs/1118fdBlWBMkI8fHx6NKlC1q1auXzmuh33pJzZGdno0GDBgCAO++80/E9XGMByw+XEiVK4M477/Q87tGjR1jz+j366KOYO3cu7r33Xhw6dAjFihUzMMrgWOdwNh6v/nHfdz7Rf2N3fKLHqXbfffdZHYLjlC1bFllZWShbtqzVoYTF6HON3Y4JJ+HwjERkSy1atPD72oMPPojrrrsO//vf/9CnTx/b3rVEZCdt2rRBfn4+Nm3ahFOnTul6z6JFi3DTTTfhu+++Q8+ePfHLL79g//79JkdKRGSNWrVqecpHXgDbD3+zwDZs2IBu3brh0qVLYQ9VV6xYMcyYMcPgyEhEWo2KVhxjPK7Jaey6T7PNhqLNLscKb/iwDkslIrIFZe+xlJQUTJ06NeDyHTp0wG233Ybk5GSzQ6Mo6NGjh9UhUBBxcXHIzs7GyZMn0bNnT13vadmyJT777DP897//xc6dO5GYmOizTMeOHY0OlYhCJErjphNIksTvjhwpPj4eQ4YMwfDhw2N2Dk2KDU4sw7t37251CBQCuzSix8LwjER6mHXM2qUssCuWSkRkCxMmTMDTTz+NadOm4ciRI7jqqqusDolMtHHjRiQkuDpDDx48GI0aNbI4IgpFKBdIJUuWRJUqVSBJkmalj/OZEInJiIs0JzY8UmxhYwVR7HHicd+rVy/PENaSJGH9+vUWR2SOWKh3RLJ/Wvn9GJk0i4XfmYjMx+EZichD5MqFJElecyWQsw0dOhQ33HADfv75Z8/8L+Fy4oWt6Iz8zqM9nwn555RjqVKlSvj66689j++44w7P/0U+D1pJ5O9F6yaa+vXrh7Uup+zjZA6RjwO7MftY69WrF1577TVTt0H+hXus2KEMdmo5EBcXh/3792Pfvn3IyMhA48aNrQ6JAnDifhgoaXb8+HE0adJE97rsUJYQkfjY04yIiIRUtWpVNGzY0JEXBURknXXr1iE1NRUAcPvtt6N169YWR0SRSEpKwqJFizznioceeghpaWkWR0VEVtq0aZPVIcQ0PQ3WnL9MPElJSejWrRsTZmQYo4Zn5D5Jdsfzjz2xpxkRERERxYyePXviP//5D37++WdUq1aNFzEOMHHiRAwYMACXL19GjRo1rA6HiMJgZFlcpkwZjBs3DqtXrzZsneRM7JFC8h/FoAAAIABJREFUduTE/TYW5zTjNYgzGf27cj+xDpNmRERERBSUkyrsZcuWRdmyZa0Ogwx09dVXWx0CxSAnNlw6RUZGhtUhkAM5qS5EZPb+bFRPMyIiK7BUIiIiIkMlJydbHQKZINYbh2fOnGl1CERkITaW28v//d//ITEx0fN4+PDh1gVDPmK9TkFE3niOpWjjeYiCYdKMiIiIDDVnzhyvx2yoIieYMGGC1SGEhReERBSLypQpg7feegt9+vTB2LFjsWzZMqtDoiDYaE4UOTseR5IkeeI2ot5ql7qvXeJ0Mjv8BsoY7777bq/XVqxYEe1wYgqHZyQiIiJD1a9fH/n5+VixYgVq1aqF3NxcXe+zQ6WVYlNKSgrKlCljdRiOk5DASxGyN563xNa+fXu0b9/e6jBIEEYcr3ZMSFARltnRpfd44dCMRPpMmTIFBQUF+PTTT9GzZ08MGDDA6pAcjSUTERERGS47Oxtnz57Fvn37ONcQ2d6dd95pdQiO1L9/fxQvXtzzuEWLFhZGQxQYG8sJANqF+8aCAiPDIIPwuCbSFs2yjkkzIv+U56kaNWrg5MmT+Pnnn7Fz506kpKRYGJnzsWQiIiIioqBitadV6dKlMWPGDKvDcKTU1FQ88cQTqFy5MurXr88hRsh22GshtswCUAAA+fmhvTE/H7j+ekBnz3sSR7ly5bweDx48OOh7SpYsaVY4RIZSn8PcjfPusi471BWGWdYZnbxmMpycLCEhASVLluR+HgVMmhERkaM1adLE6hCIbGno0KFej6dOnWpRJNY6efIkMjMzrQ7DUmYmBoYMGYIvv/wSH3/8MVq1amXadohCprpbXnfjBHsU2Vag37gdgFz3gylT9CfO8vNdywPA7NncP2xm48aNSExMBABUqVIF48ePD/qezZs3szFTUPxdglOWdfnQnzjLBnzKOg7PSLGI5YxzsGQiIo9u3bpZHQJRSB588EGvxzfeeCOmT5/uedy6dWtkZWVFOywKE+/YF0t+fj4GDBiAFi1aYMuWLahUqZLVIVmiYsWKVodAUcIyiDxyc113y7NHERV6D0CO8gk9iTNlwgwA8vIA1kv9MrsM1mrIDLbNnj174qOPPsLLL7+MEydOIC0tLeh2evfujYKCAqxcuTLsWCkM4SakbZjIDrTfhnIcaR0T6rLOnTgLNFxjduFyHoVlnSzLuoZ5NDppxvociaZr165Wh0BhYNKMKIY999xznv+XKFECubzAJ5uZNGkSqlWrBgBIT0/H4sWLMXfuXOzatQubNm3Cvn37eKcPUZgyMjLw4osv4sMPP8Ttt99udThRoTWnVnx8vAWRiIXlKMWUggLXXfJA0MSIV8McexT555DG7AUIIXGmlTDLydFeNhbYuOdmgwYN0K9fP0/CTE+DfNu2bXHvvfeaHRq58UYHQ6nLunz4H65RM2FWWNY12bMHBXAN9xiIyD3Nxo0bZ3UIZJJoXt80aNDAM4pLQkICNmzYELVtU/jELZmIyHS33XYb3njjDSxcuBDHjh1D1apVrQ6JKCQVK1bE8ePHsX//fnz88cdo0qQJJElCjx49MGTIEBQvXtzqECkEbJgnq1WqVAn3338/ANf+uHz5cqEv5E3jkAZus7CscrisLFejn1thYiTg784eRf45rDF7AeCzf6gbkr2GKXMvH8sJM419QFdPEEH3ARJMCDc6eHHKjQ5hxh2sB5jPTQLwHa4xUMIM+flos307ANdwj4G2J3Jdu0aNGlaHQCZKSkoyfJ3+zm9PPfUUTp06hc8++wzDhw83fLtkPHFLJiKKii5dumDSpEmoU6eO1aEQhaV06dK4/vrrkZGRYXUoFCEOpUEiWLZsGT799FN8/vnnuuYucRyHNXAbgknE2JOT45MYiVu40GcxWZbZoygQP43ZQc/3ojdmq/YPZUNywEbkWBRCQsMrMS3wPsAbJwTj50aHgJxyo4NGnU3P/pkNV8+xpPnzAy4XKHGmLutyAK+EmfL7zYFr2Ed/lEkz0Y4v0eIhY40aNcprVJFOnTqZti1JktCwYUNcffXVpm2DjMWkGRERERGRQr169VC9enWrw4i+WL9bWwuTiLFLlRiJnz7dp0dRnW3bmDALJITGbE/DpF0aszUSZz+ACTNANU92LCc0KHo0bnRw0tCpjRs39no8ZsyYsOtsymRX0iOPBK2z+UucqRNmCzwv+ibMFiAwkXuaRWLAgAEBX2dCznply5bF448/jipVqqBZs2ZYsmSJ1SGRQJxZMhERERERUWjYuOmNSUQK0qOo4aZNRcvaoOHVEhqN2enr1mkvG+XG7Pbt23s9njx5cmgrUH22ssrXYmh/eOqpp5CQkAAAGDFiBOrVq+e9gMY+kLpqlfbKbJjQIEFo7GfqGx16nDxpy/1r9erVSElJAeCac3jq1Kkh19kkSfLpHfbn7Nm66mxaiTO3QAmzA716BU2YAc5NmlWqVMnqEEiHESNG4L///S+OHj2KRo0aWR0OCcSZJZMDSJLE34aIiIiIIhLysKcajU4pK1ZoL2unxs1wEldZWcCYMUWPYz2JGKvYoyhyqu/wqsWLfRqzyz35ZNTLk4ULF3qG9+7fvz+6dOkS+kpycvB7YWO2218lS8bU/jBs2DD8+9//xqeffoonnnhCeyHVPlD6kUd89oHKmzbZ55xCYgpyo8OAI0eKlrXR/tW2bVucPHkS27dvx8mTJ5GZmel6QaPONvSbbzTXUePFF316h/01YYLuGBYAOBfgda25HA/feKOudbf++2/dcViBPcKIYhMTM4KQJClBkqQRkiTtkiTpWwCXJEm6JEnSvyVJelqSpLZWx0hERGQmzmlGJAhVI0zJhx/2adyssnmzfRo3Ixlice1aQDm/wZQp6PPpp/6Xt8t3QqHJycEVxdwvsdqjKCJBGrMrLltWtGyUvtOWLVvi888/x7fffosXX3zRa14T3fLzkfzbb15PJV28GHp5Y3OZmZmoV69e4MblIPtAtbVri5Y1YR8wqp7J+qrgHHqjQ82aNdGnTx9cddVV3i+oPu//ffWVT50N+fmou2FD0VugPWRioOM3G6pzn3vV8P/9Xrlyxe/6lOvd8eOPwg5nHcnxzrIiNjHJ6hxMmglAkqQ6AE4CWA+gB4DycP02CQCqAbgTwHuSJK2TJCmMmrwhMT4iSZKs/LMiDiIiIiKKgiCNmzUef7xoWZEbn4wYYnHvXq8eZ0NOndJskGLCzNmkKVN87rK/kpbG3zkUAjZmp6SkoHz58uE1cqmP+/T0ov+HUt7EEsH2ATZuOlSsDZ0apM7mb44xvfu/elhH9blQK5kGIGjSzGu90R7OOoRtKb+ndgaGwKQakdiYNLOYJEk1ABwAcI2OxUcBeDraQzdKklQTwAQAwW8TISIiIiJnEKxxMyxGzdO2Zo3uBinhvxMKi7RggU/DYNyFC0yMhConB99PnOh5aNvGbK1y4ty50MubWJSTg5+nTfM8NG0f0NEortlozXkonSEnB78UK+b1lKNvdNBRZ/PXwywQdcIsB0A5+J/jDICn7AuUFFKvN6rDWReOQOBzA5QGSZI8nyMbQAGAWTo3w6Q8GYH7kXWYNLOQJEkJAJ6Hq2eZ25MAmgJIhqv+2AvAIcXrgwHMiFaMhZYBKAbgyyhvl4iIiIislJODi9Onex7asoFbY84PrYZsWZYD9xhzQhKRwqPaLy6XKVP0GhMjISs9f75PTwU5Pd0+x04I5QT3D20l583DhTjv5ihD9wGNYXl1NTzm57veJ+hQcRSC/Hyk/vmn11OOv9EhJwc72hX1hVLW2f4xfLghCTPd65gyBS337dO13kdKl45e+a8YgUB5A1QwyphzYWyPMyISE5Nm1roHQHPF41myLI+UZfm4LMt/yLJ8XpblXQCyALylWC5bkqSK0QhQkqTuAHoXPtwfjW0SERERkTiSc3PtPyydRkO2uqGk9yefBO8xlpODZ6+91vPQlklECo1GgiT+wgUmRiKQtHSpT6896fx5W3yHunqWMnEWlLRgAdJUQ7cZtg8YMSxvgKHieNe/DcTw0Kktt271qbMhPR3/b+BAn2VD6QmmTJj59BLzo+OePT51La31Pqa8EcUAAYc9VI1AoCdxphXze+GHR4Kwy/CYdonTiZg0s0jh3GTTFE+9D2Ce1rKyLP8NYCSAS4VPlYD+GyLCJklSIly9zADgGIDPzd4mEREREYklYfFiZwxLF2TOj0HHjxctGyAB9sf992s2SDFh5kDsUWQ81Xd6JS2t6DXBv0PN4cT8HffcP/wzO6Fh1LC80RoqjowV40OnVnjqKd85xs6fR82XXtK9jpASZnl53t+tirqupbXeOEWv05rffKM7zrAFqA+qtXj7beQpkhbhDHFJRDYlyzL/LPiDa9hFWfHXT8d7nlIs/yUAyeQYJym2NwauXsiemE3edqZ7O2fPnpWJKPpUZZT7uCcyTYcOHbjPOYSTyw+tzybyZ42Pj48svrw8WQY8f5fT0rwey3l55gRuJtVn+kH5eXR8pksPP+y9vJ2/C/JPtZ/4/X31Lkf+vytBv0Nludku3ONd/dkOHDA3aNFFcx9QrfPPOXN8zoc7d+4MedtxcXG6z6ui1xEcJ9hvKWhZYxj150tP93qcrdoXf/75Z6+3v/766z5lnfI92arXPh461P+2VX/qupZyvTVr1vRaxyyNY0ZP/dv9d8MNN+j6utSfR/39BHtdfTyrXxs/fnzAONPS0sL/rSlk6u//xhtvNGU7iYmJEZX76vdmZGSYEqfdnT17Vvk9Zcpm5CbMWCn/dCWF1ih+3PMAEnS8p4Pq4GltYnwVAPxUuJ1zcPVuY9KMKIbwIo+irX379tznHMLJ5UdMJc1s1sAdEn+NO8E+i+p9f5UqZf/vgnyFuo874Zgwmw0bs9Vl56xwY3N/tlmzTInTNqzYB1TrVDd6fzJ8eMjbZNJMULF+o4POOpvyGNBKminLukAJs2xA3r59e+AY/Pypj8PatWv7vLed6pgJJWnWsWNHXV9ZoMSYnoQZk2b2ov7+O3XqZMp2kpKSIir31e+tWLGiKXHaHZNmDv4DcFLx4+7Q+Z4UuIZodL/vQRPj26DYzuzC55g0I4ohvMijaGPSzDmcXH4InzRT9WLQnTRT936wYQN3qH5KTPT6DJdKlw78BicnEanIgQPh/Z7sUeSfTRuztcr3duGW8bG+P1i5D/hJGqgbxfVui0kzAcX6jQ4h1tncx8DFixe9FnMnzdxlXaCEGQD5lVde8Y3lwAFZ7t7dOx7F3w8ax8TCcuU01x+NpJnW51P3ipuiccwbkTRLT0/X/xtTxJg0cxYmzRz6B0AC8Lvix50ZwnuVybanTYqvJYArhdv4DUC5wueZNCOKIbzIo2hj0sw5nFx+CJ00mzVLVjeW6EqaqXtB2LSBOySh9jSLgSQiKWgcS7qwR5EvGzdmC1fG25UI+0Akw/KqEp66k2YHDnD/iYZYv9FB5/HyqapXZTYCJ82UyTP1+9yvaSbN3AIkzgL1YNvaqpXmMRNK0kzv8IwIEIf7b3+vXnJCQoKu8wGTZmJj0sxZmDRz6B+AqqqD4M4Q3rtb8b5jJsQmATik2MZCxWtMmhHFEF7kUbQxaeYcTi4/hE2a+Wk0Cpo0Uze2jBmjuR6/BGrg1k0V8xXVnB9hJ8Ts+F2Qf+E2oNq14dUMNm/MFqqMtyuB9oE/58zxXqeemDQS6LqSZn7mZuL+Y5JYvdEhhHrHa6+95pMY+mP2bK9ldu/erVnmzSpcXt0DbNu2bfpjU/1lQ7u35+jRozWPGbOTZoBvMv0HQF68eDGTZg7BpJmzMGnm0D8AN6oOgs4hvPdpxfu+MSG2uxTr/xmFvcwKX2PSjMipNC5EdTUSsGGIDMSkmXM4uZFR2KSZLGs2ngRs3Is0YeZvPSKfG0IdYlGEHhJEdmbjxmzhyni7EmQfuHz5sk+j+OVAcwr5SfgFTZoFmJuJ+4+JYu1GhxAT0rt27ZIBjUSV4vP7S5pBYz8GAiTNdM5tphW/VUkz9jRzvmglzRITEyOqNzBppk80kmZxICtkqB7/EsJ7Lyj+X16SpHgD4gEASJJUEsAjiqeWyrL8g1HrJyJB5eYC118P5OeH9r78fNf7cnPNiIqIiEKVkwPk5RU9njIFk103I/nKzwemTCl6nJcHrFkDzJpV9DgnJ/TtzpoFZGWFHns0aH1m92fU+O4wdqz/5f3RWk9BQeSxE9lVbi5w4ID+8sQtJ8f1PtYz7U+QfSBu4UKUVT934YL/a6CsLN/yPNj1kuo8kwPgvbCipZCFW/cQtc4STFZWWHW2BXDtlwDw55Qpuj+/1n4sa9UxNY6BYJEtKlcu9PLBQNkAlEf2OcX/r3/tNUy6ciWs9UqSFElYRGQxJs2sUUL1+M8Q3vuX4v9xAEpFHo7HLAAVCv//HYBFBq7biyRJmYH+4JtYJCIzFBQAs2e7/q/nQtBNWRmePZsNgkSxLNzjn+WGOVRJmzxZRrZ6mUDJI0EaNw0X6DO7qRNea9cCnTr5X94fuyQRiaIl1hqzyZfV+4DqHHC5TJmi1wJdA0V4M8qCCEImCirMOtsCAFkA/po2zdh4VMfArvbtsQDeibpgop1oUifMcgCUg3e8j1y54luX1kEzqUhEtsGkmTVSVY//DuG9f6keF48wFgCAJEl1AYxXPJUry/JFI9btx9kgf4dN3DYRuRlwByXy8tioQYbghYUNsaeqmFSNfPmA52I/GwiePLK6cdNoehJmbuoG0r17gTFjnJdEJCKKFRrngPgLF/RfA0V6MwqRmXTWvdTXWYb3gNQ4Bt5u0cLzcAG8e3ApTfrhh9CvJQyglTBzJ7rViT5lXZqIYgOTZtZQ9zQLpZXwsupxsQhjcVsGILHw/58CWGfQeolIdFpDSfmrtPKCkIjc2FNVbBqJsx/g3TgQE2V4QUHkQyyuXRvefipqEpGIKFaEOiyvzsRZyDejEAko0l5dnkScn7qWMlGXDfgMj+rF7OGs1evOz/ebMHNbAOB4mzZFb4GxiTPeMOpMHJbTOZg0s4Z6QNxQ5iVTJ8nCG1xXQZKkmwB0Vzw1WZblUHq/haNKkL8W/t9KRIbTuGhUVwh5QUiG47B+9hYLPVXtvo/m5GBuiaJ7tbwaK2KlDA9zzg8OsUhEZHPhDMsbYuLM52aUcHomA+LUGyimqJM2V8Kcu8tfXcu9vkBzhnmYWddSj4yhMe+a1lCq2QCaHDyIvYokCHucEcUOJs2s8ZvqcaLmUtqSVI//iCQQSZKSACxRPPWmLMuvRbJOPWRZ/jLQH4D/mR0DEakEuYMy5nonkLk4rJ8zOLmnapj7aDYg1D7a/MUXfRsn0tPF/u6N5tR52oiISFskw/IGSZz5vRmlUydXz2TWbUlAenq/hJo080q6adS1rhTOBRZszjAAQHJySNvWTT0yxtixuhNm7rg7yTLWKF7LB9BOx6bZ44jI3pg0C5MkSQmSJBUP4U/5XauTZikhbFp9JlGvK1QTAdQq/P9lAA9GuD4isjMO50XRwGH9nMWJPVXD3Ee9GgYE2Ue7Hj/uOxzO+fOWzB1hKafN00ZERNqMGJY3wFBx173wgu/NKCVLuubAdL+XdVuyobB7mrmp6kydjhzRPWdYSMdNqDGph9zu1MknHiV1om9afDzGoSjeXJgwJxwRCYdJs/DNAPB7CH/tFe/9WbWuUiFst5zi/7/LsvxLaGEXkSSpEoBpiqfWybJ8Otz1EZFDqC4aY3I4LzJXLAzrF2uc1lM1jH1U83NavY/m5yN+mqKql55e9H+zGieIiIisZPKwvN1OnPC9GeXiRaC7YsYL1m3JhkKdYyvg8vn56PP++56H/uYMUyfOun70UUgx6IpLnRTfuxcYM0ZXwuxAr15YHB/viTcLwOyIIyTSjz0WrcOkmTW+UD3ODOG9yvrZ1xHG0QVAquLxcEmSfvH3B+8EGzSWGRJhPEQkipwc/Fq8uNdTvxYvLn5DN9mHxh29g8+e1V7WbsP6xSqn9VQNYbgmIRODWsfNuXOhJ6yJiIjsxqxheQPdjLJ7t0/izO/cR6zbkoAuX75szIp0zhmGwucfLlnS87jfoUPmzBmmrtevXas5Moa6Z9zhG2/0SloY2cOMyRBrCfH9233+bIdj0swan6se1wzhvVUV//9PhHGoS4jiAEoE+FPPvRbsdSKyq/x8lPjDe8rEEn/8wcZVMpbq4mXMf/7je5HERgV7cVpPVZ1DT6ovsC3/nIGOm1DmbiEiIrIro4fl1XMziipxpux5H3A9VtcbyHlCaVQvXPbKlSu65upyS//0U+116UyYua1KTfW58S6UOHQLYWQMPXGTvYXas9JwOufP9omT82BGDZNmYZJlOVeWZSmEv3cU7/0OwE+K1TXXs01JktIA1FA8dcyQD0NEpKS6kLtcpkzRa2xcJaMFuXhho4IN5eTg50Tv+2h+LVbMvr+d3S6w9TTGMXFGRESkXyg3owRInLFuS1Gh0RjvN0GgWLb2yy+jAMAsHZvIBnDjzJm+DfeK4VFfbtlSV734ypUrXsdRLkycM0zHyBhC1OfJtnT1YOMc77bApJl1lHt2c0mSknS8p5nq8dFIApBl+alQEn8AnlW9X73MU5HEQ0QC0LggjL9wgY2rZC6nDesX6/LzUerSJa+nSvz5p73LDbtcYIdy9zoTZ0RERMGFczOKRuKMdVuKihAa4+MPHvRattHmzQBcSatAPb28bhrTargvHB51d+PGukL2JPRycrDo5pvNnzMswMgYWvV5IYbxI2fhHO+2wKSZdd5Q/D8VQC8d7xms+P8lAG8aGhERxTYO50VWysnBmmrVPA9tP6xfrFKVI5dKlSp6ze7lRogX2FGnGg5H13GjVbbzjkUiIiKXSG5G2b0buxQvs25LUeGnMV4r8XO5TRvvZQvlwH9PL815fP3EceXKFV0hK5f7LCND13sC0ZXkysnBOdVT5xBZwizsISVZ945NOtvYJEnisL4WYdLMOjsBKM8gYwItLElSOoBBiqf2yrJ83ozAiCgGcTgvEkCVFSt8Ll6Qns4KoV1olCOJP/3krHIjJwe/p6R4PaV1gW0JxXA4IV1IKcv2WbN4xyIRERFgyM0oPeE9LwcA1m3JfBrX7TVefDHi1aoTZicHF97Xr55fSTFHmh6enmYGJY90zVWVn++dyIYrse0zByF0Js5yc1Hg5/3B4uD8VDFMx/zZ4y5eZMLMIkyaWUSW5f8HYJviqa6SJN0a4C3TACQrHq81JTAiij0czosE0ePUKZ+LF5w/z33MDmKlp2p+PpJ/+83rKX8X2JYoHA4n5AupnBzX+3jBTkSxLtxGW/YUcB4Dbka53LEjSqtfZ92WokFV/667YYNPfTVp6VLv+nsh5Tx8blrz+Mqy7Du/kmKONF3JKwCXL1/2JI96Hzmi6z0RUV23KG+I0/rsQSmGxAzl/eN//53zUzmQ3v3eI8j82dMvXixalgmz6JJlmX8W/cE1R9nfAOTCvwsAblAtIwH4P7h6pbmXe1fHut9RLC8DqGZAvJuU6zT5u8l0b+fs2bMyEZnkwAFZBor+8vL0vS8vz/t9Bw6YGyc5n2qfupKeHt6+SdGnLg/8/VZ6lxOVKv4flJ8FkLO960hERGQ3s2Z5nZ9U19P+y3j3+WHWrKiGS1ES7nXOmDHe9R7WbckKqvqru76ararHyt27ez8OsGy21vvz8mR51Sqv555r1sxvOar8eyIx0et97TTKXD3rcf916NBB9/fhPg4vzpih+dmXLFkiJycnBz8faHzP999/v9/3aX5/ZCr1b9CpUydTtpOUlBS83qAlyLUm9xFvZ8+eVX7HmbIZuQkzVsq/kJJDU1QH05XChNcyAOsA/FP1+nkADXSsl0kzItJH1UCgGxsIyCj+kil2T7LEglB/I7v+phpxJyQkaDYiMGlGRGRDGjeS6Uqa8UYy0sK6LYlEZ2P8h/37ez+vsazfhJm7TUGVfFPeVKb195pqXVtbtdIscw1JmgU4/r799lvNer3upJks+7z/1XbtNN/DhJk1hE+aybLvPsp9xC8mzWLgD66eZMt1Fv4/Amiuc71MmhGRfuFe4LNhgCIVrPGAjQviipWeqn72wYSEBM0L3+xQLoyIiEgcfnpk+G38Yh2FtLBuSwL6+oEHvPc7jf1v3bp1vgkdVZmomfBRXxPoTJypE2bymDHy6NGjNcvciJNmQY67b7/9VrNev79XL91JM3/XBUyYicEWSTNZ9klUX0xKMiVOu4tG0oxzmlms8Le+H0B/ACf8LQZgF1wJsygM8EtEMScrK7rvIwL0zafnpPmwnMaAuT4wa5bY5YiOfXQBXPM6eN7ifh8REdlHQUHAeUV8hDInMMUO1m1JUBWXLsVPCQneT6ane+2fV65c8anXup0r/Fe5px6//XbX+7OyvPfp3buB7t09D7XK0tcA9FQ+0b07sGYNJEnS+Yn8k1034hfxd1xqzCGm/vzXv/YaJv79t9cy7QJsW+u6QDk/lfL7y01O5nnDgSLah/PzfeZ4T/3rL54jrGJGJo5/EfWwagRgMFzl6WQAgwBUsTouC74H9jQjInKyWBnWLxY4tadqkH0uPj6ed44SETmBeqjyID3OfM4PJt2tTjbDui2JTMewb2vWrNGu02r8ZQPy5s2bA27jWEaGZlmq7mG2Oy7Os4oxY8ZE3NOsffv2RTH5GxlDVe5/9913Aev17VTPr/fT08zf+7WGuUxLSzPu96Wg1PuJWT3NihUrFl5PM9Xx82tyMs8RAbCnWQySZfmkLMubZVleIMvyQlmWt8iyfNbquIiIiAxTUBD63dlad+Vq3B1IFnBiT9Uw9lGfO3O5jxIRia+gAJg92/V/d4+fAD3Ost3LKe3dy/I+1rFuSyJT97RKTy/6v6Kn4+XLl316Q2nJgave6/uC9z7d9H//wy5lGAB+gXcPs10Abk5MDP4ZQuDV00drZAytcl+vBUcBAAAgAElEQVRFWa+fn5iI9+DdU2wEgNUBYlgAYEe7oj5pyt5Dbxa+bkSvOnIIjd6QKb/9xl7JFmPSjIiIiKIrFob1I3sLcx/1SpxxHyUiEp96WDFF4kw9xNYP8NOYnJfH8j7WsW5LotIamvDcOc1yr8mePV5lXA6AP1NT/a5almXfJ1WJs56AV+KshOL/uwD0gmtYSFPl5gIHDhQdlxrlfvKjj/q8bQGA5++7D/OTkjSTiWOBgEmMvc2b4/eUFJ/nuyDwEI8UHcIkLQMN68vhfC2VEHwRIiIiIoPl5gKdO4feOJCTA7Rrx0YFMl+Y++gCAPkHDnAfJSKyC3fjlLvRqvBfd08Kd/OUep4RAJzLjIqwbkuiCdYYD3iVe8pEjrtUK/bLL76rDbZd1bp7ArgC714bv8KVMAP8JN+Mpj6+VDGmzpuHbPj2oPu6Rg1M+OsvzFU8twuK3nLu70/jPNDpyBEk//abz/O7ALwHIN3nFYo5eufBBHzqKKx7mI89zYiIiMgaThzWj5yF+ygRUWzQuJvb3YB6zt97mDAjNdYbSBR6G+OV5Z77afcqFM+py8F8ANe8+qr/7efk4MXrrvM8VDc+l0DRsLdG9zTTnYQLMBSvW/O9ezH30qWit8CV7PMZkl3V+ycbwE3vvae52Z4a26EYpOcYdWOPM0swaUZEREREREREsU2jAfU1+Olh1r07E2ZEJKZQGuM1dIB3wuzEoEEoB1WiCEDT558P2HDf/MUX8avqOVkxJJ47SRWVnmb+BJnD8vrXXitaFEU90bTmMla+T+tbUc/vNv733yMInGyN82DaApNmREREREREREQa8/Fo2r2bd3kTkXhCaYxfvdp72UJe5V5eHv5x880ANBJFQMCG++rjxnnNYQYAkiz7JI8mW5k0A4CcHPz60EOeh1pzWCoTZm4LAM0bLfzNfanuoTbr9995HolVnAfTFpg0IyIiIiIiIiICXI1S3btrv6Z8nsMjEZFo9DbG5+YC994LdOrkWfbzOnW8FskB9DXmaw1D2KOH6+YCt+Rkz397wrfXldVl6e/jx3sltJQ9jGcmJfkkzDz03Gih+B20eqhZ/dljlVk9HCVFb8qAcnOBAwdC77Wek+N6X25uqKFRiJg0IyIiIiIiIiICXA2YysbeQn+XKgW8/jrnFSEisQVrjC8oAGbPdv1/715gzBgAQM0zZzyLaPWs8jfsoE85qE6Yde8O/PabT3JJmTgToSzVmsNSTk/HsmLFAr8x0I0WGolLJs7Ig/NgCo1JMyIiIiIiIiIi9VxACgk//+x6XWteETZ4EpFIAjWqZ2V5l2Fr13qVe3oSZjkAjt16a9ET7mEa1QmzVq1cNxsAmr2y1Imzrh99BABo5z9602TDdw5L6fx5PPDnn4HfWFCgeaPFlbQ0v4nLBQBmK3rfcX4qIvEwaUZEREREREREsc1fwiw9vej/7gQZE2dEZGfqMsz9NHwTZvW2b9ec3+vj3r2951d69lnv5FHNmsChQ95lY06OVy8rdeKs36FDWA2gAMCskD9U+JIffdTrMyp7nM356y9kB3pzVlbRMJcKcRcuBDwvLC9enPNTEQmMSTMiIiIiIiIiil0FBdoJs7w84Nw57QSZVuKMPQWIyC78JM685Oej8ZYtRW+BKqnmnl8pOdnVY82tVSvg889d/1fdVKAenrAn4Bne8NPKlTG28PlchNbjLOzeafn5KDF3rudhDoByqhjzAf+Js/x81zCXblo3WvjD+akcx6y50ij6mDQjIiIiIiIiotil1VNAOReNv55lyufZU4CI7EZVtimTQ9lAwGEbvZIDypsOxowBPvggYG9cn3m9du8Gbr4Z13z1ldf23tP5MbIRZu80VQ9j5WdcAPj9bvy9P+CNFiqSJLn+w/MGkZCYNCMiIiIiIiKi2KXuKaBMmLkFSpyxpwAR2ZVG4uwH+M5hph620ZM0y8py3TQAuNazZo3megMmzjp1ArZvDyt85XxruQCu/eknfW8MkDADCnuu5eRgVrFiRW+B/6Si57xRUKD52QMO8UhEwmHSjIiIiIiIiIhik1ZPAXXCzM1fIzB7ChDR/2fv3uOjqu/8j7+/uXANIEGlaEAqgrpqq4i6miAo1krV2rq1eFuv3dZq66W/lsla3SRrVYZua7fe6h3ULlq72ForFFFRBiuigqCrrVQR4p0EgXAP+f7+mEvOnDmTuSYnM/N6Ph55cC7f7zmfCSGc5D3f77eQBQJ6LjJFoiQNc5x6/ZxzEgKzBI2N4TcPpPFmA2d4NFPSnVL8mxYiupwSMcIZmEnh4GvVkCGpqk34vr/l+uvjXmODwiPXFAzqV337JkzV+GfXfWP/bwSD0sSJ4c9HF6P4ULxiIwhR8AjNAAAAAABA6XGvZdZVYBbFWmYAitDh//M/anEfrK7W22ec4dk+Ye2mZG8eSDEF5PcdTecec0xCQJVsTTCvwGymV11uHt/3t191VWy3VuERa5Kk+npdvXOn9zpsjv6xwCx63aYmzxFnKYMz/i/pMYRbSIXQDAAAAAAAlB73tGKpArMo1jIDUGSG3n133AgzSVJrqw7KctrEOGlMAakZM/T0EUckrnfmMbVhssAsLSm+7y9x3b9p+3ZNl2NUnKvmhMAsdqHIimwer73Wqy7nKDUAviM0AwAAAAAApSnZtGKpsJYZgGLhDn2qq2ObX54zx3N0VMoRXW6u8CguoHOFV+7gzD06ravALK0RRCm+7ye7/+WS7nfcN2lgJsWv4RYIxK7XqHAwF8drlBoAXxGaAQAAAACA0pXtSDFGmAEodF7rOra0dM96XIGANpTF/yp6U0WFZ3jlFVy5R6dlNMLMLcX375mS5+fgUkl10fNenzuvdS8j7eskNblv5HUN/m8BfEdoBgAAAGQo43fXAgAAAL2JV2ATDbBSrMeV1bNwMKihHR1xhwa3tyddt8wdXDlHp+UUmKUrEFBjv36x3ejnYEnkT8/Pnde6l5HX1+UIM+c1APiO0AwAAAAAAAAASkU6gU0goJXnntvZRTmMOHPdb9uAAZ3nnFMZugUCanEdalHywCybMK+rKR3/u1+/lCPeEj53HsGZ+/N25bZtBGZAL0ZoBgAAAAAAAAClIIMRTm+fcUbS9cVyuV//LVsSgqWTly/37DvMdWhYNjXkwD1VZFfrscV0MVJvuqSGbdtSXwOAbwjNAAAAAAAAAKDYhUIZj3DyWl9s77//Pb37ZTAF5DeXLo0Lw9xTIDpHnOVtnbU0zXTdX5JUXd31584jOEs5Sg0FratRiygshGYAAAAAAAAAUOzq6qSGhvB2GoFNNARwBmeNkj4ZOzb1vdKcAtJrRNZ0xYdLAUl7KjG86+7gLPr6p0sJI97U2pp8Wsko1+tLa5Qauh3rUyMVQjMAAAAAAAAAKAWNjdLixRkHNjMl1UlqUhqhQwZTQHoFZ+7ALLqGmdeot+4OztwBnqqrO7e7Wo8tKhDQjqqquEO799iDwAzoxQjNAAAAAAAAAKBU1NVl1W1JOo2ymAJSgYAeP+aYxOMzZsQCs6h8B2ddTal31fbtCQGeWloS1mPrMjgLBtW3rS3uUPnnn6cO2wD4htAMAAAAAAAAAJCWLkeaZTgFZDIBKa5vreNcRsFZKJTV/RUMqmHbtrh6YgGea3Rc0uDMPeIu01FqAHxBaAYAAABkiEWeAQAAgCQynQIyFNI3ly6N7cYFVJIaJIUUH4x5BWeHbdwYf91gUJo4MVxPBqZLcWGXu57wwRTBmdcUlZmOUkNBYa204lHhdwEAAAAAAAAAgMKQVjiQyRSQdXV68sgjddqrryYEVLWSGiPb0XhppuvPYKTNqiFDOjs6Q6umJumkk9Kqyb2GmWdgFjsZie2i93GGZMmmqEzWhzXOegxvgEQqhGYAAABAhngXIQAAAIpdT4YLT06YoBmvvpqwbtoShYOraJDlFZwtiXxMjHbyGuWVJDBzvsZaxQdmTf37a6ZjikZPXQVn0Xu7AzGCs6JEGFc8mJ4RAAAAAAAAABCnp98o5g7MolKtYRbXzyswSzOMWqLOUW2aMUO3DhiQVr+EqRrTuXe666IB6HGEZgAAAAAAAACAXitVcCZJ56xbl3VgFtUkqU7KfNRXbW38fjr39grOQqHM7gsg7wjNAAAAAAAAAABp8Wuq8q6Cs+mSvr9mTefJNAMzr9cSHbmW0XR7dXVSQ0NG95YUH5w1NGS2FhwSZRs6ElbCgdAMAAAAAAAAAJCW7gjNUgVU0XFcXsHZesWvRRYXWvVkGNLYKC1enPkotUAg3K+xsTuqKh2NjdLEiZlPcxkMhvvx+UcEoRkAAAAAAAAAoFdqkBRS56gyd3A2zNnYGZilEYZ0FdZlNNIsKtuRYowwy00oJDU1hbczWR/OuQZeUxMjziCJ0AwAAAAAAAAAkKaenJ6xVlJjZNs5HeNMSS2uthsrKuIDM8KQ0lFXl7g+XKrgzPk1IoX7E15CUoXfBQAAAAAAAAAAepesRlrloFad64lFLVF4VFk0/nDGIMNcbYe0t3cGJYQhpScamEb/7p1fA25egVmm02qiaBGaAQAAAAAAAADS0h0jzU5dtkx3KhyQzXSdi+57BWcJ3EEJYUhp8QjOpiv+a2ramjXdEpj1dMiM7sP0jAAAAECGenJKGgAAAKCohUI67dVXJcVPwejkXscsLQRmpSkQiJuq0fk1NV3Sd1av7mzL1wg8EJoBAAAAAAAAQKnLdt2vXNcLq6vT48ccE9tNFpx15aksb93V6CBGDhUwj+BsvVyjFAnMkAShGQAAAAAAAACUssZGaeLEzjXB0hUMhvs1NuZ0+wVHHBE3kiwYvXbEdCWflnGLpK95naivz/z1oHi4grO4NfAIzNAFQjMAAAAAAAAAKFWhkNTUFN5OI2iKTVUeDHauDdXUlPOIs4QpGCPrUXUVmEnSQOfOjBlxQQnBWYkLBLS1f/+4Qx1DhxKYoUuEZgAAAAAAAABQqurqPIOmLqcndAZmUrh/XV3OpbiDs6C6HmHmFAtDXCOMVF+fVaDH9IxFIBjUgG3b4g6VbdhAkIouEZoBAAAAGeIHaAAAABQVj6Bp3OOPezY9YsGCxMAsjyN3EkaceXhKrhFmcoUhztfT0JCXQA8Fxh3sVld3bnfDCMTYCEwUPEIzAAAAAAAAACh1ruDssN/+VtNdTaZLOu6JJzoPdNPaUDOj1/bwlFxrmCULQwIBafHiLtdb6+rNcLxRroB5jYRsaWHqTqSF0AwAAAAAAAAAkBCcBaVYcJawtlg3BWbOWrb06xd3aKviA7OA1HUY4h5hluW6a7VZ9YIvvAKz6Nep19SdeQrOCFmLB6EZAAAAAAAAACDMIzhbrx4OzCQpGNTA7dvjDg1wbAcUGZEmpReGNDZKEydmHJJMlxSS1JBRL/iiq8AsqhuDMxQHQjMAAAAAAAAAQKdAQH+7+OLY7jDHqSWnn97tgdl0KT786N8/7vxTcgRmUV2FIaGQ1NSUeDyNOqItG6PXQe+UTmAWRXCGLhCaAQAAABlikWcAAAAUuzF3361W15RzLZJePemkvN/L+XydMA3kuHHStm1x7b8mJay3JikchpxySud+NAypq8s4JLmirS2ujoCUON0jeodQKP3ALMorOCMUhQjNAAAAAAAAAAAuFb/4hapdbxYbJunIhQu77Z4JgZkk/f3vsc3Xhg+PbTvXW+s8GJTmz48/Fg1DPEKSvr/6lXchwaCua2uL7cZNBYnep65OaohMoJnJ1KHOr4mGBkJRSCI0AwAAANKX7TsPecciAAAAColrqrsWx6naP/0p71PZGWMSAzPniLHI/s0TJ8oZhwSjtUb/dI42ivZ3hiGu4KxvQ0NC8OaeGpLArEA0NkqLF2c+dWggEO7X2NgdVaEAEZoBAAAA6chy4XAFg+F+/BAGAACAQuAKnwKS9oz8GZPnNaBOXr48cSrEefPiR4bNn68z3n5bM71qmTo1cXq+efO8wxBXcOYcseYO7gjMCky2I8UYYQYHw3oM6I2MMTWS1knSunXrVFNT43NFAACgpIVC4eArol4e08ZExD1fu9/tungxP5ABAACg93I/v86YIePYTxgNlslUeMm4nrWjQVXsudojxJvpVUumNXmMphvmOH3joEG6bvPmuC78Lh3JVFVVacuWLXHH+HrJv+bmZo0cOTK6O9Ja25zvezDSDAAAAEjFtXD4DCVZeNzJ4xcOBGYAAADotbyeX13h00xJi089tfNAPkac1dXpySOPlJRkZFeSkWEzJT3lbpvhela7brghtusMzDRjhu4YNCi96wAoKoRmAAAAQDq6mMYlQRq/cAAAAAB6jQyeX1+ZMiV+2sQ8BGd/Puoo1amLqRA9nsXXS/qas00Wz9yV110Xt16bFFm/jWd3oGQRmgEAAADpSic4IzADAABAIQmFMnp+tdYmPBervj58nRwsSdUgENDDhx4a23WPDMvqmTsYjL9O9Lp5XK8NQGEhNAMAAAAyEQjI8SuFhIXDCcwAAABQUOrqpIaG8HaG0xvGgrOGhh6Zirzs3/89YWSYqquzDszca5rF1Nfrira2LCoEUOgIzQAAAIAMBRVeb8G5v17dsCg6AAAA0BMaG6XFi9N6frXWdu4EAuF+jY2Z3S/LUWnTnn8+YWSYWlszHxnmCswCkvZU/DP+tZs2pV7HGEDRITQDAAAAsjBT8T9U52V6GAAAAMAv2Y4Uy7RfY6M0cWLmQdfUqSq/++7YbvuQIZ3nMllXzRWYLZ82LbaWmvsZv8t1jAGHuDAZBY3QDAAAAMjSTCl/08MAAAAAxS4UkpqawtuZBF1Tp0rz53fuX3aZKj7/PHFdtVTX81h/+P9OPz2uyczI8VgXEZwBpYTQDAAAAMiQMUZS+IfnvEwPAwAAAJSCurrMgy53YHbKKdKdd4a3neuqpbqeR2CW9M1ugYBuGjy4s6sIztC16M+IKHyEZgAAAEAWpit+DbNdjh+qM3rXLAAAAFBAcp6GziPoOnn5cu+2XoHZvHkpr5fwLB4KJQ3MkoUddw4enDBVY7ZrsQEoHIRmAAAAQIamWxsXmAUkVW7cmPm7ZgEAAIBS5Aq6vrl0aeJIrnQCsyTXS3gWr6uTGhrC2xmsP+xc46wxeh0ARY3QDAAAAMhEMCjHj+MKSLGFwzOaHgYAAAAoQDmPNItyPTs7p0C8Q0o/MEtyPdXXx48Ma2yUFi9OOzCLjkCbKalOUlNavQAUOkIzAAAAIF2udRDiArPYQYIzAAAAFK+8hWaSZ3C2XtL3nW3SCcy8rtfQkDgyLMuRYkuy6gWgEBGaAQAAAOlIJzCLnSQ4AwAAANISCOjxY46J7Q5znrvssvQDM8f1tHhxeGRZDpKtdQZIyn59O9bF6/UIzQAAAIBUXAuH16uLwCwq1fQwAAAAQAHK60iziH4NDWpxH6yulu68M7sLsvYYulNjozRxYuZvjAwGw/1yDHTRvQjNAAAAgFRcC4en/aNRqulhAAAAAOirr78eP8JMklpbma0BvU8oJDVFVrhzzCiScmSic+aSpibeUNmLEZr1UsYY/m4AAAB6kwwXDo/J0/QwAAAAQFEKBlX27/8e2909ZEjnue6Y5jzNsMIdgtTmtwoUqrq6zKfid031rxkzeENlL0Yw00sYYyqMMZcYY54yxnwiaZcxZpcx5j1jzIPGmON8qKncGHO2MWaOMeZdY8wWY8y2yPZfjDE3GWO+1NN1AQAA+CbbH2z4gQgAAACFoKfXafIIE8o//7z71gf2mFYvnbXLpksKRfsDHlPxX7Nzp3dbr8As0zdiokcRmvUCxphxklZKuk/SVEl7K/x3UyFptKR/lbTEGHOPMaa8h2qaLOlvkuZIOlvSFyUNkNQvsn2ypH+XdEdP1AMAAAAAAACgG6W5TlPCmmbZrtPUVZjgtT5wrsFZkmn1UpkudU7PzrR6iHJ9jf7nzp2a7m5DYFaQCM18ZozZX9JiSQen0fw7kh7s7qkbjTFXSVooaUx33gcAAAAAAABAL5BloJT1Ok3phAn5Ds6ymFYvLjCL1sksEohyfY0GpVhwNl0iMCtQhGY+MsZUSHpU4ZFlUfdLOkJSf0nDJJ0qaanj/LmSruvGmq6Q9CtJ0RFtWyP7x0XqGSxppKQTJf1U0qvdVQsAAAAAAACAHpBBoBQbaZbtOk2ZjL7Jd3Dmcb2Dn3jCs+llGzfGBWaBaH/AySM4Wy+PsJWvnYJhEobToscYYy6XdLvjUIO19j892lVImifppMihLZLGWms/ynM9x0t6Vp2B2d8lfd1a+7d83ifNWmokrZOkdevWqaampqdLAAAASMpr3QOeqwEAAFDwPAIt49yXdOONN+ra8vLsRtGEQuGpHDPt565r8eLcRny5rheQNNNx2s6Y4XmeZ34k8x99++o/vdY1IzDLq+bmZo0cOTK6O9Ja25zvezDSzCeRtcmudRx6UdLPvNpaa9slXSppV+TQQClxitQc6+kv6SF1BmbNkr7iR2AGAAAAAAAAwAceI7Hcv4T85xdeyH7aubo6qaEh837Ouhoacp8iMYNp9dyBGuBl9b/8i1rcB6urCcwKECPNfGKMOVXSk45DZ1prH0/RZ5akCyO7HyicpOblL9AY0yCpMbK7W9IEa+2KfFw7y3ryPtLMWqsdO3aora1NW7ZsUXt7uzo6OnK+LlCqysvL1adPHw0ePFhVVVUqK+N9GABKByPNAAAAUNSSjMTyXOMrm1AgFMou+Mq2XzKu19mi8Po0UQkj0HjmRxItgYCGzfSIVxlpllc9MdKM0Mwnxpg7JV0W2d0gae/IiLKu+kyStMhx6Fhr7Ut5qGWAwiPLhkYO3W2t/V6u181FvkOzXbt2qbm5Wdu3b89HeQBcjDHad999NWjQIL9LAYAeQWgGAACAopciUCqWMGDFOefo8EceSTgeHDpU9Rs2xB3jmR+eXP9Wdg0erMpNmzrPF8m/ld6gJ0KzinxfEGmrdWwvSRWYRSyT1K7Ov7fjJOUcmkk6T52B2W51jjgrCtu3b9e6devU3h7/KS4rK2NkDJCD3bt3xx4WrbX64IMPCM4AAAAAACgW0V/yR8KAYgzMJGm/O+5QyyOPxL++6mrdNWSI5ArNgAQe6wBWBgLxx6N/Fsm/mWJHaOYDE35r8ljHoWXp9LPWbjXGvCXpsMihw/NU0jTHdsha+5EkGWOGSDpH0mmSjpC0p6RPJT0v6YZCWO/MWqvm5uZYYFZZWanq6mpVVVWpT58+PlcHFDZrrbZu3arW1la1tbXFgrNx48YRSAMAAAAAUAwCAbU1NKhqx47YIVtdLVNEv/wfevfdiQdbW/U9a1WfeAbo5BGYxYIxV+hMcFY4+K2mP0ZK6ufYfy+Dvh86tg/NtRBjzCBJkxyH/hQ5/kNJayTdKelUSftI6iOpRuGRaa8YY07K9f7dbevWrdq1a5ckqW/fvho9erSqq6sJzIA8MMZo4MCBqqmpUVVVlaRwkNbW1uZzZQAAAAAAIC+CwbjATJJMa2s4LCgGrtDDVlfHtgMbNmi6HzWhMHQVmEUFAuHjUfX1xfNvp4gRmvnjANf+Rxn0/dSxPSIPtRyr+BGH7xljHpX0a0l7dNGvStLjxpixXbTx3eeffx7b3nPPPVVRweBKIN+MMap2PFRucs7ZDAAAAAAACpM7FHD87F8Uv/z3CD1MS0tcyBGUCM6QKJ3ALIrgrOAQmvnjC679TIZlOCfS3dsYU55jLeNd+9dJ+rYkK+kuSUdKGiJptKTzJb3taFsl6aHIdJMZMcbUdPWhxM9RVnZE3gljjGGdJaAbDRgwQNFvBTt37vS5GgAAAAAAkBOvUMAVKBX0L/9TTatHcIZkQqH0A7Mor+AsFOqe+pAzQjN/DHTt7/Bs5c352+gySYNzrMU96u0IhQOzi6y1l1lrX7PWbrLWvm+t/a2kYyStcrQ/RvFroqVrXYqPtNZ5S2X37t2SpPLycmWR7QFIkzFG5eXhDD/67w4AAAAAABSgDAKlggzO0pxWb6ZjZB3BGWLq6qSGhvB2OoFZlPPfTkND+DrolQjN/FHl2m/PoK97CEc/z1bp29vj2C3W2ge9GltrN0n6gevwj3OsAQAAAAAAAIDfin2dpgym1bt76FA5zwSj/YHGRmnx4vQDs6hAINyvsbE7qkKeEJr5wz3SzGbQ1z2Eo2+OtQxw7W+WdGNXHay1L0h6y3HoSGPMvhned2SKj6MyvB4AAAAAAACAbBX7Ok0ZTqtnjNFMKS44Y1o9xGQ7UowRZr0eoZk/Olz7maxL5g7J3NfKlHvk2jxrbWsa/ea59idnclNrbXNXH5I+zuR6AAAAAAAAALJUCus0ZTmtXlxwxrR6QNEjNPPHVtd+ZQZ9+7j2t+dYy2bX/nNp9nOvOXZ0jnUAAAAAAAAA8EOprNOU5bR6MyXVRfsDKGoVfhdQqIwxFcrs87fTWhsdFeYOzdxTJHalv2vffa1MuUOzD9Ls955rvybHOgAAAAAAAAD4pbFROumkzIOvQECqre39gVlUlnUuyXMZAHonRppl7zpJ2zL4ON7Rd5PrWoMzuO+eju1t1tq2zMpO0OLad4doyWx07VflWAcAAAAAAAAAP7FOE4ASR2jmj/dd+5mM0hrm2P4wD7X83bXfL81+7a59vpbQo9asWSNjjIwxamRoPAAAAAAAAPLIGON3CQB8QNDhj3+49sdk0HeUY3tN7qXobdf+0DT7DXHtu0fPAQAAAAAAAAAAFAxCsyxZaxuttSaDj0WOvp8qfnrDCenc0xgzVNL+jkOv5eGlvOXaPzjNfsNd++/moRYAAAAAAAAAAABfEJr5J+TYnmCM6ZNGn/Gu/VdzLcJa2ypptePQpDS7fsm1/0qutQAAAAAAAABAb8D0jEBpIjTzzwLHdpWkU9Poc65je5ekp/NUy18c27XGmH3S6OMM13ZJWpinWoBeYdasWbE10wAAAAAAAAAAxY/QzD9PSupw7F/WVbH32zUAACAASURBVGNjTLWkcxyHnomMEsuHBx3b5ZJ+mKKWGklfcRx60lrbkqdaAAAAAAAAAAAAehyhmU+ste9Ketxx6GRjzLe76HKtpP6O/d/ksZaXJb3oOHS1MWasV1sTHnZzp8LhWtTN+aoFAAAAAAAAAADAD4Rm/rpJ0m7H/l3GmMnOBibsh5J+5Dj8grX2j11d2BizyBhjHR+jU9QyXZKNbPeTNM8YM851zb6S/lvSaY7D91prl6W4NgAAAAAAAAAUDJbsAEpThd8FlDJr7WvGmOvUOVJrD0nPGmNekLRC0kBJx0tyhlcbJF3eDbUsMcb8UtL/ixwaI+lNY8w8Sf+QVC3pZElfcHR7VdLV+a4FiOro6NDTTz+tN954Q2VlZRozZowmTZqkIUOGpNXfWqvXXntNK1as0Pr169W3b18deuihOvHEE1VWlv/3DPT0/QAAAAAAAAAA+UNo5r+gpBGSrozsG0mTIh9uGyWdbK19s5tqqZe0r6SzI/sVkk5P0jYk6Qxr7ZZuqqXHdXR0qKWFpdmSGTZsWI8GP2+++abOOussvfXWW3HH+/btqwsuuEDf/e53k/bdunWrbrvtNt16661qbm5OOH/AAQdo1qxZqq2tjTu+aNEinXDCCQnt3e8suvDCCzVr1qyc7wcAAAAAAAAA6D0IzXxmrbWSrjLGPC/pPyR92auZpHmSrrLWru7GWtqNMecpHIg1SNrLo9knkv5L0q+ste3dVYsfWlpatPfee/tdRq/16aefaq+9vL4k8m/NmjWaPHmy1q9fLykcWn35y1/WqFGj9Omnn+ree+/VI488krT/M888o0AgIEmqqqrSl770Je21117asGGDXnrpJa1evVqTJ0/WwoULNWmSVz6dmZ6+HwAAAAAAALoX0zMCpYnQrJew1s6VNNcY8yVJh0qqUTgsa5YUstauy/B6k7Oso0PS7caYuyTVSTpY0lBJmyWtkvSitXZnNtcG0vW9730vFpgde+yxuv/++3XQQQfFzq9atUrTpk1LGIUWNXz4cNXW1qq+vl6nnHKKKio6v9UtW7ZMU6ZM0ebNm3XBBRfoH//4R+z80UcfHbvmbbfdpttvv12SEu7jnh4y2/sBAAAAAAAAAHoPfnPby1hrV0pa2QvqaJe0KPIB9Jhly5ZpwYIFkqR/+qd/0rPPPqt+/frFtTnssMP0m9/8JumorSOPPFKhUMjz3FFHHaWrrrpKP/vZz7R27Vo9/fTTmjp1qiRpwIABsXBuzz33jPVxBnb5vB8AAAAAAAB6J0aaAaWp5xYoAoA0PProo7Htm2++OSEwi+rTp0/Sa5SXl3d5j+OOOy62/fbbb2dYof/3AwAAAAAAAADkHyPNgIhhw4bp008/9buMXmvYsGE9cp+lS5dKkiorK3XKKad0yz369+8f296yZUu33MPP+wEAAAAAAAAAMkdoBkSUlZVpr7328ruMkvfJJ59ICq8T1tVosnRs2rRJCxcuVCgU0qpVq7RmzRp99tlnamtry0epvt8PAAAAAAAAAJA/hGYAepVBgwZJknbs2JH1NT777DM1NTVp9uzZPRJY9fT9AAAAAAAAAAD5R2gGoFfZf//99dprr+mzzz7Thx9+qH322Sej/i0tLTrqqKP0/vvvS5IOP/xwTZw4UePGjdOYMWM0dOhQvfXWW7rkkkvyUm9P3w8AAAAAAADdzxjjdwkAfEBoBqBX+cpXvqLf//73kqT7779f1113nWe79vZ2z+Nz5syJBViPPfaYvvWtbyW02b59e8o6nA9GO3fuTDpVZL7uBwAAAAAAAADwV5nfBQCA01lnnaUhQ4ZIkmbMmKHly5cntNmyZYt++tOfevbftWtXbPvwww/3bLN06dKUdeyxxx6x7dWrV8edc04dma/7AQAAAAAAoPdgpBlQmhhpBqBXGTp0qK699loFAgFt2bJFxx9/vK655hp99atf1YABA7RixQrNnDlTb7/9tmf/SZMmxbanTJmi6dOn6+ijj1ZZWZneffdd/eEPf9AjjzySso6xY8fGtq+55hr95Cc/0SeffKKFCxdq9erVWrx4cV7vBwAAAAAAAADwF6EZgF7nJz/5iVatWqWHH35YbW1tuuGGG3TDDTfEzu+zzz4KBoMKBAIJfcePH6+zzz5bjzzyiNauXasf/OAHnm1ee+21Lms44YQTVFVVpba2Ni1YsEALFiyInevbt6/a2tpUVVWVt/sBAAAAAAAAAPxFaAag1zHG6MEHH9Sxxx6r3/zmN/rb3/6mAQMG6OCDD9aZZ56p73//+1q1alXS/g8++KBGjx6t2bNna/369Ro8eLDGjBmjY445Rmeffbaqq6t18MEHd1lD//79dc899+jqq6/Whg0bNGzYMB166KE6+eSTdd5556mqqiqv9wMAAAAAAAAA+MtYa/2uAUhgjKmRtE6S1q1bp5qamqyu884776i9vV0VFRVx0+0ByD/+vQEoJV7rG/BcDQAAABSPQw89VG+++WbcMZ75AX81Nzdr5MiR0d2R1trmfN+jLN8XBAAAAAAAAACgkHm9UQ5A8SM0AwAAAAAAAAAAQMkjNAMAAAAAAAAAwIGRZkBpIjQDAAAAUgmFerYfAAAAAADocYRmAAAAQFcaG6WJE6VgMLN+wWC4X2Njd1QFAAAAAADyjNAMAAAASCYUkpqawtv19ekHZ8FguL0U7s+IMwAAAKCgMD0jUJoIzQAAAIBk6uqkGTM699MJzpyBmRTuX1fXPfUBAAAAAIC8ITQDAAAAuhIIJARn05O19QrMAoHurA4AAAAAAOQJoRkAAACQiis4C0qJwRmBGQAAAAAABY3QDAAAAEhHF8HZdInADAAAAACAAlfhdwEAAABAwYgGYZGALBqcDXO2ITADAAAACp4xxu8SAPiAkWYAAABAJgIB3bnffrFdAjMAAAAAAIoDoRkAAACQoWPmzlWL+2B1NYEZAAAAUCQYaQaUJkIzAAAAIEPjn346foSZJLW2SsGgH+UAAAAAAIA8IDQDAAAAMhEMxtY0kxQeYRZVX09wBgAAAABAgSI0AwAAANLlDsxmzJBaWsJ/RhGcAQAAAABQkAjNAAAAgHR4BWbRNcwCAYIzAAAAAAAKHKEZAAAAkEpXgVkUwRkAAABQNIwxfpcAwAeEZgAAAEBX0gnMogjOAAAAAAAoWIRmAAAAQDKhUPqBWZRXcBYKdU99AAAAALoFI82A0kRoBgAAACRTVyc1NIS30wnMopzBWUND+DoAAAAAAKBXq/C7AAAAAKBXa2yUTjop8+ArEJBqawnMAAAAgALESDOgNDHSDADy4KKLLpIxJukDVfScMUZr1qzp2eIAALnLNvgiMAMAAAAKkrXW7xIA+IDQDAAAAAAAAAAAACWP0AwAAAAAAAAAAAemZwRKE6EZ4LdQqGf7wRfW2tjH6NGj/S4HAAAAAAAAAOBCaAb4qbFRmjhRCgYz6xcMhvs1NnZHVYiYPHmyjDG66KKL/C4FAAAAAAAAPYiRZkBpIjQD/BIKSU1N4e36+vSDs2Aw3F4K92fEGQAAAAAAAAAAOSM0A/xSVyfNmNG5n05w5gzMpHD/urruqQ8AAAAAAAAAgBJCaAb4KRBIPzjzCswCge6tDwAAAAAAAChBTM8IlKYKvwsASl40+IoGYtE/nYFYCQdm7e3tev755/XWW2+pra1NI0aM0OTJk7Xffvv5XVq3efnll7V06VK1tbVp77331qRJk3TAAQfk7fobN27U4sWLtXr1am3ZskUDBw7UmDFjVFtbq+rq6rzdBwAAAAAAAAAKCaEZ0Bt0FZyVaGDW0dGhW2+9VT/72c+0fv36hPOnnHKKbrnlFh100EEJ5yZPnqznn39e5eXlam9v97z+d77zHd13332SpPfee0+jR4+WJF100UWaPXt2XNvZs2cnHHvuuec0efLktF9PtKb99ttPa9as8Wzz+uuv6+KLL9by5csTzp155pm69957NXTo0IRz0Xc+/fznP9ePf/xjbd68Wffcc4/mzp2rN954Q3/84x81adIkWWvV0NCgX/ziF9q6dWvCdcrLy3XqqafqwQcf1JAhQ9J+bQAAAAAAAABQDAjNgN7CKzibOVNqbe1sUyKB2Y4dOzRt2jT98Y9/lCRVVVVp/PjxGjJkiFavXq233npL8+fP15IlSzR37lyddNJJPlecu2effVbf+MY3tHnzZknShAkTNGLECL3zzjt6++23NXfuXLW2tuqZZ55RWVnymXUXLFigCy+8UB9//HHsmLVWktTQ0KAbbrhBkrTnnnvq6KOPVp8+fbR+/Xq98cYb+vzzz/XUU0+pX79+3fhKAQAAAAAAAKB3IjQDehN3cFaCgZkkXXnllbHA7IorrtCNN94YN/JpyZIlOvfcc7V27VqdeeaZWrZsmQ488MC83Pvmm29WfeTzP2XKFH344Yf6xje+oZtvvjmu3ahRo/JyP0n67LPPNG3aNG3evFkHHHCA5syZowkTJsTOz5s3T+eff74WLVqkhx9+WBdccIHndebPn6/6+nrt3r1bhxxyiC699FKNHz9eEyZMkLVWt9xyiyTpxBNP1FNPPaW+ffvG+u7evVuLFi3SE088EXccAAAAAACgFLGmGVCaCM2A3iYQSBxhVl1dMoHZiy++qLvvvluS9L3vfU+33XZbQpva2lo999xzOuyww7R582ZdeeWV+stf/pKX+48YMUIjRoyQJFVWVkqShgwZ4jkNZL5cf/31Wr9+vQYNGqSFCxcmrNc2depUzZo1S1//+td1xx13JA3NnnnmGUnhEWXXX3+9ysvLY+c+/vhjtbW1SZLOOOOMhGCsvLxcU6ZM0ZQpU/L50gAAAAAAAACgYCSf4wuAP4LB+MBMCu8Hg/7U08N++ctfSpL69OmTMLrLaf/999fll18uKTwl4Ztvvtkj9eXbtm3bNGfOHEnSD3/4w4TALOr000/XAQccoKVLl6qlpSXp9a655ho1NjbGBWaSNGzYsNhovfvuu0/Nzc15egUAAAAAAAAAUBwIzYDeJBjsnJpRCo8wi6qvL/rgzFobGzFWV1enoUOHdtn+9NNPj23PmzevW2vrLitWrNCmTZskSTfddJOMMUk/Vq9eLUlatWqV57UGDx6shoYGz3OVlZVqbGyUJK1cuVL777+/Jk2apCuvvFIPPPCAPvzww/y/OAAAAAAAgALF9IxAaSI0A3oLd2A2Y4bU0hL+M6rIg7P169fHphDcd999U7Z3tlmzZk13ldWt1q1bl3Gfzz77zPP4McccE7f2m9vVV1+t+++/X0OGDNGuXbv0wgsv6NZbb9Ull1yiUaNG6eKLL9bGjRszrgcAAAAAAAAAigFrmgG9gVdgFl3DLPpn9Hz0zyJc46x///6x7Wh41hVnwOPsW0icdf/hD3/QgQcemLLPPvvsk9Fxp4svvljf+ta39OSTT2rRokVauXKlVqxYoe3bt2vWrFlavny5lixZooEDB6b/IgAAAAAAAApdKCTV1fVcPwC9EiPNAL91FZhFBQIlMeKsqqpKI0aMkCS9/PLLstZ22f6vf/1rbHvcuHHdWlt3+fKXvxzbbm1t1UEHHZTyY/DgwTndc9CgQTrnnHN011136a9//ataWlo0ffp0SdLrr7+uW2+9NafrAwAAAAAAFJTGRmnixMx/3xYMhvtFlsQAUPgIzQA/pROYRZVIcHbeeedJkj744APNnTs3abuOjg7de++9ksKjtc4888yM7hNdR6wr0bmrd+7cmdG1MzFq1CgdffTRkqRbbrmlW++VzIABAxQMBnXwwQdLkkKhUI/XAAAAAAAA4ItQSGpqCm87ft+Wck0z5+/1mprC1wFQ8AjNAL+EQukHZlFewVmR/Yd81VVXaY899pAk/eAHP9A777zj2a6+vl4rVqyQJF1xxRUaNmxY7FxlZaWkcLC2a9euhL5r167V/PnzU9YSrWP16tUJ5/IZbjVFHsxWrVqlSy65JOm1Ozo6dM8992R974ceesjz8yGFX09ra6skdbkuGgAAAAAAQFGpq8v8jepeb4RnikagKBCaAX6pq5MaGsLb6QRmUc7grKGh6P5Drqmp0cMPP6zy8nJ9/PHHmjBhghobGxUKhbR8+XL97ne/04knnqif//znkqS6ujrddNNNcdfYd999JUnWWt1+++1qb2+XJG3ZskVz5sxRXV2dNm/enLKWsWPHSpKWLVumYDCop59+WrfffrsmTJig+++/P2+v+ZRTTtGPfvQjSdJvf/tbHXnkkbr33nv1yiuv6LXXXtMTTzyh+vp6ffGLX9R3v/tdffDBBxnfY/369brgggs0atQoXXXVVXrssce0bNkyrVy5Uv/7v/+rKVOm6JNPPpEkfe1rX8vbawMAAAAAAOj1PN6ofn6y379kMnMUgIJjUq0ZBPjBGFMjaZ0krVu3TjU1NVld55133lF7e7sqKipiAUivwyKjnp577jmdc845sSDHy4UXXqg77rhDAwYMiDv+5z//Waeddlpsv6KiQlVVVdq4caOstTriiCM0ZswY/f73v5ckvffeexo9enTC9R966CFdcMEFnvc+77zz9PDDD8f2L7roIs2ePVuSPNdimzx5sp5//nntt99+WrNmjec1GxoadOONN2r37t1JX/P48eM1f/587bXXXrFj0ekCLrzwQs2aNcuz35tvvqm6ujp9/vnnSa8tSWeddZbmzJmj8vLyLtt5KYh/bwAAAAAAAMm4ArGApJmO03bGDAIzwEfNzc0aOXJkdHektbY53/dgpBngt2yDryIOzCTphBNO0N///nf9+te/Vm1trYYPH67+/fvrwAMP1IUXXqiXXnpJs2bNSgjMJOnUU0/VnXfeqQMOOECVlZUaOHCgampqdMkll2jevHl69dVXdeCBB6as4ZxzztH555+vfv36acCAATrwwAN1/vnn67HHHtMDDzyQ99fc1NSklStX6vLLL9fYsWPVr18/DR48WOPHj9eVV16pZ555Rq+88kpcYJauQw45ROvWrdPs2bM1bdo0jRs3TgMHDlRlZaWGDx+uqVOnas6cOXr00UezCswAAAAAAAAKnmvEWVDS9Mj2dInADCgBjDRDr1RSI82AIsG/NwAAAAAAUBRcI85aJA1znicwA3zBSDMAAAAAAAAAAHpSIKA7Ro2K7RKYAaWD0AwAAAAAAAAAAId9f/1rtbgPVlcTmAFFjtAMAAAAAAAAAACH0/7v/+JHmElSa2t46kYARYvQDAAAAAAAAACAqGBQ5ddeG9u1Q4d2nquvJzgDihihGQAAAAAAAAAAUjgQq6/v3J8xQ6a1NbyWWRTBGVC0CM0AAAAAAAAAAPAIzGJrmAUCBGdACSA0AwAAAAAAAACUtq4CsyiCM6DoEZoBAAAAAAAAAEpXOoFZFMEZUNQIzXopYwx/NwAAAAAAAADQnUKh9AOzKK/gLBTqnvoA9CiCmV7CGFNhjLnEGPOUMeYTSbuMMbuMMe8ZYx40xhzXg7UMN8Zca4xZbIz5xBizwxjzkTFmoTHmR8aYPXqqFgAAAAAAAADoNnV1UkNDeDudwCzKGZw1NISvA6DgVfhdACRjzDhJf5B0sOtUmaTRkY9/NcbcK+kya+3ubqqjTNJ1kuol9Xed/kLkY4qkBmPMtdba27ujDgAAAAAAAADoMY2N0kknZR58BQJSbS2BGVBECM18ZozZX9JiSXun0fw7kgYYY/7VWtuR5zoqFQ7uvpZG88GSbjPGHCnpUmutzWctAAAAAAAAANCjsg2+CMyAosL0jD4yxlRIelTxgdn9ko5QeKTXMEmnSlrqOH+uwqPB8u0uxQdmSyX9q6QxkvaQNFbSZZLedrS5WNIN3VALAAAAAAAAAABAjyI089d3JU1w7DdYay+11q6w1m631rZaa5+SVCdpoaPddGPMiHwVYYw5UeEALOpWSbXW2oette9aazdaa1dba++SNF7S465aDspXLflWXl4uSdq9e7cYEAd0r46O8ADYsjL+awEAAAAAAABQePjNpk+MMeWSrnUcelHSz7zaWmvbJV0qaVfk0EBJ0/NYzpWO7ZclXZ1s3TRr7TaFR6A1Rw5VKhz+9UoVFeEZSK212rFjh8/VAMVr586dsdCssrLS52oAAAAAAAAAIHOEZv45RdK+jv3/6mqdMmvtWkn/4zh0ljHG5FpE5BonOw7dlmq9NGvtFkn3Og5NzbWO7jJo0KDY9qZNm3ysBChubW1tse2BAwf6WAkAAAAAAAAAZIfQzD+nObY3SPpTGn0ecGzvK+mYPNQxTOH106JWptnP2W5kHuroFs7QbMOGDdq6dauP1QDFqb29Xa2trbF9QjMAAAAAAAAAhYjQzD+1ju0lkSkYU1kmydnuuDzU4V7oa5dnq0QdSbZ7lYqKCg0ePFhSeL2ldevW6dNPP9X27dtZ4wzIUUdHhzZt2qS1a9dq167wt45+/fqpb9++PlcGAAAAAAAAAJmr8LuAUhSZEnGs49CydPpZa7caY96SdFjk0OG51mKtbTHGNEuqiRw6RNL/pdH1MMf2ilzr6E4jRozQ7t27tWXLFnV0dKilpUUtLS0yxqi8vNzv8oCCZK1VR0dHXPhcUVGhmpoa5WHmWAAAAAAAAADocYRm/hgpqZ9j/70M+n6ozsDq0DzV84Ck6yPbl0t6rKvGxpj+ki51HLovT3V0i7KyMtXU1Oijjz6KW9fMWqv29nQG+AFIpbKyUjU1NaqsrPS7FAAAAAAAAADICqGZPw5w7X+UQd9PHdsj8lCLJM2UdJakgyRNNsYEJdVbj/kLjTH9JM2SNDpy6FlJD+Wpjm5TVlamfffdV8OHD9fmzZu1efNmtbe3a/fu3X6XBhSs8vJy9e3bV3vssYcGDBjACDMAAAAAAAAABY3QzB9fcO23ZdB3g2N7b2NMubU2p+THWttmjJki6U+SxkuaLqnOGPPfkl6UtFHScEknSrpa0sGRrvMlfdtam/GaZsaYmhRN3J+jvKioqNDQoUM1dOjQ7rg8AAAAAAAAAAAoUIRm/hjo2t+RQd+dju0ySYMVH6RlxVr7oTHmeEm/kHSxpOMiH17aJP1a0n/kENity7IfAAAAAAAAAABA3pX5XUCJqnLtZ7Kw1k7Xfj/PVlmw1m6x1l4m6QxJm5I0+0jSZGvtT3Md4QYAAAAAAAAAANBbMNLMH+6RZglrh3XBHVT1zbGWGGPMvgqPIDuzi2YjJL1sjLlf0o+ttRuzvN3IFOe/IGlZltcGAAAAAAAAAADICKGZP9xrgJVn0NcdkmW8npgXY8x4SU8pvHaZJK2WdLOk5xQeXVYj6TSF1zsbIek7kiYZY06y1q7N9H7W2uYU9WR6SQAAAAAAAAAAgKwxPaM/trr2KzPo28e1vz3HWmSMGSVpvjoDs+ckjbfW3m+tfc9au91au9pa+ytJR0p6I9JurKSFxpjBudYAAAAAAAAAAADgJ0KzLBljKowx/TL4cH6u3aHZgAxu3d+1775WNu6RtFdk+3NJZ1trN3s1tNZ+JOlsSbsih8ZKmpmHGgAAAAAAAAAAAHxDaJa96yRty+DjeEffTa5rZTJSa0/H9jZrbVtmZcczxhwl6WTHoTustZ921cda+6ak3zsOXWKM2SeXOgAAAAAAAAAAAPxEaOaP9137NRn0HebY/jAPtXzTtf/HNPs521VKOjUPtQAAAAAAAAAAAPiC0Mwf/3Dtj8mg7yjH9prcS9E/ufZXp9nP3c59HQAAAAAAAAAAgIJBaJYla22jtdZk8LHI0fdTSRsdl5uQzj2NMUMl7e849FoeXspA177nWmYe3O3ca60BAAAAAAAAAAAUDEIz/4Qc2xOMMX3S6DPetf9qHupode0PT7Pf3q79j/NQCwAAAAAAAAAAgC8q/C6ghC1Q5zpgVZHtx1P0OdexvUvS03moY4Wkbzv2j5P0uzT6Hevafz0PtTiVRzc++uijPF8aAAAAAAAAAAAUEldWUJ6sXS6MtbY7rosUjDH7S3pHnaP9Flhrv9pF+2pJzeqcBnG+tXZqHuo4RNIbjkPPWGtPStGnLNLn4MihrZL2stZuzbUexz0mSFqWr+sBAAAAAAAAAICicZS19pV8X5TpGX1irX1X8SPLTjbGfDtZe0nXKn7dsN/kqY43Jf3FcWiKMebcZO0jfqLOwEySbs9nYAYAAAAAAAAAANDTGGnmI2PMeEkvq3MY4eeSvmmtXeRoYyT9QNJ/SzKRwy9YayeluPYiSc42X7TWrknSdrTC66NVRw7tlHSFpPus4wvEGFMh6ceSbnLU0izpS9baDV3VkyljTF9Jh0V2P5O0O5/XBxDzBXWO6jxKrE8IIHd8XwGQb3xfAZBvfF8BkG98XwF6RrmkvSLbq6y1O/J9A9Y085G19jVjzHWSbo4c2kPSs8aYFxRea2ygpOMljXN02yDp8jzXscYYc46kJyVVSuoj6R5JP42Eb62S9pY0RdIIR9ctkr6R78AsUtMOSXkfWgkgXjiXj/nYWtvsVy0AigPfVwDkG99XAOQb31cA5BvfV4Ae9X53XpzQzH9BhYOoKyP7RuERYl4jyTZKOjkypWJeWWsXGGOOl/SopFGRw6MlXZSky1pJZ1hrV+S7FgAAAAAAAAAAgJ7GmmY+s2FXSfoXSa8naybpKUkTumNhO0ctL0k6QtIvJW1K0qxF0n9KOpTADAAAAAAAAAAAFAtGmvUS1tq5kuYaY74k6VBJNQqHZc2SQtbadRleb3KWdbRK+n/GmJ9KqpV0iKQqSeslvSXpRWst64sBAAAAAAAAAICiQmjWy1hrV0pa2Qvq2C7pmcgHAAAAAAAAAABAUWN6RgAAAAAAAAAAAJQ8QjMAAAAAAAAAAACUPEIzAAAAAAAAAAAAlDxjrfW7BgAAAAAAAAAAAMBXjDQDAAAAAAAAAABAySM0AwAAAAAAAAAAQMkjNAMAAAAAAAAAAEDJIzQDAAAAAAAAAABAySM0AwAAAAAAAAAAQMkj8MGOQAAAHZFJREFUNAMAAAAAAAAAAEDJIzQDAAAAAAAAAABAySM0AwAAAAAAAAAAQMkjNAMAAAAAAAAAAEDJIzQDAOSFifC7DgAAULyMMfwMCwAAigLPNUDvxD9MAChBxpjvGmN2GGNG53ANY4w5yxjze2PMh5J2StpljGk2xjxmjJmar3oBFBZjTB9jTL8sP3g+BRBjjPmKMeYhY8z7xpgdCj9rfGKMedIYczbfMwCkYoypyOG5pMLv+gH0DsaYY40xHxpjLsrhGkcbY+4yxqw2xmyT1G6MaTXGLDTG/Jsxpm/+KgaQLWOt9bsGAEAPMcYcIul6SdMih75orV2TxXWGS5or6bgUTZ+UdLa1dkum9wBQuIwxiyRNyrL7VGvt/DyWA6AAGWOqJD0s6YwUTV+S9A1r7SfdXxWAQmSMaZTUkGX3oLW2Po/lACgwxpi9JF0t6ceS+ki62Fo7K8NrVEi6XdK/Sepqhp63FX6u+Vt21QLIB94xAwBFKDJN4mBJ1ZJGSqqTdGLkI6cpFI0x1ZJekDQujeanSfqTMeZUa+22XO4LAABKgzGmj6S/KPWbcyTpnyU9Y4yZbK1d372VAQCAYmaMGajw71H2lnSMpOMlfV1S/xwvPUfSt9Jod5CkZ40xx1tr/5HjPQFkiaksAKA4XSjpc0nvSnpe0o2SpijHwCziPsUHZk9IqpU0UNIQSZMlzXOcP0Hhd1QBAACkI6j4wCwk6WSF3xBUpfAvsX7rOH+IpN/1WHUAAKDoRJavaJO0VtIrCv8eY5pyDMyMMVcpPjB7Q9I3FQ7nBkj6kqRfS+qInN9H0lPGmMpc7gsge4RmAFBaduTS2RjzNUnfcBy631p7hrX2RWvtVmvtJmvt89bar0ma5Wh3oTHm8FzuDaBgzbbWmgw+mJoRKGHGmEMlXek49LSkE6y1T1trN1trt1hrX7bWni+p0dHuBGPM13uyVgAF6f0Mn0uYmhFA1r9HMcbsLekGx6FVkv7ZWvsHa+0Ga+02a+0qa+1Vki51tBsn6fvZ3hdAbgjNAKB4dUhqUXitj1sUXl/ov3K85n84tt+V9MMu2v5QUmtku0zZryMAAABKx3Xq/Dn1c0kXWGvbk7S9QeG1P6KaurMwAABQEjZLWinpAUnflnRmDtf6kaRBke3dks5NtuZ7ZJ20BY5D10XWQgPQwwjNAKA4PWitLbfW7mmtPdZa+yNr7Qu5XNAYc4jC0yFF3Wat3ZqsvbW2TdKtjkNTjTGDkrUHAAClLbJu6jcdhx601n6crL21tkPhqRyjDjfGjO2u+gAAQPGy1q6RVG6tHWyt/bK19hJr7WOSdmZzPWNMuaSLHIf+bK19I0W3mx3beym83AWAHkZoBgBFKPJLpHw7zXkLSQ+l0ecBx3ZfSafmtSIAAFBMviKpj2N/dhp9/kfx0yb9S14rAgAAJSPPv0uZIGm4Yz/lc421dpGkNY5DPNcAPiA0AwCkq9ax/aa1dn2qDtba9yV95Dh0XN6rAgAAxcL5rLFJ0opUHay1OyUtdxziWQMAAPQGta79dGf/ecmxzXMN4ANCMwBAug50bC/LoN8rju3D81QLAAAoPs5njVczeLe387mEZw0AANAbOJ9r3kvnjccRzueag40xffNYE4A0EJoBAFKKzMX9Rceh9zLo/qFj+9D8VAQAAIqQcz2ybJ81RhpjBuepHgAAgGzl47mmQvHhG4AeQGgGAEjHfpIqHfsfJWvo4dP/396dR8talXce//7CZRAQRK9hEgENouIIxEYZpMWJ2IlKnNEWBQ1tk24y2I7pxmBrEhJtVzAqQgSMQRNj1AARTQTEqxBGMTIbLsggMojMF7g8/cdbx/ue956hzlh1Tn0/a9W6e+/a766n6px71q56au/dKm+VZJP5CUnSUpFkoySHJzkzyR1J7k9yVZLPJdlr0PFJGrwkGwJPbDXNdq4BsO3cI5K0nCU5MMlXktyUZE2S65OcmuS3e18YlKS5+rVW2XmNtISsGHQAkqQlYZtO/Z4ZXPvzCcZaPadoJC0lOwMXAbt12nfp3Q5JcjxwZFXdu9jBSRoajwfaH1TPZa6xLXDlnCOStBxtkuQfgIM67Tv0bq8AvpfkzVU1k5UhktTV/hxlrvMaSYvIlWaSpH5s1qmvmcG1D3bqW80xFklLy36snzDrOgw41f36pZHmXEPSYtia9RNmXS8AViXZeZp+kjSh3gr69m49zmukJcSkmSSpH5t36g/P4NruhM/tGaXRdDPwu8DTad747QN8r3X//sBfLX5YkoaEcw1Ji+l+4M+BPWjmJU8HTmjdvy1wWpKNBhCbpKXPeY20hLk9oySpH91vf9cMrl3bqbuSRBo9FwIvqar2ViOrkrwYuAR4Sq/t7UlOrqqzFz1CSYPmXEPSYrmdZl5ycavtTuCw3qr3N/fanga8F/jjRY5P0tLnvEZawlxpJknqxyOd+kwOx+5O8LpjSVre7gBe3kmYAVBV9wNHdprfvyhRSRo2zjUkLZbXdRJmbUcC97Xqv5dk00WISdLy4rxGWsJcaSZJ6sd9nfqGE/aaWHdLkwfmGIuk4fd14Ipe+Yyqum2KvmfQbN04dsD1S5LsVFWrFzA+ScPHuYakhXIB8Jle+dqq+vZkHavq9iSnAq/rNT0GeA1w8sKGKGmZcV4jLWEmzSRpyCRZwcz+Pj9YVQv9zaPuhG8m37Z81DRjSRoi8/E3qKo+1u/FVfVIknNY9+FUgAMYf66IpOXPuYakBVFVpwKnzuCSs1g3LwF4CSbNJM2M8xppCXN7RkkaPh+kOZi639t+ixDTXZ36FjO4dmWn/rM5xiJpYQ3ib9Blnfrz5mFMSUuLcw1Jw8J5iaQ5qaoHgTWtJuc10hJi0kyS1I/rOvUnzODax7XKDwO3zj0cSctMd/vGbQYShaRBuoXx2w/Ndq4BcNPcw5E0wpyXSJoP7c9RnNdIS4hJM0nStKrqZuDeVtOTZ3D5E1vl66qq5icqScvIw516d0sSSctcb35wbatptnONNcBP5yUoSaPKeYmk+fDjVnm28xqA1XMPRdJMmDSTpCFTVUdVVWZwO2uRQrumVd5zBtft3ipfNE+xSFogA/ob9PhO/Y55GFPS0nNVq/zMJBv1ed0erfKlVdX9wFuSZsJ5iaT50J7XrEyyY5/Xtec1t1bVDfMYk6Q+mDSTJPXru63yTkm2m+6CJE8GHtNqunDeo5K0HOzWqf9oIFFIGrT2XGNjxn9oNKEkmzD+b4hzDUlz5bxE0nz4bqf+gj6va89/nNdIA2DSTJLUr2926q/v45o3deqnz1MskoZUkmcn6XvP/iQbAAd0mrt/bySNhu7//Tf0cc1rgRWtunMNSb+UZLMk+8/wspd16s5LJM3GvwKPtOrTzmuS7Mv488+c10gDYNJMktSvbwN3t+qH9T7snlCSFcDvtJquqKofLlRwkobGscDnk2zcZ/+3Mn4bpB8B/zbvUUlaCn7I+HPN3pRki2muOaJV/gVwxrxHJWkpez/wxSTdM4ImlGQX4LdaTQ8CX1iIwCQtb1X1c+A7raYD+/hb1J7XPAJ8ed4DkzQtk2aSpL5U1T3Aca2mpwN/MMUlhwPbt+qfXoi4JA2PJG8A9gH2B76aZKtp+j8ROLrT/IGqqoWJUNIw6/3f/1iraSXwJ5P1T/IK4Hmtps9V1YMLFJ6kJSbJTsDvA1sDZyZ5+jT9N6Z5z9L+YuBfeZ6QpDn4i1Z5Q6b4XCTJc4CDWk1fr6qbFyowSZMzaSZJmomPA/e06kcnWW+bxiSvBY5pNV0DfGqBY5M0eFcDD/TKLwcuTfK2JBt2OyZ5Ns2WJe3zEY+rqq8tfJiShtgJwI2t+uFJjkySdqfedmsnt5ruZP0kvKTRdifwk175ScCFST6U5LHdjkkeD3wFeFGr+VLgfQsepaTl7DTgolb9wCTHdN8fJXkm8I+s23L6YeA9ixOipK74RV5JWn6SbMfEe+//KuO3QbsKeKjT56tV9cEpxn4DcEqn+QLgXJoJ3n8Cntu6bw1wYFWd2V/0kpayJK8Evghs0mq+CzgbWA0U8BxgX6D9Ifgq4KVVdd/iRCppWCXZBziT8WeVXQ6cBayl+RuyT+u+At5SVW6hJmmc3naL/wK0t0R7CPgecAVwL/Bk4KXAo1p9bgIOqKorFilUSUMgyRmM3zEHYDNgp1b9RpqkfNuNVdU9D3FszF1oPjNpbzl9HfAt4D7gqcCLGb+45f1V9dGZxi9pfpg0k6RlqLcVybXTdJvMSVV1yDTjvxv4KOO3LpnIg8BBVXXaLGORtAQl2ZtmBciT+rzkBOBdbqsmaUySg4HPMv5D7IkUcHhVHTdNP0kjqveFws8zfhXZVP4NeHVV3bRwUUkaRklWAzvO4tLrqmqnKcZ9MfAlYL2VrhP4v1N9kVnSwnN7RknSjFXVMcABNCtDJrMK2NuEmTR6qmoV8Azg3TTfopzMhTQfSh1mwkxSW2/V2F7AN4BHJun2Q+BlJswkTaWqbqqqA4DXAedN0fUnNGc272fCTNJ8qqp/odmR5+9pvlw8kWuBN5kwkwbPlWaSpDnpbTWwO80WBhsCNwPfr6qrBxqYpKHQO4doN2BPYOte843AuVV1zcACk7RkJHkCzfbPO9CsPPsZcH5VXTrQwCQtSUm2p9nidXua7aRvAy4GLig/JJO0wJKsBPammddsAdxBc+7ZBVU12ReFJC0ik2aSJEmSJEmSJEkaeW7PKEmSJEmSJEmSpJFn0kySJEmSJEmSJEkjz6SZJEmSJEmSJEmSRp5JM0mSJEmSJEmSJI08k2aSJEmSJEmSJEkaeSbNJEmSJEmSJEmSNPJMmkmSJEmSJEmSJGnkmTSTJEmSJEmSJEnSyDNpJkmSJEmSJEmSpJFn0kySJEmSJEmSJEkjz6SZJEmSJEmSJEmSRp5JM0mSJEmSJEmSJI08k2aSJEmSJEmSJEkaeSbNJEmSJEmSJEmSNPJMmkmSJEmSJEmSJGnkmTSTJEmSJEmSJEnSyDNpJkmSJEmSJEmSpJFn0kySJEmSJEmSJEkjz6SZJEmSJGmoJakpbocMOr7lJMnqKV7rowYdnyRJkrSQTJpJkiRJkiRJkiRp5Jk0kyRJkiRJkiRJ0sgzaSZJkiRJWkreCTyqdfv8XAdMclZrC8Kz5jreErcr41/f6wcbjiRJkrR4TJpJkiRJ0gJJcqJnQs27h6rqgdZt7aADWk6qak379QVq0DFJkiRJi8WkmSRJkiRJkiRJkkaeSTNJkiRJkiRJkiSNPJNmkiRJkiRJkiRJGnkrBh2AJEmSJC1XVXUIcMiAw5AkSZIk9cGVZpIkSZI0hSSHJKnebfWg45EkSZIkLQyTZpIkSZIkSZIkSRp5Js0kSZIkSZIkSZI08kyaSZIkSZIkSZIkaeSZNJMkSZIk9S2J7yMnkGSDQccwlSS/kiSDjkOSJEkaZr7ZkSRJkqSWNDYZuwEbdu7eZJLbnBISSc5KUr3b8a327ZP8UZILktye5K4kP0ry6SS7TTDOiiSvSXJakuuSrElyS5JvJDl4pnEm2TTJEUm+k+RuYG0vjvOS/GGSrebyvBdSkl2SHJfkqiQP9F6Hc5N8OMkz5jDuRkkOSnJy72dxN/BwkoeSXJLkfUkePY9PZTYxPq4Xx1lJfgY8RPOzuyvJxb3X5RXDnuyTJEmSFlOqatAxSJIkSdLQSLITcO0sLt25qlZ3xtofOLPV9J+r6qxJHvcs4IW96glVdViSdwHHAJtO8pgPA/+1qk7pjfE04IvAs6aI88vAG6pq7VRPpjfeXsApwE5TdLuhN96q6cabrSTtN65vq6oT+7jmrcBnGZ/0bCvgn4DfBU5m3Wt/dlXtP8mYK4DDgP8DbDNNCNcDr6qqiycZ6+PAka1YdqmqH08z5ti1LwO+0Wp6QVV9v3X/64FPA4/pY7jVwKur6pJJHms1sGOv+qGqOqqfGCVJkqSlyJVmkiRJkjSEkvwF8EkmT5gBrAA+n+SpSZ4PXMDUCTOA1wDv6uPx9wO+xdQJM4AnAKclefJ0Yy6WJAcDJzJ5wgwgwG8BPwCe0ufQBwCfYvqEGcATge8m2XOS+z9Jkywbi+W/9RkDNIm7MZd1EmYHAl+gv4QZND9fPxuQJEmScGIsSZIkScPoVcDvAw8C76FJwGwJ7Aa8F7i71XcD4P8BX6NJsH0d2B3YgmaF0CHAf3TG/8OptmnsrVj7Z2DzXtM9NKurdgE2AXYADgdu6t2/JfDXM36WCyDJzjSrrNp+ARwN7AFsBWwPvAG4lCa5tG2fw9/eKl9B87PYu3f9xsB2wEdafTYFTkmyWXegqroGOKPV9PYkj5ougCQraZJ9Y9pbeQb4M5rfCWh+T46k+T3YiOa5Px14C82KwzU0ibsrpntcSZIkaRSsGHQAkiRJkjRMelss/jKhlOQomoQRwHVVtdMihPG43r/vrKqTWu2XAZcl+TbwPda9p3tZ799v0mwJOLaC6W7gpCSnAZfQJIugScI9kyZpNJG/ZN0KtxuAl1bV5a37bwA+k+TrwNk0ybT9kuxXVd+Z2VOdd0exLtkH8GPggKq6rtV2J/ClJF8FTgJe3+fYtwO3AP8T+Lta/7yDm4EP9JJfv9dr+zWaxOUnJxjvWODlvfJWwBuZPvn4VpoEGDRJr5Nb9z2jdxvz9qr6cqt+Z+92OfA3Sbaj+R27b5rHlCRJkkaCK80kSZIkaTh9p5Mw+6WqOp/mPK62tcA7JkjkUFW3AR/vNE+4jWOSV9NsQwjNmWmv7CTM2uPeTJNweqTX9PaJ+i2WXhLo4FbTXcALOwmzX6qqNTQJrdv6fIgbgd2q6ksTvc4tHwHub9Une13+mSapN6afLRoPbZW/WlXt1W9P6vT91lQDVdVNnlEmSZIkrWPSTJIkSZKG03HT3H9ep/6tqrp+iv6rOvWtJ+l3RKt8fFVdNFUQVXUxzZaQAL+ZZIOp+i+w17Jua0KAD1fVjVNdUFUPAPf2M3hVPdhJUk3W7zbgzFbTM5Os9/67qh6hOSNtzJ5J9phs3CR7A09rNR3f6dI9w22X6WKVJEmStI5JM0mSJEkaTtNtc3jHDPt3kz3rnbOV5DHAC1tNn5lmzDFjq94eS7Md4aC8rFVey/pJpcV0dau8IbDNJP3+mvGr0g6fYsz2KrNrgX/t3P/vnfqJSQb585AkSZKWFJNmkiRJkjR8Hqiqn0zTp7s94FUz7D/R+8G9GL9S6+IkNd0NOKF1zW7TxLGQ9myVz62qnw8sErinU99ook69GP+21fTGJJt3+yXZlGYl3ZgTultEVtUVwDmtpt2Ay5OcnuSDSX4jya/O5ElIkiRJo8SkmSRJkiQNn9kke+YjQTQf2/lNtqJqQSXZDHh8q+nqyfoOoWNb5c1ozonrehUwlkxbC3xukrEOY/wqxBXAgcDRwGnAT5Oc0zu7TpIkSVKLSTNJkiRJGj6PLNI1XVsMyRizsWWnfutCP2CSzZO8PMnRSb6Y5PwkNya5C3h/v+NU1SWMP3Pu0Am6vaVVPr2qbppkrKuAfYErJwsb2Af4SpJ/SvLofuOUJEmSlrsVgw5AkiRJkjQ02lsKXgI8fxZjPDRPsczUvZ36hgv1QEkOBP6A5vy3+XpffSywd6/8/CRP7W23SJKVwItbfac8q62qLkvybOAdwNuA59Iky7r+C3BqkhdV1dq5PgFJkiRpqXOlmSRJkiRpzM2t8hOq6oFZ3AaSfKmqXwAPtJq2ne/HSPKsJBcDpwMHML9fRP0Hxr/+b2yVX9l6rJtptlmcUlWtqapjq2oP4LHAS4EPAN/tdN0POGK2QUuSJEnLiUkzSZIkSdKYc1vllUl2H1gks3NNq7znfA6cZFfgHOA5reZ7aBJofwK8FdgLeAqwNfBnMxm/qh4Cjms1tc81O6hV/txME5NVdWdVfauqPlJV+wKvAO5vdfnvMxlPkiRJWq5MmkmSJElS/yba4m7ZqKrrgStaTW8bVCyz9O1W+clJnjWPY/9v1p3XtpZme8aVVfWKqnpfVZ1cVedV1dVV9TNmt03lZ1rX7Zrk2Uk2Z93WjAWcMIfn0AxSdTrwkVbTLkk2m+u4kiRJ0lJn0kySJEmSpramVd5yYFEsnk+3yofPc+JpoX2zU3/3dBckeSywVR9jP7dVPqmqPlZVaybtPYsz1arqZuAfW02vBF4EbNSrn1lV/zHTcSdxYae+yTyNK0mSJC1ZJs0kSZIkaWq3tcpbJlk5sEgWx/HAT3vlFcDfJdl+uouSbJHk+CSbLmh0U/sG8ONW/eAkvzFZ5yS/QpMk3GKyPi33tMobTNUxSYB9+xhzIse2yi+lOXNszGenedwtkxyRZMr4enZtle+tqttnEKMkSZK0LJk0kyRJkqSp3dCpj9uyMMnKJJ9I8lyWgaq6Fzi01bQrcE6SF0zUP8njk7yXZlvHQ2nO8xqI3llf7bPEAnwpyVt6iax1dyRbA38PvLbP4S9qlQ9O8s4kK7qdkuwI/A3w/BkF31NV5wA/6FX3AJ7XK9/B+FVoE3k28JfAJUkO623tuJ4kewMfaDWdOZtYJUmSpOVmvQm+JEmSJGmcVTRnWI2t3vloL0F2G01CaT+are1+Clw8kAjnWVWdnuSPgKN7TTsDq5JcAJwHPAysBJ4BPIvxZ71tA1y7iOF2nQC8DjigV98cOBn44yRnA3fSPJ+XAI8CHuj1m257wpOA3+mVV9CcP/ahJGfS/OwfBzwV+HXmfvbdJ4HjejHt0Wv7/DTbQUKTNIPm5/JZ4FNJLgYup0m6bQ48B9izdU0Bfz7HeCVJkqRlwaSZJEmSJE2hqu5Kcg6wf69pA+CNE3R9IfDRxYproVXVh5PcTbNya+xMrT0Zn3DpOoNmxdnAVNXaJK8HzqdJjo3ZqXdruwE4iGbF2Y7TjPv9JCcBb201b8PEvws/Bb4LvGYmsbd8AfhTmrPWxra7PL6P6+4C7mtds4ImiffrU1zznqo6e5ZxSpIkScuK2zNKkiRJ0vTeS5OM6CqalVf/g2Z107JSVZ+gWb30deChSbrdAfwt8KKqenlV/Xyx4ptM73yuFwCnT9LlDuDDwNOq6vwZDP0O4MQp7r8M+F80K87OmMG441TVfcDnWk3nVtW/93HdSTSJwQ8C0/X/EXBgVR0z2zglSZKk5SZVNegYJEmSJGnoJdkZeCXNln53AtcAF1fVbQMNbJEkWUmzFeUOwMY0q6l+AFxaC/zGMkl7/LdV1YkzuHY3mri3Am4FrgRW9c4/m208zwL2BR5N87vwE+CCqrpltmNO8BgH05yNBnBYVZ0wizG2AXanSaRtCTwI3AKcV1VX9znGatatwvtQVR010zgkSZKkpcKkmSRJkiRpqM0labZUJfkmzblrdwPbVdU9A4pjNSbNJEmSNCLcnlGSJEmSpCGSZEfggF71i4NKmEmSJEmjxqSZJEmSJEnD5VDWvV8/bpCBSJIkSaPEpJkkSZIkSUMiyYbA23vV86vqgkHGI0mSJI0Sk2aSJEmSJA2PQ4Dte+VPDDAOSZIkaeSsGHQAkiRJkiSNoiQfB+4FzgduBnYA/rR395XAlwYUmiRJkjSSTJpJkiRJkpaSDZNs0qo/VFVrBxbN3KwEjpyg/UHg0Kp6eJHjIcnGQNpNix2DJEmSNChuzyhJkiRJWkqOA+5v3d4y2HDm5NYJ2tYAb66qVYsdTM+VjH99nzigOCRJkqRF50ozSZIkSZIG4xTgDpr35gX8HPhaVV030KgkSZKkEWXSTJIkSZKkAaiq82nOM5MkSZI0BFJVg45BkiRJkiRJkiRJGijPNJMkSZIkSZIkSdLIM2kmSZIkSZIkSZKkkWfSTJIkSZIkSZIkSSPPpJkkSZIkSZIkSZJGnkkzSZIkSZIkSZIkjTyTZpIkSZIkSZIkSRp5Js0kSZIkSZIkSZI08kyaSZIkSZIkSZIkaeSZNJMkSZIkSZIkSdLIM2kmSZIkSZIkSZKkkWfSTJIkSZIkSZIkSSPPpJkkSZIkSZIkSZJGnkkzSZIkSZIkSZIkjTyTZpIkSZIkSZIkSRp5Js0kSZIkSZIkSZI08kyaSZIkSZIkSZIkaeSZNJMkSZIkSZIkSdLIM2kmSZIkSZIkSZKkkWfSTJIkSZIkSZIkSSPv/wN0n0f8ImLe7AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 458,
       "width": 870
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mod = map_soln0[\"gp_pred\"] + map_soln0[\"mean\"] + np.sum(map_soln0[\"light_curves\"], axis=-1)\n",
    "resid = y - mod\n",
    "rms = np.sqrt(np.median(resid**2))\n",
    "mask = np.abs(resid) < 5 * rms\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(x, resid, \"k\", label=\"data\")\n",
    "plt.plot(x[~mask], resid[~mask], \"xr\", label=\"outliers\")\n",
    "plt.axhline(0, color=\"#aaaaaa\", lw=1)\n",
    "plt.ylabel(\"residuals [ppt]\")\n",
    "plt.xlabel(\"time [days]\")\n",
    "plt.legend(fontsize=12, loc=3)\n",
    "plt.xlim(x.min(), x.max());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And then we re-build the model using the data without outliers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "success: True\n",
      "initial logp: 13685.011216565656\n",
      "final logp: 13715.969115575539\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "success: True\n",
      "initial logp: 13715.969115575539\n",
      "final logp: 13715.989746752199\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "success: False\n",
      "initial logp: 13715.989746752202\n",
      "final logp: 13716.210146609616\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x700 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 615,
       "width": 881
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, map_soln = build_model(mask, map_soln0)\n",
    "plot_light_curve(map_soln, mask);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have the model, we can sample it using a :class:`exoplanet.PyMC3Sampler`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 0/808 [00:00<?, ?draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 11/808 [00:00<00:07, 109.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 17/808 [00:00<00:09, 80.66draws/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 21/808 [00:02<02:00,  6.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 24/808 [00:03<03:44,  3.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 26/808 [00:04<02:57,  4.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 28/808 [00:05<05:29,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 30/808 [00:06<04:09,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 32/808 [00:07<06:19,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 33/808 [00:07<04:58,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 36/808 [00:09<05:45,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 37/808 [00:09<04:33,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 40/808 [00:11<05:27,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 41/808 [00:11<04:19,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 44/808 [00:13<05:17,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 45/808 [00:13<04:10,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 48/808 [00:15<05:11,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 49/808 [00:15<04:04,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 52/808 [00:17<05:05,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 53/808 [00:17<04:00,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 56/808 [00:19<05:02,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 57/808 [00:19<03:56,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 60/808 [00:21<04:59,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 61/808 [00:21<03:54,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 64/808 [00:23<04:56,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 65/808 [00:23<03:51,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 67/808 [00:23<02:53,  4.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 69/808 [00:25<05:20,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 71/808 [00:25<03:55,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 73/808 [00:27<06:06,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 76/808 [00:28<06:25,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 77/808 [00:28<05:01,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 80/808 [00:30<05:37,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 81/808 [00:30<04:31,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 84/808 [00:32<05:15,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 85/808 [00:32<04:20,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 88/808 [00:33<03:46,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 89/808 [00:34<06:31,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 90/808 [00:34<05:26,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 92/808 [00:35<04:40,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 93/808 [00:35<03:38,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 94/808 [00:36<06:20,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 95/808 [00:36<05:18,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 96/808 [00:37<05:28,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 97/808 [00:37<04:14,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 98/808 [00:38<06:39,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 99/808 [00:38<05:35,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 100/808 [00:39<05:38,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▎        | 101/808 [00:39<04:22,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 102/808 [00:40<06:39,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 103/808 [00:40<05:37,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 104/808 [00:41<05:40,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 105/808 [00:41<04:24,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 106/808 [00:42<06:35,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 107/808 [00:42<05:37,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 108/808 [00:42<05:39,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 109/808 [00:43<04:26,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 110/808 [00:44<06:29,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 111/808 [00:44<05:36,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 112/808 [00:44<05:39,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 113/808 [00:44<04:25,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 114/808 [00:45<06:06,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 116/808 [00:46<04:57,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 117/808 [00:46<05:11,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 119/808 [00:47<05:22,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 121/808 [00:48<05:17,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 123/808 [00:49<05:26,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 125/808 [00:50<05:18,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 127/808 [00:51<05:27,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 129/808 [00:52<05:18,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 131/808 [00:53<05:27,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 133/808 [00:54<05:17,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 135/808 [00:55<05:25,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 137/808 [00:55<04:43,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 138/808 [00:56<04:31,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 139/808 [00:56<04:31,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 140/808 [00:57<05:03,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 141/808 [00:57<05:25,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 142/808 [00:58<05:00,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 143/808 [00:58<04:52,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 144/808 [00:59<05:14,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 145/808 [00:59<05:34,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 146/808 [01:00<05:07,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 147/808 [01:00<04:57,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 148/808 [01:01<05:13,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 149/808 [01:01<05:34,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 150/808 [01:02<05:07,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 151/808 [01:02<04:58,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 152/808 [01:03<05:10,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 153/808 [01:03<05:33,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 154/808 [01:03<05:07,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 155/808 [01:04<05:00,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 156/808 [01:04<05:07,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 157/808 [01:05<04:46,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 158/808 [01:05<04:08,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 159/808 [01:05<04:06,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 160/808 [01:06<04:24,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 161/808 [01:07<05:49,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 162/808 [01:07<04:47,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 163/808 [01:07<04:33,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 164/808 [01:08<04:47,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 165/808 [01:09<05:59,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 166/808 [01:09<04:54,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 167/808 [01:09<04:36,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 168/808 [01:10<04:51,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 169/808 [01:11<05:59,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 170/808 [01:11<04:56,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 171/808 [01:11<04:34,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 172/808 [01:12<04:50,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 173/808 [01:12<05:53,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 174/808 [01:13<04:55,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 175/808 [01:13<04:33,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 176/808 [01:14<04:49,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 177/808 [01:14<05:48,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 178/808 [01:15<04:53,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 179/808 [01:15<04:32,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 180/808 [01:15<04:49,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 181/808 [01:16<05:43,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 182/808 [01:17<04:51,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 183/808 [01:17<04:30,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 184/808 [01:17<04:48,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 185/808 [01:18<05:39,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 186/808 [01:18<04:50,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 187/808 [01:19<04:29,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 188/808 [01:19<04:31,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 190/808 [01:20<04:24,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 191/808 [01:20<03:59,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 192/808 [01:21<05:16,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 193/808 [01:21<04:00,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 194/808 [01:22<04:54,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 195/808 [01:22<04:24,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 196/808 [01:23<05:27,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 198/808 [01:23<04:00,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 199/808 [01:24<05:50,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 200/808 [01:24<04:25,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 201/808 [01:25<05:04,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 203/808 [01:26<05:16,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 204/808 [01:26<04:02,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 205/808 [01:27<04:45,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 207/808 [01:28<05:02,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 208/808 [01:28<03:55,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 209/808 [01:29<04:35,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 211/808 [01:30<04:55,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 212/808 [01:30<03:52,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 213/808 [01:31<04:28,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 215/808 [01:32<04:51,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 216/808 [01:32<03:51,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 217/808 [01:32<03:09,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 218/808 [01:33<03:39,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 219/808 [01:34<05:13,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 220/808 [01:34<04:13,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 221/808 [01:34<03:50,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 222/808 [01:35<04:09,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 224/808 [01:35<04:14,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 225/808 [01:36<04:20,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 226/808 [01:36<04:33,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 228/808 [01:37<04:30,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 229/808 [01:38<04:28,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 230/808 [01:38<04:40,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 232/808 [01:39<04:35,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 233/808 [01:40<04:27,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 234/808 [01:40<04:42,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 236/808 [01:41<04:36,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 237/808 [01:42<04:24,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 238/808 [01:42<04:41,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 240/808 [01:43<04:36,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 241/808 [01:43<04:19,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 242/808 [01:44<04:38,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 244/808 [01:45<04:35,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 245/808 [01:45<04:14,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 246/808 [01:46<04:36,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 248/808 [01:47<04:33,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 249/808 [01:47<04:10,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 250/808 [01:48<03:41,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 251/808 [01:48<03:27,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 253/808 [01:49<04:13,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 254/808 [01:49<03:46,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 255/808 [01:50<03:28,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 257/808 [01:51<04:12,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 258/808 [01:51<03:48,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 259/808 [01:52<03:27,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 261/808 [01:53<04:10,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 262/808 [01:53<03:40,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 264/808 [01:54<03:01,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 265/808 [01:55<05:35,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 266/808 [01:55<04:40,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 268/808 [01:56<03:44,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 269/808 [01:57<06:00,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 270/808 [01:57<05:00,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 272/808 [01:57<03:57,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 273/808 [01:59<06:05,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 274/808 [01:59<05:05,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 276/808 [01:59<04:01,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 277/808 [02:01<06:04,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 278/808 [02:01<05:06,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 280/808 [02:01<04:01,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 281/808 [02:02<06:01,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 282/808 [02:03<05:06,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 283/808 [02:03<03:50,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 284/808 [02:03<03:19,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 285/808 [02:04<05:28,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 286/808 [02:05<04:44,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 287/808 [02:05<03:37,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 288/808 [02:05<03:08,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 289/808 [02:06<05:17,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 290/808 [02:07<04:39,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 291/808 [02:07<03:31,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 293/808 [02:07<02:45,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 294/808 [02:09<05:56,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 296/808 [02:09<04:19,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 297/808 [02:09<03:32,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 298/808 [02:10<06:27,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 300/808 [02:11<04:41,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 301/808 [02:11<03:46,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 302/808 [02:12<06:35,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 304/808 [02:12<04:47,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 305/808 [02:13<03:48,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 306/808 [02:14<06:35,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 308/808 [02:14<04:48,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 309/808 [02:15<03:47,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 310/808 [02:16<06:32,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 312/808 [02:16<04:47,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 313/808 [02:16<03:43,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 314/808 [02:18<06:27,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 316/808 [02:18<04:45,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 317/808 [02:18<03:40,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 318/808 [02:20<06:23,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 320/808 [02:20<04:42,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 321/808 [02:20<03:36,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 322/808 [02:22<06:18,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 324/808 [02:22<04:40,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 325/808 [02:22<03:33,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 326/808 [02:24<06:13,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 328/808 [02:24<04:37,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 329/808 [02:24<03:30,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 330/808 [02:26<06:09,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 332/808 [02:26<04:35,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 333/808 [02:26<03:27,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 334/808 [02:27<04:06,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 335/808 [02:28<04:50,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 337/808 [02:28<03:41,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 338/808 [02:29<04:27,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 339/808 [02:29<05:04,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 341/808 [02:30<03:52,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 342/808 [02:31<04:31,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 343/808 [02:31<05:02,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 346/808 [02:32<04:20,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 347/808 [02:33<04:56,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 350/808 [02:34<04:15,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 351/808 [02:35<04:52,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 354/808 [02:36<04:04,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 355/808 [02:36<03:13,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 356/808 [02:37<04:08,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 358/808 [02:38<03:53,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 359/808 [02:38<03:06,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 360/808 [02:39<04:02,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 362/808 [02:40<03:40,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 363/808 [02:40<02:50,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 364/808 [02:40<02:21,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 365/808 [02:41<03:39,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 366/808 [02:42<04:06,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 367/808 [02:42<03:08,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 368/808 [02:42<02:34,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 369/808 [02:43<03:48,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 370/808 [02:44<04:09,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 371/808 [02:44<03:11,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 372/808 [02:44<02:36,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 373/808 [02:45<03:50,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 374/808 [02:45<04:06,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 375/808 [02:46<03:11,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 376/808 [02:46<02:35,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 377/808 [02:47<03:50,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 378/808 [02:47<04:03,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 379/808 [02:47<03:09,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 380/808 [02:48<02:34,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 381/808 [02:49<03:50,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 382/808 [02:49<03:59,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 383/808 [02:49<03:07,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 384/808 [02:50<02:33,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 385/808 [02:51<03:50,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 386/808 [02:51<03:55,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 387/808 [02:51<03:05,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 388/808 [02:51<02:32,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 389/808 [02:52<03:49,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 390/808 [02:53<03:51,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 391/808 [02:53<03:02,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 392/808 [02:53<02:31,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 393/808 [02:54<03:49,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 394/808 [02:55<03:47,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 395/808 [02:55<03:01,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 396/808 [02:55<02:30,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 397/808 [02:56<03:48,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 398/808 [02:57<03:43,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 399/808 [02:57<03:00,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 400/808 [02:57<02:28,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 401/808 [02:58<03:47,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 402/808 [02:59<03:39,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 403/808 [02:59<02:58,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 404/808 [02:59<02:27,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 405/808 [03:00<03:47,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 406/808 [03:01<03:36,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 407/808 [03:01<02:56,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 408/808 [03:01<02:25,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 409/808 [03:02<03:46,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 410/808 [03:03<03:32,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 411/808 [03:03<02:53,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 412/808 [03:03<02:24,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 413/808 [03:04<03:45,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 414/808 [03:04<03:29,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 415/808 [03:05<02:51,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 416/808 [03:05<02:23,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 417/808 [03:06<03:44,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 418/808 [03:06<02:55,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 419/808 [03:07<02:57,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 420/808 [03:07<02:30,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 421/808 [03:08<03:48,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 422/808 [03:08<02:54,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 423/808 [03:08<02:56,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 424/808 [03:09<02:30,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 425/808 [03:10<03:48,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 426/808 [03:10<02:52,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 427/808 [03:10<02:54,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 428/808 [03:11<02:29,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 429/808 [03:12<03:49,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 431/808 [03:12<03:11,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 432/808 [03:12<02:42,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 433/808 [03:14<03:58,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 435/808 [03:14<03:15,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 436/808 [03:14<02:45,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 437/808 [03:15<04:01,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 439/808 [03:16<03:16,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 440/808 [03:16<02:46,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 441/808 [03:17<04:02,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 443/808 [03:18<03:15,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 444/808 [03:18<02:46,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 445/808 [03:19<04:00,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 447/808 [03:20<03:13,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 448/808 [03:20<02:45,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 449/808 [03:21<03:56,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 451/808 [03:22<03:11,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 452/808 [03:22<02:45,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 453/808 [03:23<03:53,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 455/808 [03:24<03:08,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 456/808 [03:24<02:43,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 457/808 [03:25<03:50,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 459/808 [03:26<03:06,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 460/808 [03:26<02:42,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 461/808 [03:27<03:47,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 463/808 [03:27<03:03,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 464/808 [03:28<02:41,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 465/808 [03:29<03:44,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 466/808 [03:29<02:47,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 467/808 [03:29<02:36,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 468/808 [03:30<02:23,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 469/808 [03:31<03:28,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 470/808 [03:31<02:38,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 471/808 [03:31<02:28,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 472/808 [03:32<02:17,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 473/808 [03:32<02:48,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 474/808 [03:33<02:31,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 475/808 [03:33<02:00,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 476/808 [03:33<01:59,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 477/808 [03:34<03:08,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 478/808 [03:35<02:44,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 479/808 [03:35<02:12,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 480/808 [03:35<02:05,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 481/808 [03:36<03:11,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 482/808 [03:36<02:45,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 483/808 [03:37<02:14,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 484/808 [03:37<02:04,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 485/808 [03:38<03:11,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 486/808 [03:38<02:43,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 487/808 [03:39<02:15,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 488/808 [03:39<02:02,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 489/808 [03:40<03:09,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 490/808 [03:40<02:40,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 491/808 [03:40<02:15,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 492/808 [03:41<02:00,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 493/808 [03:42<03:07,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 494/808 [03:42<02:38,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 495/808 [03:42<02:15,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 496/808 [03:43<01:58,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 497/808 [03:44<03:04,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 498/808 [03:44<02:35,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 499/808 [03:44<02:14,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 500/808 [03:45<01:56,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 501/808 [03:46<03:02,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 502/808 [03:46<02:32,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 503/808 [03:46<02:14,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 504/808 [03:46<01:54,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▎   | 505/808 [03:48<02:59,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 506/808 [03:48<02:29,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 507/808 [03:48<02:14,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 508/808 [03:48<01:51,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 509/808 [03:49<02:57,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 510/808 [03:50<02:26,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 511/808 [03:50<02:13,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 512/808 [03:50<01:49,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 513/808 [03:51<02:55,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 514/808 [03:52<02:23,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 515/808 [03:52<02:13,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 516/808 [03:52<01:47,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 517/808 [03:53<02:53,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 518/808 [03:53<02:20,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 519/808 [03:54<02:13,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 520/808 [03:54<01:45,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 521/808 [03:55<02:51,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 522/808 [03:55<02:16,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 523/808 [03:56<02:12,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 524/808 [03:56<01:44,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 525/808 [03:57<02:48,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 526/808 [03:57<02:13,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 527/808 [03:58<02:12,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 528/808 [03:58<01:42,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 529/808 [03:59<02:46,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 530/808 [03:59<02:10,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 531/808 [04:00<02:11,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 532/808 [04:00<01:41,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 533/808 [04:01<02:43,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 534/808 [04:01<02:07,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 535/808 [04:02<02:11,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 537/808 [04:03<02:21,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 538/808 [04:03<01:50,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 539/808 [04:03<02:00,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 541/808 [04:05<02:12,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 542/808 [04:05<01:43,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 543/808 [04:05<01:56,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 545/808 [04:07<02:08,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 546/808 [04:07<01:39,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 547/808 [04:07<01:55,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 549/808 [04:09<02:06,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 550/808 [04:09<01:37,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 551/808 [04:09<01:54,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 553/808 [04:10<02:05,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 554/808 [04:11<01:34,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 555/808 [04:11<01:54,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 557/808 [04:12<01:51,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 558/808 [04:12<01:41,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 560/808 [04:13<01:37,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 561/808 [04:14<02:12,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 562/808 [04:14<01:54,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 564/808 [04:15<01:46,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 565/808 [04:16<02:18,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 566/808 [04:16<01:50,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 567/808 [04:16<01:28,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 568/808 [04:17<01:50,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 569/808 [04:18<02:20,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 570/808 [04:18<01:51,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 571/808 [04:18<01:27,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 572/808 [04:19<01:50,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 573/808 [04:20<02:19,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 574/808 [04:20<01:50,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 575/808 [04:20<01:25,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 576/808 [04:21<01:48,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 577/808 [04:22<02:18,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 578/808 [04:22<01:48,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 579/808 [04:22<01:23,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 580/808 [04:23<01:47,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 581/808 [04:24<02:16,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 582/808 [04:24<01:46,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 583/808 [04:24<01:21,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 584/808 [04:25<01:45,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 585/808 [04:25<02:15,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 586/808 [04:26<01:44,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 588/808 [04:26<01:39,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 589/808 [04:27<02:11,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 590/808 [04:28<01:40,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 592/808 [04:28<01:36,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 593/808 [04:29<02:08,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 594/808 [04:29<01:38,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 596/808 [04:30<01:34,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 597/808 [04:31<02:07,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 598/808 [04:31<01:35,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 600/808 [04:32<01:32,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 601/808 [04:33<02:04,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 602/808 [04:33<01:33,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 604/808 [04:34<01:29,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 605/808 [04:35<01:58,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 607/808 [04:35<01:27,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 609/808 [04:37<01:52,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 611/808 [04:37<01:22,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 613/808 [04:39<01:48,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 615/808 [04:39<01:19,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 617/808 [04:41<01:45,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 619/808 [04:41<01:17,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 621/808 [04:43<01:42,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 622/808 [04:43<01:17,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 625/808 [04:45<01:26,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 626/808 [04:45<01:07,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 629/808 [04:46<01:17,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 630/808 [04:47<01:00,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 633/808 [04:48<01:12,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 634/808 [04:48<00:57,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 637/808 [04:50<01:10,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 638/808 [04:50<00:54,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 641/808 [04:51<00:53,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 642/808 [04:52<01:18,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 643/808 [04:52<00:59,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 645/808 [04:53<01:05,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 646/808 [04:54<01:25,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 648/808 [04:54<01:03,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 649/808 [04:55<01:26,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 650/808 [04:56<01:39,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 652/808 [04:56<01:13,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 653/808 [04:57<01:32,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 654/808 [04:58<01:41,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 656/808 [04:58<01:15,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 657/808 [04:59<01:31,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 658/808 [05:00<01:40,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 660/808 [05:00<01:14,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 661/808 [05:01<01:29,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 662/808 [05:02<01:37,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 664/808 [05:02<01:13,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 665/808 [05:03<01:26,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 666/808 [05:04<01:35,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 668/808 [05:04<01:11,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 669/808 [05:05<01:23,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 670/808 [05:05<01:31,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 672/808 [05:06<01:09,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 673/808 [05:07<01:21,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 674/808 [05:07<01:28,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 676/808 [05:08<01:06,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 677/808 [05:08<01:18,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 678/808 [05:09<01:24,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 680/808 [05:10<01:04,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 681/808 [05:10<01:15,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 682/808 [05:11<01:21,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 684/808 [05:11<01:02,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 685/808 [05:12<01:12,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 686/808 [05:13<01:18,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 688/808 [05:13<01:00,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 689/808 [05:14<01:09,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 690/808 [05:15<01:15,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 692/808 [05:15<00:58,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 693/808 [05:16<01:07,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 694/808 [05:17<01:11,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 696/808 [05:17<00:56,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 697/808 [05:18<01:04,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 698/808 [05:19<01:08,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 700/808 [05:19<00:54,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 701/808 [05:20<01:01,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 702/808 [05:21<01:05,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 704/808 [05:21<00:51,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 705/808 [05:22<00:59,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 706/808 [05:23<01:02,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 708/808 [05:23<00:49,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 709/808 [05:24<00:56,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 710/808 [05:24<00:59,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 712/808 [05:25<00:47,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 713/808 [05:26<00:53,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 714/808 [05:26<00:56,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 716/808 [05:27<00:45,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 717/808 [05:28<00:51,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 718/808 [05:28<00:45,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 719/808 [05:28<00:40,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 720/808 [05:29<00:40,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 721/808 [05:29<00:46,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 722/808 [05:30<00:41,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 723/808 [05:30<00:37,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 724/808 [05:31<00:38,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 725/808 [05:31<00:44,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 726/808 [05:32<00:38,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 727/808 [05:32<00:35,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 728/808 [05:33<00:36,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 729/808 [05:33<00:41,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 730/808 [05:34<00:36,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 731/808 [05:34<00:34,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 732/808 [05:34<00:35,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 733/808 [05:35<00:39,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 734/808 [05:35<00:34,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 735/808 [05:36<00:32,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 736/808 [05:36<00:33,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 737/808 [05:37<00:37,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 738/808 [05:37<00:32,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 739/808 [05:38<00:30,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 740/808 [05:38<00:31,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 741/808 [05:39<00:35,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 742/808 [05:39<00:30,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 743/808 [05:40<00:28,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 744/808 [05:40<00:29,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 745/808 [05:41<00:33,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 746/808 [05:41<00:28,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 747/808 [05:42<00:27,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 748/808 [05:42<00:27,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 749/808 [05:43<00:31,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 750/808 [05:43<00:26,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 751/808 [05:43<00:25,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 752/808 [05:44<00:25,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 753/808 [05:44<00:24,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 754/808 [05:45<00:22,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 755/808 [05:45<00:25,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 756/808 [05:46<00:25,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 757/808 [05:46<00:23,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 758/808 [05:47<00:21,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 759/808 [05:47<00:24,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 760/808 [05:48<00:24,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 761/808 [05:48<00:21,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 762/808 [05:49<00:19,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 763/808 [05:49<00:22,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 764/808 [05:50<00:22,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 765/808 [05:50<00:19,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 766/808 [05:50<00:18,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 767/808 [05:51<00:20,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 768/808 [05:52<00:20,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 769/808 [05:52<00:17,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 770/808 [05:52<00:16,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 771/808 [05:53<00:18,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 772/808 [05:54<00:18,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 773/808 [05:54<00:15,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 775/808 [05:55<00:15,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 776/808 [05:56<00:16,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 777/808 [05:56<00:13,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 779/808 [05:57<00:13,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 780/808 [05:57<00:14,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 781/808 [05:58<00:11,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 783/808 [05:59<00:11,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 784/808 [05:59<00:12,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 785/808 [06:00<00:09,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 786/808 [06:00<00:07,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 787/808 [06:01<00:10,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 788/808 [06:01<00:11,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 789/808 [06:01<00:08,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 790/808 [06:02<00:06,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 791/808 [06:03<00:08,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 792/808 [06:03<00:09,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 793/808 [06:03<00:06,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 794/808 [06:03<00:04,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 795/808 [06:04<00:06,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 796/808 [06:05<00:06,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 797/808 [06:05<00:04,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 798/808 [06:05<00:03,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 799/808 [06:06<00:04,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 800/808 [06:07<00:04,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 801/808 [06:13<00:15,  2.14s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 802/808 [06:13<00:09,  1.56s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 803/808 [06:14<00:06,  1.38s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 804/808 [06:15<00:04,  1.18s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 805/808 [06:20<00:07,  2.54s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 806/808 [06:21<00:03,  1.86s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 807/808 [06:22<00:01,  1.59s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|██████████| 808/808 [06:22<00:00,  1.32s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 0/408 [00:00<?, ?draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 10/408 [00:00<00:04, 96.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 18/408 [00:00<00:05, 75.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 22/408 [00:02<00:59,  6.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 25/408 [00:03<01:49,  3.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 27/408 [00:04<02:12,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 29/408 [00:05<02:25,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 31/408 [00:06<02:37,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 32/408 [00:07<03:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 33/408 [00:07<02:34,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 34/408 [00:07<02:07,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 35/408 [00:08<03:00,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 36/408 [00:09<03:33,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 37/408 [00:09<02:44,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 38/408 [00:09<02:14,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 39/408 [00:10<03:05,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 40/408 [00:11<03:35,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 41/408 [00:11<02:44,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 42/408 [00:11<02:15,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 43/408 [00:12<02:18,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 44/408 [00:13<03:48,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 45/408 [00:13<02:51,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 46/408 [00:13<02:21,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 47/408 [00:13<02:03,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 48/408 [00:14<01:45,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 49/408 [00:14<02:06,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 50/408 [00:15<03:17,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▎        | 51/408 [00:15<02:42,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 52/408 [00:16<02:12,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 53/408 [00:16<02:23,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 54/408 [00:17<03:29,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 55/408 [00:17<02:50,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 56/408 [00:17<02:17,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 57/408 [00:18<02:25,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 58/408 [00:19<03:30,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 59/408 [00:19<02:51,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 60/408 [00:19<02:17,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 61/408 [00:20<02:23,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 62/408 [00:21<03:29,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 63/408 [00:21<02:50,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 64/408 [00:21<02:16,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 65/408 [00:22<02:21,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 66/408 [00:22<02:40,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 67/408 [00:23<02:38,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 68/408 [00:23<02:14,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 69/408 [00:24<02:36,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 70/408 [00:24<02:50,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 71/408 [00:25<02:44,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 72/408 [00:25<02:19,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 73/408 [00:25<02:16,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 74/408 [00:26<01:56,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 75/408 [00:26<02:23,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 76/408 [00:27<02:48,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 77/408 [00:27<02:36,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 78/408 [00:27<02:09,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 79/408 [00:28<02:32,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 80/408 [00:29<02:53,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 81/408 [00:29<02:39,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 82/408 [00:29<02:10,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 83/408 [00:30<02:33,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 84/408 [00:30<01:57,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 85/408 [00:31<02:18,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 86/408 [00:31<02:14,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 87/408 [00:32<02:54,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 89/408 [00:33<02:33,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 90/408 [00:33<02:24,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 91/408 [00:34<03:01,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 93/408 [00:34<02:25,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 94/408 [00:35<02:25,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 95/408 [00:35<02:00,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 96/408 [00:36<02:48,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 97/408 [00:36<02:29,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 98/408 [00:37<02:27,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 100/408 [00:37<01:51,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 101/408 [00:38<03:12,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 102/408 [00:39<02:57,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 104/408 [00:39<02:12,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 105/408 [00:40<03:24,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 106/408 [00:40<03:06,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 108/408 [00:41<02:18,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 109/408 [00:42<03:26,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 110/408 [00:42<02:56,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 111/408 [00:42<02:14,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 113/408 [00:44<02:36,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 114/408 [00:44<02:20,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 115/408 [00:44<01:49,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 117/408 [00:44<01:25,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 118/408 [00:46<02:45,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 119/408 [00:46<02:26,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 120/408 [00:46<01:52,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 121/408 [00:46<01:36,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 122/408 [00:47<01:58,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 123/408 [00:48<02:16,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 124/408 [00:48<02:15,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 125/408 [00:48<01:53,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 126/408 [00:49<02:08,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 127/408 [00:50<02:22,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 128/408 [00:50<02:18,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 129/408 [00:50<01:56,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 130/408 [00:51<01:52,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 131/408 [00:51<01:35,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 132/408 [00:51<01:58,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 133/408 [00:52<02:00,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 134/408 [00:52<01:44,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 135/408 [00:53<01:43,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 136/408 [00:53<02:19,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 137/408 [00:54<02:14,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 138/408 [00:54<01:55,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 139/408 [00:54<01:49,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 140/408 [00:55<02:23,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 141/408 [00:56<02:14,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 142/408 [00:56<01:56,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 143/408 [00:56<01:50,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 144/408 [00:56<01:29,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 145/408 [00:57<01:13,  3.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 146/408 [00:57<01:32,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 147/408 [00:58<02:00,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 148/408 [00:58<02:04,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 149/408 [00:59<01:37,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 151/408 [00:59<01:28,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 152/408 [01:00<01:56,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 153/408 [01:00<02:00,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 154/408 [01:00<01:35,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 156/408 [01:02<01:53,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 157/408 [01:02<01:57,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 158/408 [01:02<01:34,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 160/408 [01:04<01:51,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 161/408 [01:04<01:54,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 162/408 [01:04<01:28,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 165/408 [01:05<01:17,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 166/408 [01:06<01:40,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 167/408 [01:06<01:53,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 169/408 [01:07<01:42,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 170/408 [01:07<01:57,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 171/408 [01:08<02:04,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 173/408 [01:09<01:50,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 174/408 [01:09<02:01,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 175/408 [01:10<02:06,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 177/408 [01:11<01:51,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 178/408 [01:11<02:01,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 179/408 [01:12<02:01,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 180/408 [01:12<01:34,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 181/408 [01:12<01:46,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 182/408 [01:13<01:56,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 183/408 [01:14<01:56,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 184/408 [01:14<01:32,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 185/408 [01:14<01:43,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 186/408 [01:15<01:54,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 187/408 [01:15<01:29,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 188/408 [01:15<01:10,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 189/408 [01:16<01:05,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 190/408 [01:16<00:57,  3.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 191/408 [01:17<02:07,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 192/408 [01:17<01:37,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 193/408 [01:17<01:23,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 194/408 [01:18<01:10,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 195/408 [01:18<01:25,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 196/408 [01:19<01:49,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 197/408 [01:19<01:24,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 198/408 [01:19<01:13,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 199/408 [01:20<01:16,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 200/408 [01:20<01:15,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 201/408 [01:21<01:41,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 202/408 [01:21<01:18,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 203/408 [01:21<01:12,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 204/408 [01:22<01:11,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 205/408 [01:22<01:12,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 206/408 [01:22<00:58,  3.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 207/408 [01:23<01:14,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 208/408 [01:23<01:22,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 209/408 [01:24<01:17,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 210/408 [01:24<01:23,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 211/408 [01:25<01:31,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 212/408 [01:25<01:33,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 213/408 [01:25<01:24,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 214/408 [01:26<01:28,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 215/408 [01:27<01:34,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 217/408 [01:27<01:19,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 218/408 [01:28<01:43,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 219/408 [01:28<01:43,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 221/408 [01:29<01:26,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 222/408 [01:30<01:46,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 223/408 [01:30<01:45,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 225/408 [01:31<01:26,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 226/408 [01:32<01:46,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 227/408 [01:32<01:43,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 229/408 [01:33<01:25,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 230/408 [01:34<01:44,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 231/408 [01:34<01:41,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 233/408 [01:35<01:24,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 234/408 [01:35<01:18,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 235/408 [01:36<01:18,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 236/408 [01:36<01:21,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 238/408 [01:37<01:09,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 239/408 [01:37<01:10,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 240/408 [01:37<01:11,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 241/408 [01:38<01:15,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 242/408 [01:38<01:17,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 243/408 [01:39<01:15,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 244/408 [01:39<01:15,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 245/408 [01:40<01:17,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 246/408 [01:40<01:17,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 247/408 [01:41<01:15,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 248/408 [01:41<01:03,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 249/408 [01:41<00:55,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 250/408 [01:42<01:25,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 251/408 [01:43<01:20,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 252/408 [01:43<01:05,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 254/408 [01:43<00:51,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 256/408 [01:43<00:38,  3.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 257/408 [01:45<01:35,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 259/408 [01:45<01:12,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 261/408 [01:47<01:25,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 263/408 [01:47<01:06,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 265/408 [01:49<01:19,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 267/408 [01:49<01:01,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 269/408 [01:50<00:54,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 270/408 [01:51<01:18,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 271/408 [01:51<01:09,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 273/408 [01:51<00:59,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 274/408 [01:52<01:19,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 275/408 [01:53<01:10,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 277/408 [01:53<00:52,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 278/408 [01:53<00:41,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 279/408 [01:53<00:37,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 280/408 [01:55<01:17,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 281/408 [01:55<01:01,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 282/408 [01:55<00:48,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 283/408 [01:55<00:41,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 284/408 [01:57<01:18,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 285/408 [01:57<01:02,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 286/408 [01:57<00:48,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 287/408 [01:57<00:41,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 288/408 [01:57<00:32,  3.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 289/408 [01:59<01:13,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 290/408 [01:59<00:56,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 291/408 [01:59<00:47,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 293/408 [01:59<00:35,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 294/408 [02:01<01:10,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 295/408 [02:01<00:54,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 296/408 [02:01<00:49,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 298/408 [02:03<00:56,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 299/408 [02:03<00:45,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 300/408 [02:03<00:42,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 302/408 [02:04<00:51,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 303/408 [02:05<00:41,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 304/408 [02:05<00:39,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 306/408 [02:06<00:47,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 308/408 [02:06<00:34,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 309/408 [02:07<00:39,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 310/408 [02:08<01:03,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 312/408 [02:08<00:45,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 313/408 [02:09<00:47,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 314/408 [02:09<00:37,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 315/408 [02:10<00:56,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 317/408 [02:10<00:41,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 318/408 [02:11<00:41,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 319/408 [02:11<00:32,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 320/408 [02:12<00:54,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 322/408 [02:13<00:44,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 323/408 [02:13<00:34,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 324/408 [02:14<00:54,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 326/408 [02:15<00:43,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 327/408 [02:15<00:33,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 328/408 [02:16<00:50,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 329/408 [02:16<00:38,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 330/408 [02:16<00:38,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 331/408 [02:17<00:29,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 332/408 [02:18<00:45,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 333/408 [02:18<00:34,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 335/408 [02:19<00:30,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 336/408 [02:20<00:45,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 337/408 [02:20<00:33,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 339/408 [02:20<00:29,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 340/408 [02:22<00:43,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 341/408 [02:22<00:32,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 343/408 [02:22<00:28,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 344/408 [02:23<00:41,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 345/408 [02:24<00:30,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 347/408 [02:24<00:22,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 348/408 [02:24<00:23,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 349/408 [02:25<00:26,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 350/408 [02:25<00:27,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 352/408 [02:26<00:25,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 353/408 [02:27<00:27,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 354/408 [02:27<00:27,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 356/408 [02:28<00:21,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 357/408 [02:29<00:29,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 358/408 [02:29<00:28,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 360/408 [02:30<00:21,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 361/408 [02:31<00:28,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 362/408 [02:31<00:26,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 364/408 [02:32<00:20,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 365/408 [02:32<00:26,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 366/408 [02:33<00:19,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 367/408 [02:33<00:18,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 368/408 [02:33<00:17,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 369/408 [02:34<00:23,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 370/408 [02:35<00:17,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 371/408 [02:35<00:16,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 372/408 [02:35<00:15,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 373/408 [02:36<00:20,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 374/408 [02:36<00:15,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 375/408 [02:37<00:14,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 376/408 [02:37<00:13,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 377/408 [02:38<00:13,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 378/408 [02:38<00:13,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 379/408 [02:38<00:10,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 380/408 [02:39<00:09,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 381/408 [02:39<00:07,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 382/408 [02:40<00:11,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 383/408 [02:40<00:12,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 384/408 [02:41<00:10,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 385/408 [02:41<00:07,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 386/408 [02:42<00:11,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 387/408 [02:42<00:11,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 388/408 [02:42<00:09,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 389/408 [02:43<00:06,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 390/408 [02:43<00:09,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 391/408 [02:44<00:09,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 392/408 [02:44<00:07,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 394/408 [02:45<00:06,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 395/408 [02:46<00:06,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 396/408 [02:46<00:05,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 398/408 [02:47<00:03,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 399/408 [02:48<00:05,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 400/408 [02:48<00:04,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 402/408 [02:48<00:02,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 403/408 [02:50<00:03,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 404/408 [02:50<00:02,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 405/408 [02:56<00:06,  2.15s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 407/408 [02:56<00:01,  1.54s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|██████████| 408/408 [02:58<00:00,  1.52s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 0/808 [00:00<?, ?draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 8/808 [00:00<00:10, 73.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 11/808 [00:02<02:42,  4.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 13/808 [00:02<02:11,  6.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 15/808 [00:04<05:06,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 17/808 [00:04<03:56,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 19/808 [00:05<06:12,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 21/808 [00:06<04:45,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 22/808 [00:07<09:59,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 24/808 [00:08<07:14,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 25/808 [00:08<05:36,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 26/808 [00:09<10:24,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 28/808 [00:09<07:34,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 29/808 [00:10<05:51,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 30/808 [00:11<10:26,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 32/808 [00:11<07:37,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 33/808 [00:12<05:55,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 34/808 [00:13<10:19,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 36/808 [00:13<07:35,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 37/808 [00:14<05:54,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 38/808 [00:15<10:11,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 40/808 [00:15<07:32,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 41/808 [00:15<05:52,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 42/808 [00:17<10:00,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 44/808 [00:17<07:27,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 45/808 [00:17<05:51,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 46/808 [00:19<09:50,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 48/808 [00:19<07:22,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 49/808 [00:19<05:47,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 50/808 [00:21<09:42,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 52/808 [00:21<07:19,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 53/808 [00:21<05:44,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 55/808 [00:23<06:48,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 56/808 [00:23<05:50,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 57/808 [00:23<04:44,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 59/808 [00:25<06:01,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 60/808 [00:25<05:23,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 61/808 [00:25<04:22,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 63/808 [00:27<05:44,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 64/808 [00:27<05:16,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 65/808 [00:27<04:12,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 67/808 [00:29<05:36,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 68/808 [00:29<05:15,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 69/808 [00:29<04:09,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 71/808 [00:30<05:31,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 72/808 [00:31<05:17,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 73/808 [00:31<04:07,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 75/808 [00:32<04:05,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 76/808 [00:32<05:39,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 77/808 [00:33<05:26,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 78/808 [00:33<04:27,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 79/808 [00:34<05:13,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 80/808 [00:34<06:22,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 81/808 [00:35<06:01,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 82/808 [00:35<04:52,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 84/808 [00:35<04:26,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 85/808 [00:36<03:58,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 86/808 [00:36<04:34,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 87/808 [00:37<05:30,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 89/808 [00:37<04:48,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 90/808 [00:38<04:16,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 91/808 [00:38<03:37,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 92/808 [00:38<03:37,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 93/808 [00:39<06:50,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 94/808 [00:40<05:39,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 95/808 [00:40<04:37,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 96/808 [00:40<04:12,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 97/808 [00:41<06:18,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 98/808 [00:41<05:26,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 100/808 [00:42<04:12,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▎        | 101/808 [00:42<04:32,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 102/808 [00:43<07:37,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 104/808 [00:43<05:42,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 105/808 [00:44<05:30,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 106/808 [00:45<08:22,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 108/808 [00:45<06:12,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 109/808 [00:46<05:49,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 110/808 [00:47<08:39,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 112/808 [00:47<06:26,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 113/808 [00:48<05:46,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 114/808 [00:49<08:42,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 116/808 [00:49<06:33,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 118/808 [00:51<07:27,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 120/808 [00:51<05:43,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 122/808 [00:52<04:36,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 124/808 [00:53<05:24,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 126/808 [00:53<04:22,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 127/808 [00:54<04:14,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 128/808 [00:55<07:12,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 130/808 [00:55<05:43,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 131/808 [00:56<04:53,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 132/808 [00:57<07:41,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 135/808 [00:57<05:52,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 136/808 [00:58<05:24,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 137/808 [00:58<05:07,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 138/808 [00:59<05:57,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 140/808 [01:00<05:29,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 141/808 [01:00<04:25,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 142/808 [01:00<03:53,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 144/808 [01:01<04:00,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 145/808 [01:02<05:14,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 146/808 [01:02<05:06,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 148/808 [01:03<04:54,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 149/808 [01:03<05:35,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 150/808 [01:04<05:26,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 152/808 [01:04<04:24,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 153/808 [01:04<03:29,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 154/808 [01:05<05:32,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 155/808 [01:06<05:33,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 156/808 [01:06<05:08,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 158/808 [01:07<05:13,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 159/808 [01:08<04:58,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 160/808 [01:08<03:56,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 161/808 [01:08<03:08,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 162/808 [01:08<03:07,  3.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 163/808 [01:09<05:15,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 164/808 [01:10<05:04,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 165/808 [01:10<04:23,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 166/808 [01:10<03:31,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 167/808 [01:10<03:04,  3.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 168/808 [01:12<06:26,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 169/808 [01:12<05:20,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 170/808 [01:12<04:09,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 172/808 [01:12<03:18,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 173/808 [01:13<03:19,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 174/808 [01:13<03:41,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 175/808 [01:14<05:07,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 176/808 [01:14<04:46,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 177/808 [01:14<04:22,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 178/808 [01:15<04:03,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 179/808 [01:15<03:14,  3.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 180/808 [01:15<02:53,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 182/808 [01:17<04:31,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 183/808 [01:17<03:35,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 184/808 [01:17<03:05,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 187/808 [01:19<03:48,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 188/808 [01:19<03:42,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 191/808 [01:20<03:08,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 192/808 [01:21<05:25,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 193/808 [01:21<04:47,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 195/808 [01:21<04:12,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 196/808 [01:22<04:53,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 197/808 [01:22<04:38,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 198/808 [01:23<04:27,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 199/808 [01:23<04:38,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 200/808 [01:24<04:40,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 202/808 [01:24<03:30,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 203/808 [01:25<06:24,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 204/808 [01:26<05:53,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 206/808 [01:26<04:19,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 207/808 [01:26<03:44,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 208/808 [01:27<04:21,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 209/808 [01:27<04:34,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 210/808 [01:28<04:49,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 211/808 [01:28<04:10,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 212/808 [01:29<04:47,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 213/808 [01:29<04:50,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 214/808 [01:30<04:57,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 215/808 [01:30<04:12,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 216/808 [01:31<04:53,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 217/808 [01:31<04:55,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 218/808 [01:32<04:57,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 219/808 [01:32<04:07,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 220/808 [01:33<04:55,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 221/808 [01:33<04:56,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 222/808 [01:34<04:57,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 223/808 [01:34<04:01,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 224/808 [01:35<04:57,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 225/808 [01:35<05:01,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 226/808 [01:36<04:50,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 227/808 [01:36<03:54,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 228/808 [01:37<05:01,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 229/808 [01:37<05:03,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 230/808 [01:37<03:53,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 231/808 [01:37<03:33,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 232/808 [01:38<02:59,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 233/808 [01:38<03:03,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 234/808 [01:39<04:37,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 235/808 [01:39<03:59,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 237/808 [01:40<03:25,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 238/808 [01:41<05:49,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 239/808 [01:41<04:51,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 240/808 [01:41<03:41,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 242/808 [01:41<03:03,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 243/808 [01:43<05:32,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 244/808 [01:43<04:40,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 245/808 [01:43<03:35,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 246/808 [01:43<03:23,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 247/808 [01:45<05:43,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 248/808 [01:45<04:52,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 249/808 [01:45<03:43,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 251/808 [01:45<03:00,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 252/808 [01:46<03:26,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 253/808 [01:47<05:17,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 254/808 [01:47<04:05,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 255/808 [01:47<03:34,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 256/808 [01:48<03:49,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 257/808 [01:49<05:33,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 258/808 [01:49<04:22,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 259/808 [01:49<03:39,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 261/808 [01:50<03:39,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 262/808 [01:51<05:02,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 263/808 [01:51<04:02,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 265/808 [01:52<03:57,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 266/808 [01:53<05:04,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 268/808 [01:53<03:50,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 270/808 [01:53<02:55,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 271/808 [01:55<06:09,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 273/808 [01:55<04:34,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 274/808 [01:55<03:41,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 276/808 [01:55<02:46,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 277/808 [01:57<06:06,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 278/808 [01:57<04:48,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 279/808 [01:57<03:39,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 281/808 [01:59<04:39,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 282/808 [01:59<03:48,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 283/808 [01:59<03:03,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 285/808 [02:01<04:09,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 286/808 [02:01<03:28,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 287/808 [02:01<02:55,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 289/808 [02:02<02:59,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 291/808 [02:03<03:22,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 292/808 [02:03<02:58,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 294/808 [02:04<02:58,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 295/808 [02:04<02:55,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 296/808 [02:05<03:43,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 297/808 [02:05<03:15,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 298/808 [02:06<04:02,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 299/808 [02:06<03:35,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 300/808 [02:07<04:12,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 301/808 [02:07<03:38,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 302/808 [02:08<04:06,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 304/808 [02:08<03:17,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 305/808 [02:08<03:50,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 306/808 [02:09<03:38,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 307/808 [02:09<03:42,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 309/808 [02:10<03:09,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 310/808 [02:11<04:45,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 311/808 [02:11<04:21,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 312/808 [02:11<03:21,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 313/808 [02:12<03:12,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 314/808 [02:13<04:49,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 315/808 [02:13<04:02,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 316/808 [02:13<03:08,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 317/808 [02:13<02:33,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 318/808 [02:15<05:13,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 319/808 [02:15<04:13,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 320/808 [02:15<03:15,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 321/808 [02:15<02:41,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 322/808 [02:16<03:11,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 323/808 [02:17<04:20,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 324/808 [02:17<03:51,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 325/808 [02:17<03:08,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 326/808 [02:17<02:29,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 327/808 [02:18<02:40,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 328/808 [02:19<04:01,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 329/808 [02:19<03:35,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 330/808 [02:19<03:17,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 331/808 [02:20<03:04,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 333/808 [02:20<02:30,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 334/808 [02:20<02:10,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 335/808 [02:21<04:11,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 337/808 [02:22<03:18,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 338/808 [02:22<03:25,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 339/808 [02:22<02:46,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 340/808 [02:23<04:10,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 341/808 [02:23<03:39,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 342/808 [02:24<03:43,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 343/808 [02:24<02:58,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 345/808 [02:25<03:09,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 346/808 [02:25<02:55,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 347/808 [02:26<02:39,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 348/808 [02:26<02:28,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 349/808 [02:26<02:25,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 350/808 [02:27<03:26,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 351/808 [02:27<03:07,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 352/808 [02:28<02:51,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 353/808 [02:28<03:17,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 354/808 [02:29<03:58,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 356/808 [02:29<03:29,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 358/808 [02:30<03:00,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 359/808 [02:31<03:48,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 361/808 [02:31<03:24,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 362/808 [02:32<03:29,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 363/808 [02:33<04:04,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 364/808 [02:33<03:05,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 365/808 [02:33<03:31,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 367/808 [02:35<03:46,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 368/808 [02:35<02:53,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 369/808 [02:35<03:24,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 371/808 [02:36<02:36,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 372/808 [02:37<03:54,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 373/808 [02:37<04:01,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 374/808 [02:37<03:11,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 375/808 [02:37<02:31,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 377/808 [02:39<03:28,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 378/808 [02:39<02:53,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 379/808 [02:39<02:21,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 381/808 [02:40<01:49,  3.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 382/808 [02:41<03:59,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 383/808 [02:41<03:30,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 384/808 [02:41<02:40,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 385/808 [02:41<02:17,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 386/808 [02:43<04:17,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 387/808 [02:43<03:20,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 388/808 [02:43<02:44,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 389/808 [02:43<02:13,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 390/808 [02:44<03:22,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 391/808 [02:45<03:30,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 392/808 [02:45<02:46,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 394/808 [02:45<02:09,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 395/808 [02:45<02:13,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 396/808 [02:46<02:50,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 397/808 [02:47<03:29,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 399/808 [02:47<02:34,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 400/808 [02:48<03:10,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 401/808 [02:48<03:01,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 402/808 [02:49<03:32,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 403/808 [02:49<02:51,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 404/808 [02:49<03:04,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 406/808 [02:50<03:06,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 408/808 [02:51<02:24,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 409/808 [02:51<02:08,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 411/808 [02:51<02:02,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 412/808 [02:52<01:46,  3.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 413/808 [02:52<02:42,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 414/808 [02:53<02:19,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 415/808 [02:53<02:14,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 416/808 [02:53<02:30,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 417/808 [02:54<03:32,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 418/808 [02:54<02:53,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 419/808 [02:55<02:40,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 420/808 [02:55<02:47,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 421/808 [02:56<02:45,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 422/808 [02:56<03:16,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 423/808 [02:57<02:57,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 424/808 [02:57<02:59,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 425/808 [02:58<02:51,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 426/808 [02:58<03:18,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 427/808 [02:59<03:00,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 428/808 [02:59<03:07,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 429/808 [03:00<02:48,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 430/808 [03:00<03:15,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 431/808 [03:01<02:57,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 433/808 [03:01<02:37,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 434/808 [03:01<02:18,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 435/808 [03:03<03:35,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 437/808 [03:03<03:06,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 438/808 [03:03<02:31,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 439/808 [03:04<03:44,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 441/808 [03:05<03:04,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 442/808 [03:05<02:32,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 443/808 [03:05<01:58,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 444/808 [03:05<01:37,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 445/808 [03:06<02:52,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 446/808 [03:07<02:55,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 448/808 [03:07<02:18,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 449/808 [03:07<02:05,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 450/808 [03:09<03:55,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 452/808 [03:09<02:58,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 453/808 [03:09<02:34,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 454/808 [03:10<03:03,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 455/808 [03:11<03:20,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 457/808 [03:11<02:31,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 458/808 [03:12<03:31,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 459/808 [03:12<03:11,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 460/808 [03:13<02:43,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 462/808 [03:13<02:04,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 463/808 [03:13<02:15,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 464/808 [03:14<02:05,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 465/808 [03:15<03:21,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 467/808 [03:15<02:46,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 468/808 [03:16<02:29,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 470/808 [03:17<02:39,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 472/808 [03:18<02:31,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 475/808 [03:18<02:02,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 476/808 [03:19<02:25,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 477/808 [03:20<03:06,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 479/808 [03:20<02:33,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 480/808 [03:21<02:46,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 481/808 [03:21<03:19,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 482/808 [03:22<02:32,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 483/808 [03:22<02:20,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 484/808 [03:23<02:33,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 485/808 [03:23<03:10,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 486/808 [03:23<02:22,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 487/808 [03:24<01:49,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 488/808 [03:24<01:45,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 489/808 [03:25<02:52,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 490/808 [03:25<02:24,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 491/808 [03:25<02:01,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 492/808 [03:26<01:38,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 493/808 [03:26<01:35,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 494/808 [03:26<01:17,  4.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 495/808 [03:26<01:16,  4.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 497/808 [03:27<01:36,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 498/808 [03:27<01:26,  3.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 499/808 [03:28<02:14,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 500/808 [03:28<01:44,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 501/808 [03:29<02:27,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 502/808 [03:29<02:00,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 503/808 [03:30<02:39,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 504/808 [03:30<02:04,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▎   | 505/808 [03:31<02:34,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 506/808 [03:31<02:06,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 507/808 [03:32<02:45,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 508/808 [03:32<02:09,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 509/808 [03:33<02:33,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 510/808 [03:33<02:05,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 511/808 [03:34<02:45,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 512/808 [03:34<02:12,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 513/808 [03:35<02:29,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 514/808 [03:35<02:01,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 515/808 [03:36<02:32,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 516/808 [03:36<01:57,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 517/808 [03:36<01:42,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 518/808 [03:37<02:19,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 519/808 [03:38<02:44,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 520/808 [03:38<02:07,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 521/808 [03:38<01:42,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 522/808 [03:38<01:23,  3.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 523/808 [03:38<01:24,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 524/808 [03:39<01:26,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 525/808 [03:40<02:13,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 527/808 [03:40<01:45,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 528/808 [03:40<01:51,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 529/808 [03:41<01:58,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 530/808 [03:42<02:19,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 532/808 [03:42<01:49,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 533/808 [03:42<01:46,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 534/808 [03:43<02:02,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 535/808 [03:43<02:20,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 536/808 [03:44<01:49,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 537/808 [03:44<01:58,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 538/808 [03:45<02:12,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 539/808 [03:45<02:22,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 541/808 [03:46<01:59,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 543/808 [03:46<01:29,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 544/808 [03:46<01:12,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 545/808 [03:47<01:30,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 546/808 [03:47<01:31,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 547/808 [03:47<01:26,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 548/808 [03:48<01:38,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 549/808 [03:48<01:22,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 550/808 [03:48<01:05,  3.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 551/808 [03:49<01:53,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 553/808 [03:50<01:49,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 555/808 [03:50<01:22,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 556/808 [03:51<02:11,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 558/808 [03:51<01:37,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 559/808 [03:52<01:57,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 560/808 [03:52<01:32,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 561/808 [03:52<01:39,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 562/808 [03:53<01:45,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 563/808 [03:53<01:24,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 564/808 [03:54<02:01,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 565/808 [03:54<01:57,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 566/808 [03:55<01:56,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 567/808 [03:55<01:31,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 568/808 [03:55<01:38,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 569/808 [03:56<01:37,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 571/808 [03:56<01:23,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 572/808 [03:56<01:15,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 573/808 [03:57<01:51,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 574/808 [03:58<01:47,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 577/808 [03:58<01:30,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 578/808 [04:00<02:31,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 581/808 [04:00<01:50,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 582/808 [04:00<01:35,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 583/808 [04:00<01:16,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 584/808 [04:01<01:09,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 585/808 [04:02<01:54,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 586/808 [04:02<01:41,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 587/808 [04:02<01:27,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 588/808 [04:03<01:28,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 589/808 [04:04<02:02,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 590/808 [04:04<01:33,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 591/808 [04:04<01:13,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 592/808 [04:04<01:13,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 593/808 [04:04<01:14,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 594/808 [04:05<00:58,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 595/808 [04:05<01:08,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 596/808 [04:06<01:45,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 597/808 [04:06<01:22,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 598/808 [04:07<01:30,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 599/808 [04:07<01:27,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 600/808 [04:08<01:55,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 601/808 [04:08<01:30,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 602/808 [04:09<01:38,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 603/808 [04:09<01:28,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 604/808 [04:09<01:17,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 605/808 [04:10<01:42,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 606/808 [04:10<01:19,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 607/808 [04:10<01:10,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 608/808 [04:11<01:18,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 609/808 [04:11<01:09,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 610/808 [04:12<01:37,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 611/808 [04:12<01:16,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 612/808 [04:12<01:10,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 614/808 [04:13<01:04,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 615/808 [04:13<00:52,  3.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 616/808 [04:14<01:24,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 617/808 [04:14<01:20,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 618/808 [04:14<01:03,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 619/808 [04:15<01:09,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 620/808 [04:15<00:55,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 621/808 [04:16<01:20,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 622/808 [04:16<01:34,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 623/808 [04:16<01:12,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 624/808 [04:17<01:04,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 625/808 [04:17<00:51,  3.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 626/808 [04:18<01:17,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 628/808 [04:18<01:17,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 629/808 [04:19<01:02,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 630/808 [04:19<01:09,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 631/808 [04:20<01:11,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 632/808 [04:20<01:37,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 633/808 [04:21<01:13,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 634/808 [04:21<01:15,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 635/808 [04:21<01:11,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 636/808 [04:22<00:55,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 637/808 [04:22<01:06,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 638/808 [04:22<01:06,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 640/808 [04:23<01:07,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 641/808 [04:23<00:54,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 643/808 [04:24<01:01,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 645/808 [04:25<01:02,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 646/808 [04:25<00:51,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 647/808 [04:26<01:24,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 649/808 [04:27<01:15,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 651/808 [04:27<00:57,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 652/808 [04:28<01:28,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 653/808 [04:29<01:31,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 655/808 [04:29<01:10,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 656/808 [04:30<00:56,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 657/808 [04:30<00:53,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 658/808 [04:30<00:45,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 660/808 [04:30<00:36,  4.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 662/808 [04:31<00:41,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 663/808 [04:32<01:04,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 664/808 [04:32<00:53,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 665/808 [04:32<00:43,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 666/808 [04:33<00:50,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 667/808 [04:33<00:46,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 668/808 [04:34<01:10,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 669/808 [04:34<00:54,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 671/808 [04:35<00:50,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 672/808 [04:35<00:45,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 673/808 [04:36<01:15,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 675/808 [04:36<01:03,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 676/808 [04:37<00:54,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 677/808 [04:38<01:22,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 680/808 [04:38<01:03,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 681/808 [04:39<00:53,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 682/808 [04:39<00:44,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 684/808 [04:40<00:58,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 686/808 [04:41<00:48,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 689/808 [04:41<00:40,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 690/808 [04:42<00:58,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 691/808 [04:43<00:58,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 693/808 [04:43<00:48,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 694/808 [04:43<00:37,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 695/808 [04:44<00:53,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 696/808 [04:45<00:57,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 697/808 [04:45<00:52,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 698/808 [04:45<00:41,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 699/808 [04:46<00:54,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 700/808 [04:47<00:53,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 701/808 [04:47<00:42,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 702/808 [04:47<00:40,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 703/808 [04:47<00:34,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 704/808 [04:47<00:28,  3.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 706/808 [04:49<00:35,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 707/808 [04:49<00:31,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 708/808 [04:49<00:30,  3.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 709/808 [04:50<00:35,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 710/808 [04:50<00:51,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 711/808 [04:51<00:43,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 712/808 [04:51<00:36,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 713/808 [04:51<00:33,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 714/808 [04:51<00:31,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 715/808 [04:52<00:45,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 716/808 [04:53<00:45,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 717/808 [04:53<00:40,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 718/808 [04:53<00:36,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 719/808 [04:54<00:45,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 720/808 [04:55<00:38,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 721/808 [04:55<00:32,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 722/808 [04:55<00:40,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 723/808 [04:56<00:46,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 724/808 [04:57<00:40,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 725/808 [04:57<00:32,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 726/808 [04:57<00:39,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 727/808 [04:58<00:44,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 728/808 [04:58<00:40,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 729/808 [04:59<00:30,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 730/808 [04:59<00:38,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 731/808 [05:00<00:42,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 732/808 [05:00<00:38,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 734/808 [05:01<00:30,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 735/808 [05:01<00:31,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 736/808 [05:02<00:36,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 737/808 [05:02<00:33,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 739/808 [05:03<00:32,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 740/808 [05:04<00:36,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 741/808 [05:04<00:32,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 743/808 [05:05<00:26,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 745/808 [05:06<00:28,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 746/808 [05:06<00:26,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 747/808 [05:07<00:26,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 749/808 [05:08<00:28,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 750/808 [05:08<00:24,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 752/808 [05:09<00:20,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 753/808 [05:09<00:25,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 754/808 [05:10<00:24,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 755/808 [05:10<00:22,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 756/808 [05:10<00:18,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 757/808 [05:11<00:16,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 758/808 [05:11<00:15,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 759/808 [05:11<00:13,  3.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 760/808 [05:12<00:22,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 761/808 [05:12<00:17,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 762/808 [05:12<00:14,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 763/808 [05:13<00:16,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 764/808 [05:13<00:18,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 765/808 [05:13<00:14,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 766/808 [05:14<00:17,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 767/808 [05:14<00:13,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 768/808 [05:15<00:15,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 769/808 [05:15<00:18,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 770/808 [05:16<00:19,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 771/808 [05:16<00:14,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 772/808 [05:17<00:15,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 773/808 [05:17<00:11,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 774/808 [05:17<00:10,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 775/808 [05:18<00:17,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 776/808 [05:18<00:16,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 778/808 [05:19<00:11,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 779/808 [05:19<00:13,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 780/808 [05:20<00:12,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 781/808 [05:20<00:14,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 783/808 [05:21<00:09,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 784/808 [05:22<00:13,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 786/808 [05:22<00:11,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 787/808 [05:22<00:08,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 788/808 [05:23<00:06,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 789/808 [05:23<00:09,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 791/808 [05:24<00:06,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 792/808 [05:24<00:06,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 793/808 [05:25<00:06,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 794/808 [05:26<00:08,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 795/808 [05:26<00:07,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 797/808 [05:27<00:05,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 798/808 [05:28<00:06,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 799/808 [05:29<00:06,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 801/808 [05:30<00:04,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 802/808 [05:30<00:03,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 803/808 [05:31<00:02,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 804/808 [05:33<00:04,  1.07s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 805/808 [05:34<00:03,  1.05s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 806/808 [05:36<00:02,  1.43s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 807/808 [05:38<00:01,  1.62s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|██████████| 808/808 [05:42<00:00,  2.22s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 0/1608 [00:00<?, ?draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 9/1608 [00:00<00:17, 89.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 16/1608 [00:01<01:22, 19.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 19/1608 [00:02<03:33,  7.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 21/1608 [00:03<06:36,  4.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 23/1608 [00:04<08:20,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 24/1608 [00:05<13:44,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 26/1608 [00:05<13:05,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 28/1608 [00:07<13:22,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 30/1608 [00:07<12:44,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 31/1608 [00:08<09:42,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 32/1608 [00:08<14:32,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 34/1608 [00:09<13:28,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 35/1608 [00:09<10:23,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 36/1608 [00:10<15:01,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 38/1608 [00:11<13:45,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 39/1608 [00:11<11:02,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 40/1608 [00:12<15:13,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 42/1608 [00:13<13:56,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 43/1608 [00:13<10:55,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 44/1608 [00:14<15:06,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 46/1608 [00:15<13:53,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 47/1608 [00:15<10:53,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 48/1608 [00:16<15:01,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 49/1608 [00:16<11:38,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 50/1608 [00:17<13:30,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 51/1608 [00:17<10:36,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 52/1608 [00:18<14:54,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 53/1608 [00:18<11:39,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 54/1608 [00:19<13:12,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 55/1608 [00:19<10:29,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 56/1608 [00:20<14:50,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 57/1608 [00:20<11:27,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 58/1608 [00:21<13:04,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 59/1608 [00:21<10:26,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 60/1608 [00:22<14:51,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 61/1608 [00:22<11:17,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 62/1608 [00:23<12:55,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 63/1608 [00:23<10:26,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 64/1608 [00:24<14:54,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 65/1608 [00:24<11:11,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 66/1608 [00:25<12:49,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 67/1608 [00:25<10:30,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 68/1608 [00:26<14:55,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 70/1608 [00:27<13:16,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 71/1608 [00:27<10:49,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 72/1608 [00:28<15:13,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 74/1608 [00:29<13:23,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 75/1608 [00:29<10:58,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 76/1608 [00:30<15:23,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 78/1608 [00:31<13:24,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 79/1608 [00:31<11:08,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 80/1608 [00:32<15:30,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 82/1608 [00:32<13:23,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 83/1608 [00:33<11:12,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 84/1608 [00:34<15:35,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 86/1608 [00:34<13:24,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 87/1608 [00:35<11:13,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 88/1608 [00:36<15:33,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 90/1608 [00:36<13:22,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 91/1608 [00:37<11:15,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 92/1608 [00:38<15:28,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 94/1608 [00:38<13:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 95/1608 [00:38<11:21,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 96/1608 [00:39<15:22,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 98/1608 [00:40<13:11,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 99/1608 [00:40<11:23,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 100/1608 [00:41<15:17,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 102/1608 [00:42<13:09,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 103/1608 [00:42<11:26,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 104/1608 [00:43<15:10,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 105/1608 [00:43<11:27,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 106/1608 [00:44<12:05,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 107/1608 [00:44<10:48,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 108/1608 [00:45<14:33,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 109/1608 [00:45<11:14,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 110/1608 [00:46<11:45,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 111/1608 [00:46<10:40,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 112/1608 [00:47<14:18,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 113/1608 [00:47<11:17,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 114/1608 [00:48<11:37,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 115/1608 [00:48<10:36,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 116/1608 [00:49<14:12,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 117/1608 [00:49<11:20,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 118/1608 [00:50<11:33,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 119/1608 [00:50<10:34,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 120/1608 [00:51<14:08,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 121/1608 [00:51<11:23,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 122/1608 [00:52<11:28,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 123/1608 [00:52<10:31,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 124/1608 [00:53<14:03,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 125/1608 [00:53<11:24,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 126/1608 [00:53<11:22,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 127/1608 [00:54<10:30,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 128/1608 [00:55<14:00,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 129/1608 [00:55<11:27,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 130/1608 [00:55<11:21,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 131/1608 [00:56<10:28,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 132/1608 [00:56<11:52,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 133/1608 [00:57<10:23,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 134/1608 [00:57<08:57,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 135/1608 [00:57<09:31,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 136/1608 [00:58<09:11,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 137/1608 [00:59<12:59,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 138/1608 [00:59<10:54,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 139/1608 [00:59<10:48,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 140/1608 [01:00<10:07,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 141/1608 [01:00<13:35,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 143/1608 [01:01<10:26,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 144/1608 [01:01<10:27,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 145/1608 [01:02<09:55,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 146/1608 [01:02<11:22,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 147/1608 [01:02<09:54,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 149/1608 [01:03<07:53,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 150/1608 [01:03<11:17,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 151/1608 [01:04<12:10,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 152/1608 [01:04<10:29,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 153/1608 [01:05<09:23,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 154/1608 [01:05<12:26,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 155/1608 [01:06<12:47,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 156/1608 [01:06<10:50,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 157/1608 [01:06<09:43,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 158/1608 [01:07<11:34,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 159/1608 [01:07<09:30,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 160/1608 [01:08<10:16,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 161/1608 [01:08<09:05,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 162/1608 [01:08<08:49,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 163/1608 [01:09<10:38,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 164/1608 [01:09<09:08,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 165/1608 [01:10<09:41,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 166/1608 [01:10<08:46,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 167/1608 [01:10<08:54,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 168/1608 [01:11<10:25,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 169/1608 [01:11<08:56,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 170/1608 [01:12<09:23,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 171/1608 [01:12<08:43,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 172/1608 [01:12<07:50,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 173/1608 [01:12<06:39,  3.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 174/1608 [01:13<08:38,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 175/1608 [01:13<07:49,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 176/1608 [01:13<07:07,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 177/1608 [01:14<06:15,  3.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 178/1608 [01:14<06:31,  3.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 179/1608 [01:14<06:24,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 180/1608 [01:14<05:56,  4.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 182/1608 [01:15<06:54,  3.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 183/1608 [01:15<06:17,  3.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 184/1608 [01:16<05:37,  4.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 185/1608 [01:16<08:09,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 186/1608 [01:16<07:15,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 187/1608 [01:16<06:06,  3.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 188/1608 [01:17<08:35,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 189/1608 [01:17<07:25,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 191/1608 [01:18<07:53,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 192/1608 [01:18<07:06,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 193/1608 [01:18<05:48,  4.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 194/1608 [01:19<08:27,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 195/1608 [01:19<07:16,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 196/1608 [01:20<10:30,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 197/1608 [01:20<08:41,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 199/1608 [01:20<06:40,  3.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 200/1608 [01:20<05:30,  4.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▎        | 201/1608 [01:21<07:12,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 202/1608 [01:21<07:05,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 203/1608 [01:21<06:16,  3.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 204/1608 [01:22<07:45,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 205/1608 [01:22<06:45,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 206/1608 [01:22<05:29,  4.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 208/1608 [01:22<04:28,  5.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 209/1608 [01:23<06:29,  3.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 210/1608 [01:23<05:51,  3.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 211/1608 [01:23<04:54,  4.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 212/1608 [01:24<07:59,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 213/1608 [01:24<06:54,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 214/1608 [01:24<05:40,  4.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 216/1608 [01:25<06:13,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 217/1608 [01:25<06:33,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 219/1608 [01:26<07:27,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 220/1608 [01:26<06:13,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 222/1608 [01:27<06:32,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 223/1608 [01:27<07:22,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 224/1608 [01:28<10:15,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 225/1608 [01:28<08:13,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 227/1608 [01:29<07:36,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 229/1608 [01:29<06:13,  3.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 230/1608 [01:29<05:27,  4.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 231/1608 [01:29<07:25,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 232/1608 [01:30<07:03,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 233/1608 [01:30<06:05,  3.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 234/1608 [01:30<07:49,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 235/1608 [01:31<06:13,  3.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 236/1608 [01:31<05:26,  4.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 237/1608 [01:31<05:00,  4.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 239/1608 [01:32<06:10,  3.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 240/1608 [01:32<05:36,  4.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 242/1608 [01:32<05:33,  4.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 243/1608 [01:32<04:49,  4.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 244/1608 [01:33<05:44,  3.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 246/1608 [01:34<06:36,  3.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 247/1608 [01:34<06:04,  3.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 248/1608 [01:34<08:16,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 249/1608 [01:35<08:15,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 250/1608 [01:35<11:02,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 251/1608 [01:36<09:02,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 252/1608 [01:36<10:19,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 253/1608 [01:37<09:37,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 254/1608 [01:37<10:53,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 255/1608 [01:37<09:06,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 256/1608 [01:38<07:21,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 257/1608 [01:39<11:23,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 258/1608 [01:39<12:15,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 259/1608 [01:39<10:21,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 261/1608 [01:40<07:35,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 262/1608 [01:40<08:15,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 263/1608 [01:40<06:53,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 264/1608 [01:41<10:09,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 265/1608 [01:41<08:12,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 266/1608 [01:41<07:46,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 268/1608 [01:42<07:03,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 269/1608 [01:42<08:37,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 270/1608 [01:43<08:45,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 271/1608 [01:43<07:19,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 272/1608 [01:43<07:08,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 275/1608 [01:44<06:28,  3.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 276/1608 [01:44<07:14,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 277/1608 [01:45<08:48,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 278/1608 [01:45<07:58,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 280/1608 [01:46<08:45,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 281/1608 [01:46<07:19,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 282/1608 [01:47<08:40,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 283/1608 [01:47<07:46,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 284/1608 [01:48<11:37,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 285/1608 [01:48<09:42,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 286/1608 [01:49<10:07,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 287/1608 [01:49<08:38,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 288/1608 [01:50<12:11,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 289/1608 [01:50<10:27,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 290/1608 [01:51<10:22,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 291/1608 [01:51<08:41,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 292/1608 [01:52<12:23,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 293/1608 [01:52<10:49,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 294/1608 [01:53<10:20,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 295/1608 [01:53<08:31,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 296/1608 [01:53<08:26,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 297/1608 [01:54<09:55,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 298/1608 [01:55<11:46,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 299/1608 [01:55<09:23,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 300/1608 [01:55<09:19,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 301/1608 [01:56<10:14,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 302/1608 [01:56<09:45,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 303/1608 [01:57<09:07,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 304/1608 [01:57<07:27,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 305/1608 [01:57<08:06,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 306/1608 [01:58<09:12,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 307/1608 [01:58<09:09,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 308/1608 [01:58<08:41,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 309/1608 [01:59<06:54,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 311/1608 [01:59<06:23,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 312/1608 [01:59<06:44,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 313/1608 [02:00<05:35,  3.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 315/1608 [02:00<06:34,  3.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 316/1608 [02:01<05:24,  3.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 318/1608 [02:01<06:28,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 319/1608 [02:01<05:27,  3.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 321/1608 [02:02<04:54,  4.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 322/1608 [02:02<07:12,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 324/1608 [02:03<06:14,  3.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 325/1608 [02:03<07:26,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 326/1608 [02:03<06:10,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 328/1608 [02:04<06:55,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 330/1608 [02:04<05:18,  4.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 331/1608 [02:05<08:53,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 332/1608 [02:05<07:09,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 334/1608 [02:06<07:35,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 336/1608 [02:06<05:50,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 337/1608 [02:07<07:08,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 338/1608 [02:07<06:59,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 339/1608 [02:07<05:44,  3.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 340/1608 [02:08<07:19,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 341/1608 [02:08<07:03,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 343/1608 [02:08<05:29,  3.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 344/1608 [02:09<06:56,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 345/1608 [02:09<06:41,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 346/1608 [02:09<05:26,  3.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 348/1608 [02:10<06:40,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 349/1608 [02:11<10:21,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 351/1608 [02:11<07:56,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 352/1608 [02:12<08:39,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 353/1608 [02:12<07:46,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 354/1608 [02:13<09:51,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 355/1608 [02:13<08:30,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 357/1608 [02:14<08:49,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 358/1608 [02:15<11:10,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 359/1608 [02:15<09:19,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 361/1608 [02:16<09:10,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 362/1608 [02:16<07:07,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 363/1608 [02:17<09:34,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 364/1608 [02:17<08:01,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 366/1608 [02:18<08:12,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 367/1608 [02:18<06:28,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 368/1608 [02:19<09:16,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 369/1608 [02:19<07:42,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 371/1608 [02:19<07:45,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 373/1608 [02:20<08:22,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 374/1608 [02:21<06:59,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 376/1608 [02:21<07:28,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 377/1608 [02:22<10:48,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 379/1608 [02:23<08:03,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 381/1608 [02:23<08:16,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 382/1608 [02:24<11:20,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 383/1608 [02:24<08:49,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 384/1608 [02:25<07:00,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 385/1608 [02:25<09:05,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 387/1608 [02:26<09:18,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 388/1608 [02:26<07:14,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 389/1608 [02:27<06:22,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 390/1608 [02:27<08:18,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 392/1608 [02:28<08:44,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 393/1608 [02:28<06:44,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 394/1608 [02:29<06:21,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 395/1608 [02:29<08:01,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 396/1608 [02:29<06:14,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 397/1608 [02:30<06:39,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 398/1608 [02:30<08:04,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 399/1608 [02:30<07:21,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 400/1608 [02:31<05:49,  3.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 401/1608 [02:31<07:25,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 403/1608 [02:31<06:03,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 404/1608 [02:32<04:55,  4.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 405/1608 [02:33<12:37,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 407/1608 [02:33<09:39,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 408/1608 [02:33<07:28,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 409/1608 [02:34<08:32,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 410/1608 [02:35<08:49,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 411/1608 [02:35<09:00,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 412/1608 [02:35<07:04,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 413/1608 [02:35<05:54,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 414/1608 [02:35<04:52,  4.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 415/1608 [02:36<06:41,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 416/1608 [02:37<11:11,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 417/1608 [02:37<08:41,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 418/1608 [02:37<06:52,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 419/1608 [02:38<08:19,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 420/1608 [02:39<12:06,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 421/1608 [02:39<09:13,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 422/1608 [02:39<07:18,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 423/1608 [02:40<07:48,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 424/1608 [02:40<06:14,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 425/1608 [02:41<10:03,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 426/1608 [02:41<08:20,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 427/1608 [02:41<06:46,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 428/1608 [02:42<07:33,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 430/1608 [02:42<06:44,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 431/1608 [02:43<07:59,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 432/1608 [02:43<06:55,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 433/1608 [02:43<05:54,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 434/1608 [02:44<07:05,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 436/1608 [02:44<06:18,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 437/1608 [02:45<07:37,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 438/1608 [02:45<06:37,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 439/1608 [02:45<05:46,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 440/1608 [02:46<07:08,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 442/1608 [02:46<06:15,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 443/1608 [02:47<07:29,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 444/1608 [02:47<06:27,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 445/1608 [02:47<08:53,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 447/1608 [02:48<07:27,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 448/1608 [02:48<08:16,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 449/1608 [02:49<07:00,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 450/1608 [02:49<09:16,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 452/1608 [02:50<07:44,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 453/1608 [02:50<08:28,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 454/1608 [02:51<07:16,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 455/1608 [02:51<09:21,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 456/1608 [02:51<07:09,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 457/1608 [02:52<06:48,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 458/1608 [02:52<07:51,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 459/1608 [02:53<06:45,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 460/1608 [02:53<08:58,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 461/1608 [02:53<07:05,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 463/1608 [02:54<05:46,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 464/1608 [02:54<07:03,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 465/1608 [02:55<10:23,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 466/1608 [02:55<08:16,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 468/1608 [02:56<06:34,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 469/1608 [02:56<08:55,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 470/1608 [02:57<10:13,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 471/1608 [02:57<08:12,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 472/1608 [02:58<07:21,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 473/1608 [02:58<09:20,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 474/1608 [02:59<07:48,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 475/1608 [02:59<08:06,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 476/1608 [02:59<06:44,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 477/1608 [03:00<06:27,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 478/1608 [03:00<07:04,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 479/1608 [03:00<06:29,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 480/1608 [03:00<05:53,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 481/1608 [03:01<07:37,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 482/1608 [03:01<07:14,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 483/1608 [03:02<07:29,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 484/1608 [03:02<06:50,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 485/1608 [03:02<06:08,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 486/1608 [03:03<06:42,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 487/1608 [03:03<05:55,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 488/1608 [03:04<09:34,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 490/1608 [03:04<07:35,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 491/1608 [03:05<07:33,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 492/1608 [03:05<06:36,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 493/1608 [03:06<10:00,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 495/1608 [03:06<07:54,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 496/1608 [03:07<07:37,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 497/1608 [03:07<06:48,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 498/1608 [03:08<10:11,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 500/1608 [03:08<07:58,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 501/1608 [03:09<07:33,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 502/1608 [03:09<06:58,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 503/1608 [03:09<06:33,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 504/1608 [03:10<08:13,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 506/1608 [03:10<07:30,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 507/1608 [03:11<08:40,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 508/1608 [03:12<09:40,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 510/1608 [03:12<07:35,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 511/1608 [03:12<07:06,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 512/1608 [03:14<12:00,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 514/1608 [03:14<09:14,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 515/1608 [03:14<08:10,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 516/1608 [03:16<12:44,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 518/1608 [03:16<09:46,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 519/1608 [03:16<08:28,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 520/1608 [03:17<11:09,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 521/1608 [03:17<09:38,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 523/1608 [03:18<07:36,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 524/1608 [03:18<06:56,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 525/1608 [03:19<10:03,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 526/1608 [03:19<08:59,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 528/1608 [03:20<06:36,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 529/1608 [03:20<05:34,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 530/1608 [03:20<07:30,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 531/1608 [03:21<10:27,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 533/1608 [03:21<07:37,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 534/1608 [03:22<06:15,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 535/1608 [03:22<08:00,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 537/1608 [03:23<08:17,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 538/1608 [03:23<06:20,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 539/1608 [03:24<05:12,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 540/1608 [03:24<07:14,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 542/1608 [03:25<07:35,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 543/1608 [03:25<06:10,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 544/1608 [03:26<05:07,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 545/1608 [03:26<07:30,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 546/1608 [03:27<09:55,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 547/1608 [03:27<07:49,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 548/1608 [03:27<06:17,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 549/1608 [03:28<07:44,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 551/1608 [03:29<07:54,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 552/1608 [03:29<06:05,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 553/1608 [03:29<04:48,  3.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 554/1608 [03:29<04:09,  4.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 555/1608 [03:30<06:04,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 556/1608 [03:30<04:48,  3.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 557/1608 [03:30<04:43,  3.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 558/1608 [03:31<06:57,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 559/1608 [03:31<05:32,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 560/1608 [03:31<04:37,  3.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 562/1608 [03:32<05:45,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 563/1608 [03:33<07:31,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 564/1608 [03:33<06:03,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 565/1608 [03:33<05:00,  3.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 566/1608 [03:34<08:32,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 568/1608 [03:35<07:38,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 569/1608 [03:35<06:10,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 570/1608 [03:36<10:07,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 572/1608 [03:37<08:43,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 573/1608 [03:37<07:07,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 574/1608 [03:38<10:39,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 576/1608 [03:39<09:02,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 577/1608 [03:39<07:22,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 578/1608 [03:39<05:54,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 579/1608 [03:40<08:18,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 580/1608 [03:40<06:32,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 582/1608 [03:41<06:08,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 583/1608 [03:41<05:22,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 584/1608 [03:41<04:35,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 585/1608 [03:42<05:43,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 586/1608 [03:42<05:34,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 587/1608 [03:42<04:33,  3.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 588/1608 [03:42<04:58,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 589/1608 [03:42<04:28,  3.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 591/1608 [03:43<05:03,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 592/1608 [03:43<04:41,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 593/1608 [03:44<05:13,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 594/1608 [03:44<05:24,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 595/1608 [03:44<05:09,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 596/1608 [03:45<07:03,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 597/1608 [03:45<06:21,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 598/1608 [03:46<06:09,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 599/1608 [03:46<06:00,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 600/1608 [03:46<05:34,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 601/1608 [03:47<07:21,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 602/1608 [03:47<06:28,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 604/1608 [03:48<05:03,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 605/1608 [03:48<04:25,  3.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 606/1608 [03:48<05:56,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 607/1608 [03:49<05:11,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 608/1608 [03:49<07:23,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 609/1608 [03:49<05:43,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 611/1608 [03:50<04:43,  3.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 612/1608 [03:50<06:03,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 613/1608 [03:50<05:13,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 614/1608 [03:51<07:25,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 615/1608 [03:51<06:06,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 616/1608 [03:52<05:19,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 617/1608 [03:52<06:29,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 618/1608 [03:52<05:30,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 619/1608 [03:53<05:15,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 620/1608 [03:53<06:02,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 621/1608 [03:53<05:12,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 623/1608 [03:53<04:07,  3.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 625/1608 [03:54<05:14,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 626/1608 [03:55<07:21,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 628/1608 [03:55<05:38,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 630/1608 [03:56<06:16,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 632/1608 [03:57<06:13,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 633/1608 [03:57<04:53,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 635/1608 [03:58<05:56,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 636/1608 [03:58<04:41,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 637/1608 [03:59<06:25,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 638/1608 [03:59<05:06,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 640/1608 [04:00<06:03,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 641/1608 [04:00<04:49,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 642/1608 [04:01<06:25,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 643/1608 [04:01<05:11,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 645/1608 [04:02<06:05,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 646/1608 [04:02<04:48,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 647/1608 [04:03<06:19,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 648/1608 [04:03<05:12,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 650/1608 [04:04<06:10,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 652/1608 [04:05<05:56,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 653/1608 [04:05<05:02,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 655/1608 [04:06<06:14,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 656/1608 [04:07<07:02,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 657/1608 [04:07<05:58,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 658/1608 [04:07<04:43,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 659/1608 [04:08<08:10,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 660/1608 [04:08<08:14,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 661/1608 [04:09<06:56,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 662/1608 [04:09<05:26,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 663/1608 [04:10<08:22,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 665/1608 [04:10<07:10,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 666/1608 [04:11<06:17,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 667/1608 [04:11<05:04,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 668/1608 [04:12<08:15,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 669/1608 [04:12<08:01,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 670/1608 [04:13<07:01,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 671/1608 [04:13<05:40,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 672/1608 [04:14<08:32,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 673/1608 [04:14<08:16,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 674/1608 [04:15<07:11,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 675/1608 [04:15<05:46,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 677/1608 [04:16<06:16,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 678/1608 [04:16<06:44,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 679/1608 [04:16<06:05,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 680/1608 [04:17<05:05,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 682/1608 [04:18<05:46,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 684/1608 [04:18<05:11,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 685/1608 [04:18<04:57,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 686/1608 [04:19<04:15,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 687/1608 [04:20<07:23,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 689/1608 [04:20<06:20,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 690/1608 [04:20<05:46,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 691/1608 [04:20<04:44,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 692/1608 [04:21<06:03,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 693/1608 [04:21<06:08,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 694/1608 [04:22<06:34,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 696/1608 [04:22<05:12,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 697/1608 [04:23<06:57,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 698/1608 [04:23<06:45,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 700/1608 [04:24<05:56,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 702/1608 [04:24<04:47,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 703/1608 [04:24<04:14,  3.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 704/1608 [04:25<05:07,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 705/1608 [04:25<05:31,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 707/1608 [04:26<05:07,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 708/1608 [04:26<04:50,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 709/1608 [04:26<04:08,  3.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 710/1608 [04:27<05:23,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 711/1608 [04:27<05:18,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 713/1608 [04:28<05:02,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 714/1608 [04:29<07:58,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 715/1608 [04:29<06:59,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 717/1608 [04:30<06:07,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 719/1608 [04:30<04:30,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 720/1608 [04:30<04:29,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 721/1608 [04:31<05:35,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 722/1608 [04:31<05:43,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 723/1608 [04:32<06:26,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 724/1608 [04:32<04:59,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 726/1608 [04:32<04:09,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 728/1608 [04:33<04:07,  3.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 729/1608 [04:33<04:45,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 730/1608 [04:34<05:47,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 731/1608 [04:34<04:34,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 733/1608 [04:34<03:52,  3.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 735/1608 [04:35<03:54,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 736/1608 [04:35<04:53,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 737/1608 [04:36<05:32,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 739/1608 [04:36<04:16,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 740/1608 [04:36<03:58,  3.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 741/1608 [04:37<05:11,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 742/1608 [04:38<07:59,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 744/1608 [04:38<05:56,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 745/1608 [04:38<05:03,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 746/1608 [04:39<06:05,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 747/1608 [04:39<08:24,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 749/1608 [04:40<06:13,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 750/1608 [04:40<05:23,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 751/1608 [04:40<06:07,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 752/1608 [04:41<08:42,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 754/1608 [04:42<06:52,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 755/1608 [04:42<07:03,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 756/1608 [04:43<05:32,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 757/1608 [04:43<07:37,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 759/1608 [04:44<06:10,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 760/1608 [04:44<06:26,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 761/1608 [04:44<05:12,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 762/1608 [04:45<04:12,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 763/1608 [04:45<03:38,  3.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 764/1608 [04:45<04:55,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 765/1608 [04:46<07:52,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 766/1608 [04:47<06:05,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 767/1608 [04:47<05:06,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 768/1608 [04:47<05:55,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 770/1608 [04:48<04:40,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 771/1608 [04:48<04:02,  3.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 772/1608 [04:48<03:15,  4.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 773/1608 [04:49<05:56,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 775/1608 [04:49<05:19,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 776/1608 [04:49<04:44,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 777/1608 [04:50<06:07,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 778/1608 [04:51<06:26,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 779/1608 [04:51<06:21,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 781/1608 [04:52<05:15,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 782/1608 [04:52<06:03,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 783/1608 [04:53<06:15,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 784/1608 [04:53<07:05,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 785/1608 [04:54<05:58,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 786/1608 [04:54<06:23,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 787/1608 [04:55<06:27,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 788/1608 [04:55<07:24,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 789/1608 [04:56<08:08,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 790/1608 [04:56<07:36,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 792/1608 [04:57<06:48,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 793/1608 [04:58<07:08,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 794/1608 [04:58<05:30,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 795/1608 [04:58<05:46,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 796/1608 [04:59<05:30,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 797/1608 [05:00<08:13,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 798/1608 [05:00<07:36,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 800/1608 [05:01<06:05,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 801/1608 [05:02<08:08,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 802/1608 [05:02<06:08,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 803/1608 [05:02<06:06,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 804/1608 [05:03<05:53,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 805/1608 [05:04<08:33,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 806/1608 [05:04<07:36,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 807/1608 [05:04<05:48,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 808/1608 [05:04<05:17,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 809/1608 [05:06<08:06,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 810/1608 [05:06<07:09,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 811/1608 [05:07<07:21,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 812/1608 [05:08<09:01,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 813/1608 [05:08<07:39,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 814/1608 [05:08<06:05,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 815/1608 [05:09<09:50,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 816/1608 [05:10<07:53,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 818/1608 [05:11<07:24,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 820/1608 [05:12<07:10,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 821/1608 [05:12<05:53,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 822/1608 [05:12<05:11,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 823/1608 [05:13<05:13,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 825/1608 [05:14<06:06,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 826/1608 [05:15<07:08,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 827/1608 [05:16<09:41,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 828/1608 [05:17<09:35,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 830/1608 [05:18<09:03,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 831/1608 [05:18<09:04,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 833/1608 [05:19<08:14,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 834/1608 [05:20<07:48,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 835/1608 [05:20<07:00,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 836/1608 [05:20<05:25,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 837/1608 [05:21<07:07,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 838/1608 [05:22<08:29,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 839/1608 [05:22<06:43,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 840/1608 [05:23<07:48,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 841/1608 [05:24<06:24,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 842/1608 [05:24<05:44,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 843/1608 [05:24<05:15,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 844/1608 [05:25<07:34,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 845/1608 [05:26<06:27,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 846/1608 [05:26<06:44,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 847/1608 [05:27<08:42,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 848/1608 [05:27<07:17,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 849/1608 [05:28<06:09,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 850/1608 [05:28<05:18,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 851/1608 [05:28<04:08,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 852/1608 [05:29<06:34,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 853/1608 [05:29<05:49,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 854/1608 [05:30<05:58,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 855/1608 [05:30<04:41,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 856/1608 [05:31<06:21,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 857/1608 [05:31<05:00,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 858/1608 [05:31<04:48,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 859/1608 [05:32<04:15,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 860/1608 [05:32<03:49,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 861/1608 [05:32<03:15,  3.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 862/1608 [05:33<05:15,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 863/1608 [05:33<05:39,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 864/1608 [05:34<06:20,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 865/1608 [05:35<07:11,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 866/1608 [05:35<07:05,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 867/1608 [05:36<05:51,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 868/1608 [05:36<05:46,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 869/1608 [05:36<05:00,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 870/1608 [05:37<04:59,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 871/1608 [05:38<07:00,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 872/1608 [05:38<05:52,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 874/1608 [05:38<04:38,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 875/1608 [05:39<05:39,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 876/1608 [05:39<05:03,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 877/1608 [05:39<04:45,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 878/1608 [05:40<04:28,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 879/1608 [05:40<03:46,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 880/1608 [05:40<03:08,  3.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 881/1608 [05:41<04:31,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 882/1608 [05:41<04:19,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 883/1608 [05:41<03:48,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 884/1608 [05:42<05:22,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 885/1608 [05:43<07:12,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 886/1608 [05:43<05:46,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 887/1608 [05:43<04:47,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 888/1608 [05:44<05:15,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 889/1608 [05:45<07:17,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 890/1608 [05:45<06:31,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 891/1608 [05:47<10:00,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 892/1608 [05:47<07:34,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 893/1608 [05:47<06:10,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 894/1608 [05:48<06:16,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 896/1608 [05:49<06:05,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 897/1608 [05:49<04:46,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 898/1608 [05:49<04:18,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 899/1608 [05:50<04:54,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 900/1608 [05:51<06:48,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 901/1608 [05:51<05:16,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 902/1608 [05:51<04:44,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 903/1608 [05:52<05:44,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 904/1608 [05:52<05:00,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 905/1608 [05:53<05:15,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 906/1608 [05:53<04:11,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 907/1608 [05:53<04:05,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 908/1608 [05:54<04:32,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 909/1608 [05:54<04:54,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 910/1608 [05:55<05:35,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 911/1608 [05:55<05:10,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 912/1608 [05:55<05:09,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 913/1608 [05:56<04:22,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 914/1608 [05:56<05:36,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 915/1608 [05:57<04:28,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 916/1608 [05:57<04:25,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 917/1608 [05:57<04:32,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 918/1608 [05:58<06:28,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 919/1608 [05:58<05:04,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 920/1608 [05:59<06:18,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 921/1608 [06:00<05:34,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 922/1608 [06:00<06:01,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 923/1608 [06:00<04:46,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 924/1608 [06:01<05:08,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 925/1608 [06:01<04:30,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 926/1608 [06:02<04:25,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 927/1608 [06:02<05:08,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 928/1608 [06:02<04:05,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 929/1608 [06:03<05:41,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 930/1608 [06:03<04:24,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 931/1608 [06:04<03:57,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 932/1608 [06:04<05:07,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 933/1608 [06:05<05:54,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 934/1608 [06:05<04:48,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 936/1608 [06:05<03:58,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 937/1608 [06:06<04:58,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 938/1608 [06:06<04:33,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 939/1608 [06:07<05:07,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 941/1608 [06:08<04:28,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 942/1608 [06:08<04:32,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 943/1608 [06:08<04:27,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 944/1608 [06:09<03:35,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 945/1608 [06:09<03:30,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 946/1608 [06:09<02:54,  3.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 947/1608 [06:10<03:47,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 948/1608 [06:11<07:16,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 949/1608 [06:11<06:50,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 950/1608 [06:12<06:12,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 951/1608 [06:12<05:44,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 953/1608 [06:13<04:42,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 954/1608 [06:13<03:38,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 955/1608 [06:13<04:16,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 956/1608 [06:14<04:23,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 957/1608 [06:14<04:48,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 958/1608 [06:14<03:52,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 959/1608 [06:15<03:14,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 960/1608 [06:15<02:36,  4.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 961/1608 [06:15<03:33,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 962/1608 [06:16<03:16,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 963/1608 [06:16<02:52,  3.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 964/1608 [06:16<04:22,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 966/1608 [06:17<03:14,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 967/1608 [06:17<02:36,  4.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 968/1608 [06:17<04:18,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 969/1608 [06:18<03:35,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 970/1608 [06:18<04:55,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 972/1608 [06:19<03:38,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 974/1608 [06:19<03:06,  3.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 975/1608 [06:20<04:18,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 976/1608 [06:20<03:53,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 977/1608 [06:20<04:17,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 978/1608 [06:20<03:26,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 980/1608 [06:21<02:53,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 981/1608 [06:21<03:37,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 982/1608 [06:21<03:04,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 983/1608 [06:22<02:59,  3.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 984/1608 [06:22<04:14,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 985/1608 [06:23<03:47,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 986/1608 [06:23<04:07,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 988/1608 [06:23<03:12,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 989/1608 [06:24<03:03,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 990/1608 [06:24<03:54,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 991/1608 [06:24<03:16,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 992/1608 [06:25<05:05,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 994/1608 [06:26<03:56,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 995/1608 [06:26<04:10,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 996/1608 [06:26<03:18,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 997/1608 [06:27<05:55,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 998/1608 [06:27<04:32,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 999/1608 [06:28<04:37,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1000/1608 [06:28<03:38,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1001/1608 [06:29<05:28,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1002/1608 [06:29<04:34,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1004/1608 [06:30<04:03,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▎   | 1005/1608 [06:30<03:16,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1006/1608 [06:30<03:20,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1007/1608 [06:31<03:30,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1008/1608 [06:32<05:22,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1010/1608 [06:32<04:04,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1011/1608 [06:32<03:53,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1012/1608 [06:33<04:33,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1013/1608 [06:33<04:20,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1014/1608 [06:34<04:12,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1016/1608 [06:35<04:24,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1017/1608 [06:35<03:32,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1018/1608 [06:35<03:33,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1019/1608 [06:36<03:48,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 1020/1608 [06:37<07:02,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 1022/1608 [06:38<05:33,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 1023/1608 [06:39<06:41,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 1025/1608 [06:39<05:30,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1026/1608 [06:40<04:57,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1027/1608 [06:40<05:08,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1028/1608 [06:40<04:43,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1029/1608 [06:41<04:54,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1030/1608 [06:41<04:38,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1031/1608 [06:42<06:01,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1033/1608 [06:43<04:48,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1034/1608 [06:43<03:45,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1035/1608 [06:43<03:36,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1036/1608 [06:44<05:30,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 1037/1608 [06:45<05:24,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 1038/1608 [06:45<04:43,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 1039/1608 [06:46<06:16,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 1040/1608 [06:47<05:58,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 1041/1608 [06:47<05:05,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 1042/1608 [06:48<05:10,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 1043/1608 [06:48<04:56,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 1044/1608 [06:49<05:02,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 1045/1608 [06:49<04:26,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 1046/1608 [06:50<06:04,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 1047/1608 [06:51<05:47,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 1048/1608 [06:51<04:56,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 1049/1608 [06:52<05:05,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 1050/1608 [06:52<04:55,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 1051/1608 [06:53<04:55,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 1052/1608 [06:53<04:19,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 1053/1608 [06:54<04:49,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1054/1608 [06:54<04:38,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1055/1608 [06:55<05:30,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1056/1608 [06:55<04:18,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1057/1608 [06:55<04:13,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1059/1608 [06:57<04:47,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1060/1608 [06:57<03:44,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1061/1608 [06:57<03:58,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1062/1608 [06:58<05:24,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1063/1608 [06:59<04:42,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1064/1608 [06:59<03:37,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 1065/1608 [06:59<03:53,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 1066/1608 [07:01<06:15,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 1067/1608 [07:01<04:38,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 1068/1608 [07:01<04:39,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 1069/1608 [07:02<04:10,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1070/1608 [07:03<05:29,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1071/1608 [07:03<04:07,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1072/1608 [07:03<04:00,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1073/1608 [07:04<03:58,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1074/1608 [07:05<05:21,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1075/1608 [07:05<04:00,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1076/1608 [07:05<03:49,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1077/1608 [07:05<03:04,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1078/1608 [07:06<03:01,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1079/1608 [07:06<04:40,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1080/1608 [07:07<04:57,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1081/1608 [07:08<04:35,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1082/1608 [07:08<05:27,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1083/1608 [07:09<06:20,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1084/1608 [07:10<06:57,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 1085/1608 [07:11<06:01,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1086/1608 [07:11<04:49,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1087/1608 [07:11<04:06,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1088/1608 [07:11<03:12,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1089/1608 [07:12<04:24,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1090/1608 [07:13<04:50,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1091/1608 [07:13<04:07,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1092/1608 [07:13<03:15,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1093/1608 [07:14<04:23,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1094/1608 [07:15<04:47,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1095/1608 [07:15<04:06,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1096/1608 [07:16<05:21,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1097/1608 [07:17<05:30,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1098/1608 [07:17<04:32,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1099/1608 [07:17<03:30,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1100/1608 [07:18<04:34,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 1101/1608 [07:18<04:05,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 1102/1608 [07:19<03:49,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 1103/1608 [07:20<05:42,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 1104/1608 [07:21<05:54,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 1105/1608 [07:21<05:02,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1106/1608 [07:22<05:34,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1107/1608 [07:23<05:47,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1108/1608 [07:23<04:33,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1109/1608 [07:24<05:35,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1110/1608 [07:25<05:49,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1111/1608 [07:25<04:34,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1112/1608 [07:26<05:38,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1113/1608 [07:26<04:33,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1114/1608 [07:27<04:26,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1115/1608 [07:27<03:40,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1116/1608 [07:28<05:01,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 1117/1608 [07:29<05:18,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 1118/1608 [07:29<04:45,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 1119/1608 [07:30<05:22,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 1120/1608 [07:31<05:30,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 1121/1608 [07:32<06:55,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 1122/1608 [07:32<06:27,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 1123/1608 [07:33<05:24,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 1125/1608 [07:34<05:00,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 1126/1608 [07:34<04:48,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 1127/1608 [07:35<04:25,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 1128/1608 [07:35<04:21,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 1129/1608 [07:36<04:09,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 1130/1608 [07:36<04:05,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 1131/1608 [07:37<03:42,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 1132/1608 [07:37<04:02,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 1133/1608 [07:38<03:44,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1134/1608 [07:38<02:57,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1135/1608 [07:38<03:05,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1136/1608 [07:39<04:26,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1137/1608 [07:40<04:28,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1138/1608 [07:41<04:51,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1139/1608 [07:41<04:50,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1140/1608 [07:42<04:47,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1141/1608 [07:43<06:27,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1142/1608 [07:44<05:54,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1143/1608 [07:44<04:58,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1144/1608 [07:44<04:11,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 1145/1608 [07:45<04:26,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 1146/1608 [07:45<03:44,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 1147/1608 [07:46<03:21,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 1148/1608 [07:46<03:11,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 1149/1608 [07:46<02:53,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1150/1608 [07:47<03:33,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1151/1608 [07:48<03:52,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1152/1608 [07:48<04:09,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1153/1608 [07:49<03:54,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1154/1608 [07:50<04:40,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1155/1608 [07:50<03:29,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1156/1608 [07:50<03:36,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1157/1608 [07:51<03:30,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1158/1608 [07:51<04:24,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1160/1608 [07:52<03:45,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1161/1608 [07:52<03:24,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1162/1608 [07:53<03:41,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1163/1608 [07:53<03:36,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1164/1608 [07:54<03:41,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 1165/1608 [07:54<03:21,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1167/1608 [07:55<02:57,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1168/1608 [07:55<02:58,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1170/1608 [07:56<02:43,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1171/1608 [07:56<02:50,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1172/1608 [07:57<03:59,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1174/1608 [07:58<03:24,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1175/1608 [07:58<03:18,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1176/1608 [07:59<03:16,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1177/1608 [07:59<03:21,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1178/1608 [08:00<03:31,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1179/1608 [08:00<03:22,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 1181/1608 [08:01<03:23,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 1182/1608 [08:02<03:28,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 1183/1608 [08:02<03:21,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 1185/1608 [08:03<02:46,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 1186/1608 [08:03<03:07,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 1187/1608 [08:04<03:13,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 1188/1608 [08:04<03:15,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 1190/1608 [08:05<03:16,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 1192/1608 [08:06<02:47,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 1193/1608 [08:06<02:55,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 1195/1608 [08:06<02:26,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 1196/1608 [08:07<02:53,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 1197/1608 [08:07<03:00,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 1198/1608 [08:08<03:04,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 1200/1608 [08:09<03:37,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 1201/1608 [08:10<03:29,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 1203/1608 [08:10<02:48,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 1204/1608 [08:11<04:13,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 1205/1608 [08:12<03:49,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 1206/1608 [08:12<02:56,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 1207/1608 [08:12<02:53,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 1208/1608 [08:13<03:04,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 1209/1608 [08:13<03:05,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 1210/1608 [08:14<02:55,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 1211/1608 [08:14<03:08,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 1212/1608 [08:15<04:09,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 1214/1608 [08:16<03:12,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 1215/1608 [08:16<03:29,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 1216/1608 [08:17<03:20,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 1217/1608 [08:17<03:18,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 1219/1608 [08:18<03:14,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 1221/1608 [08:19<02:41,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 1222/1608 [08:19<02:52,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 1224/1608 [08:19<02:20,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 1225/1608 [08:20<01:52,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 1227/1608 [08:20<01:46,  3.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 1228/1608 [08:21<02:03,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 1230/1608 [08:21<01:56,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1232/1608 [08:22<02:15,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1233/1608 [08:22<02:20,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1234/1608 [08:23<02:40,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1236/1608 [08:23<02:12,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1237/1608 [08:23<01:47,  3.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1238/1608 [08:24<02:07,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1239/1608 [08:24<02:10,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1240/1608 [08:24<01:44,  3.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1241/1608 [08:25<02:06,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1243/1608 [08:25<01:47,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1244/1608 [08:26<02:21,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 1246/1608 [08:26<02:04,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1247/1608 [08:27<02:19,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1249/1608 [08:27<01:56,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1250/1608 [08:28<02:25,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1252/1608 [08:28<02:07,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1253/1608 [08:29<02:20,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1255/1608 [08:29<01:56,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1257/1608 [08:30<01:46,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1258/1608 [08:30<01:32,  3.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1259/1608 [08:31<02:27,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1260/1608 [08:31<02:00,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 1261/1608 [08:31<01:56,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 1263/1608 [08:32<01:54,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 1264/1608 [08:32<01:52,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 1265/1608 [08:33<02:57,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 1267/1608 [08:34<02:37,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 1268/1608 [08:35<03:28,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 1269/1608 [08:35<02:55,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 1271/1608 [08:36<02:36,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 1272/1608 [08:37<03:26,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 1273/1608 [08:37<02:51,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 1276/1608 [08:38<02:21,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 1277/1608 [08:38<02:08,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 1278/1608 [08:39<03:04,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 1280/1608 [08:39<02:41,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 1281/1608 [08:40<02:21,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 1282/1608 [08:40<02:43,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 1283/1608 [08:41<02:21,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 1286/1608 [08:41<01:59,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 1287/1608 [08:42<01:53,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 1288/1608 [08:42<01:35,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 1289/1608 [08:43<02:22,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 1291/1608 [08:43<01:47,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 1292/1608 [08:44<02:31,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 1293/1608 [08:44<01:59,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 1294/1608 [08:45<02:33,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 1297/1608 [08:45<01:53,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 1298/1608 [08:46<02:36,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 1299/1608 [08:46<02:01,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 1300/1608 [08:46<02:10,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 1301/1608 [08:47<02:02,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 1302/1608 [08:47<02:23,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 1303/1608 [08:47<02:10,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 1304/1608 [08:48<02:30,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 1305/1608 [08:48<02:02,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 1306/1608 [08:48<01:36,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 1308/1608 [08:49<01:37,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 1309/1608 [08:50<03:01,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 1310/1608 [08:51<02:17,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1311/1608 [08:51<02:28,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1312/1608 [08:52<03:18,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1313/1608 [08:52<02:31,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1314/1608 [08:53<02:50,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1315/1608 [08:53<02:19,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1316/1608 [08:54<03:15,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1317/1608 [08:55<03:10,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1318/1608 [08:55<02:28,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1319/1608 [08:56<02:54,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1321/1608 [08:57<02:49,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1322/1608 [08:58<03:11,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1323/1608 [08:58<02:40,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1324/1608 [08:59<02:56,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1325/1608 [08:59<02:17,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 1326/1608 [09:00<02:31,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1327/1608 [09:00<02:16,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1328/1608 [09:01<02:37,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1329/1608 [09:01<02:08,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1330/1608 [09:02<02:21,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1331/1608 [09:02<02:07,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1332/1608 [09:03<02:32,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1333/1608 [09:03<02:06,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1334/1608 [09:04<02:28,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1335/1608 [09:04<02:01,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1336/1608 [09:05<02:26,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1337/1608 [09:05<02:03,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1338/1608 [09:06<02:12,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1339/1608 [09:06<01:43,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1340/1608 [09:06<01:30,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1341/1608 [09:06<01:30,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1342/1608 [09:07<02:20,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 1343/1608 [09:08<02:30,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 1344/1608 [09:09<03:06,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 1345/1608 [09:09<02:28,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 1346/1608 [09:10<02:07,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1347/1608 [09:10<01:56,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1348/1608 [09:10<01:45,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1349/1608 [09:11<02:29,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1350/1608 [09:12<02:07,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1351/1608 [09:12<01:55,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1352/1608 [09:12<01:46,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1353/1608 [09:13<01:35,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1354/1608 [09:13<01:44,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1355/1608 [09:13<01:29,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1356/1608 [09:14<01:47,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1357/1608 [09:14<02:00,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1358/1608 [09:15<02:21,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1359/1608 [09:16<02:21,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1360/1608 [09:16<02:22,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1361/1608 [09:17<02:38,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1362/1608 [09:18<02:30,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1363/1608 [09:18<02:26,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1364/1608 [09:19<02:12,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1365/1608 [09:19<02:05,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1367/1608 [09:20<01:46,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1368/1608 [09:20<02:03,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1369/1608 [09:21<01:53,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1370/1608 [09:21<01:46,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1371/1608 [09:21<01:28,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1372/1608 [09:22<01:23,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1373/1608 [09:22<01:43,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1374/1608 [09:23<01:36,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1375/1608 [09:23<01:40,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1376/1608 [09:23<01:19,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1377/1608 [09:24<02:01,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1378/1608 [09:25<01:52,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1379/1608 [09:25<01:50,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1381/1608 [09:26<01:52,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1382/1608 [09:27<01:48,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1384/1608 [09:27<01:29,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1385/1608 [09:27<01:25,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1386/1608 [09:28<02:03,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 1387/1608 [09:29<01:36,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 1389/1608 [09:29<01:17,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 1390/1608 [09:29<01:03,  3.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1391/1608 [09:29<01:05,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1392/1608 [09:30<01:28,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1393/1608 [09:30<01:20,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1394/1608 [09:30<01:08,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1395/1608 [09:31<01:36,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1396/1608 [09:32<01:52,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1397/1608 [09:32<01:51,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1398/1608 [09:33<01:59,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1399/1608 [09:34<02:11,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1400/1608 [09:34<01:58,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1402/1608 [09:35<01:44,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1403/1608 [09:36<02:26,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1405/1608 [09:37<01:59,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1406/1608 [09:38<02:21,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1407/1608 [09:38<02:00,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1408/1608 [09:39<02:00,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1409/1608 [09:39<01:30,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1410/1608 [09:40<01:53,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1411/1608 [09:40<01:39,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1412/1608 [09:40<01:17,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1413/1608 [09:41<01:27,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1414/1608 [09:41<01:15,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1415/1608 [09:42<01:28,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1416/1608 [09:42<01:29,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1417/1608 [09:43<01:30,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1419/1608 [09:43<01:11,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1420/1608 [09:44<01:25,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1421/1608 [09:44<01:26,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1422/1608 [09:45<01:27,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 1424/1608 [09:45<01:09,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 1425/1608 [09:46<01:24,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 1426/1608 [09:46<01:24,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 1427/1608 [09:46<01:26,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1429/1608 [09:47<01:07,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1430/1608 [09:47<01:24,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1431/1608 [09:48<01:12,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1432/1608 [09:48<00:59,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1433/1608 [09:48<01:08,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1435/1608 [09:49<01:13,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1436/1608 [09:50<01:02,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1437/1608 [09:50<00:52,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1438/1608 [09:50<01:05,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1439/1608 [09:51<01:34,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 1440/1608 [09:52<01:16,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 1441/1608 [09:52<01:02,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 1442/1608 [09:52<01:09,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 1444/1608 [09:54<01:18,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 1445/1608 [09:54<01:03,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 1446/1608 [09:54<01:11,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 1447/1608 [09:55<01:47,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1448/1608 [09:56<01:23,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1449/1608 [09:56<01:24,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1450/1608 [09:56<01:09,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1451/1608 [09:57<00:57,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1452/1608 [09:57<01:15,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1453/1608 [09:58<01:24,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1456/1608 [09:58<01:02,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1457/1608 [09:59<01:17,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1458/1608 [09:59<01:02,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1459/1608 [10:00<01:15,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1460/1608 [10:00<01:03,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1461/1608 [10:01<01:18,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1462/1608 [10:01<01:03,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1463/1608 [10:02<01:14,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1464/1608 [10:02<01:02,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1465/1608 [10:03<01:16,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1466/1608 [10:03<01:01,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1467/1608 [10:04<01:13,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 1469/1608 [10:04<00:55,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 1470/1608 [10:05<01:10,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 1471/1608 [10:05<00:56,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1472/1608 [10:06<01:08,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1473/1608 [10:06<00:57,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1474/1608 [10:07<01:11,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1475/1608 [10:07<00:56,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1476/1608 [10:08<01:10,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1478/1608 [10:08<00:51,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1479/1608 [10:08<00:54,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1480/1608 [10:09<00:56,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1481/1608 [10:10<01:06,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1483/1608 [10:10<00:50,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1484/1608 [10:11<01:04,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1485/1608 [10:11<00:51,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1486/1608 [10:11<01:00,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1487/1608 [10:12<00:52,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1488/1608 [10:13<01:04,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1489/1608 [10:13<00:51,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1490/1608 [10:13<00:59,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1491/1608 [10:14<00:53,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1492/1608 [10:15<01:02,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1493/1608 [10:15<00:49,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1494/1608 [10:15<00:58,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1496/1608 [10:16<00:44,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1498/1608 [10:16<00:42,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1499/1608 [10:17<00:37,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1500/1608 [10:17<00:48,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1501/1608 [10:17<00:37,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1502/1608 [10:18<00:35,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1503/1608 [10:18<00:41,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 1504/1608 [10:19<00:37,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 1505/1608 [10:19<00:47,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 1506/1608 [10:19<00:36,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 1507/1608 [10:20<00:30,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1508/1608 [10:20<00:26,  3.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1509/1608 [10:20<00:32,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1510/1608 [10:20<00:31,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1511/1608 [10:21<00:35,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1512/1608 [10:21<00:30,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1513/1608 [10:21<00:25,  3.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1514/1608 [10:22<00:27,  3.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1515/1608 [10:22<00:26,  3.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1516/1608 [10:22<00:23,  3.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1517/1608 [10:23<00:29,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1519/1608 [10:23<00:28,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1520/1608 [10:24<00:27,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1522/1608 [10:24<00:22,  3.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1523/1608 [10:24<00:32,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1524/1608 [10:25<00:34,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1525/1608 [10:25<00:28,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1526/1608 [10:25<00:26,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1528/1608 [10:26<00:22,  3.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1529/1608 [10:26<00:30,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1532/1608 [10:27<00:24,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1533/1608 [10:27<00:28,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1534/1608 [10:28<00:24,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1535/1608 [10:28<00:31,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1538/1608 [10:29<00:24,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1539/1608 [10:29<00:26,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1541/1608 [10:30<00:23,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1542/1608 [10:30<00:26,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1543/1608 [10:31<00:26,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1544/1608 [10:31<00:27,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1546/1608 [10:32<00:20,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1547/1608 [10:32<00:18,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 1548/1608 [10:32<00:22,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 1549/1608 [10:33<00:22,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 1550/1608 [10:33<00:24,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1552/1608 [10:34<00:20,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1553/1608 [10:34<00:22,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1554/1608 [10:35<00:22,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1555/1608 [10:35<00:23,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1557/1608 [10:35<00:17,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1558/1608 [10:36<00:15,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1559/1608 [10:36<00:17,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1561/1608 [10:37<00:15,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1562/1608 [10:37<00:20,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1563/1608 [10:38<00:17,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1564/1608 [10:38<00:18,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1566/1608 [10:38<00:15,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1567/1608 [10:39<00:21,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1568/1608 [10:40<00:20,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1570/1608 [10:40<00:16,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1571/1608 [10:41<00:16,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1572/1608 [10:41<00:16,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1573/1608 [10:42<00:16,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1574/1608 [10:43<00:25,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1575/1608 [10:44<00:22,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1576/1608 [10:45<00:24,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1577/1608 [10:45<00:20,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1578/1608 [10:46<00:21,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1579/1608 [10:47<00:19,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1580/1608 [10:47<00:16,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1581/1608 [10:48<00:15,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1582/1608 [10:48<00:13,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1583/1608 [10:49<00:16,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 1584/1608 [10:50<00:17,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 1585/1608 [10:51<00:18,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 1586/1608 [10:52<00:18,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 1587/1608 [10:54<00:24,  1.17s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1588/1608 [10:55<00:21,  1.10s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1589/1608 [10:56<00:25,  1.34s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1590/1608 [10:57<00:22,  1.22s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1591/1608 [10:58<00:19,  1.14s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1592/1608 [10:59<00:17,  1.09s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1593/1608 [11:00<00:16,  1.07s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1594/1608 [11:01<00:14,  1.04s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1595/1608 [11:02<00:13,  1.02s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1596/1608 [11:04<00:15,  1.28s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1597/1608 [11:06<00:16,  1.46s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1598/1608 [11:08<00:15,  1.59s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1599/1608 [11:10<00:15,  1.67s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1600/1608 [11:12<00:13,  1.73s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1601/1608 [11:15<00:16,  2.34s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1602/1608 [11:19<00:16,  2.77s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1603/1608 [11:23<00:15,  3.07s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1604/1608 [11:27<00:13,  3.28s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1605/1608 [11:31<00:10,  3.43s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1606/1608 [11:32<00:05,  2.96s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1607/1608 [11:34<00:02,  2.63s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|██████████| 1608/1608 [11:36<00:00,  2.41s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 0/3208 [00:00<?, ?draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 9/3208 [00:00<00:36, 88.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 17/3208 [00:00<00:41, 76.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 21/3208 [00:02<08:32,  6.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 24/3208 [00:04<15:50,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 26/3208 [00:04<17:53,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 28/3208 [00:06<21:13,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 30/3208 [00:06<21:30,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 31/3208 [00:08<32:25,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 33/3208 [00:08<23:49,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 34/3208 [00:08<27:37,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 35/3208 [00:09<36:52,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 37/3208 [00:10<27:00,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 38/3208 [00:10<29:34,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 39/3208 [00:11<38:14,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 41/3208 [00:12<28:02,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 42/3208 [00:12<30:02,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 43/3208 [00:13<38:41,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 45/3208 [00:13<28:22,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 46/3208 [00:14<29:56,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 47/3208 [00:15<38:48,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 49/3208 [00:15<28:31,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 50/3208 [00:16<29:44,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 51/3208 [00:17<38:47,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 53/3208 [00:17<28:31,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 54/3208 [00:18<29:26,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 55/3208 [00:19<38:46,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 57/3208 [00:19<28:31,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 58/3208 [00:20<29:16,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 59/3208 [00:21<38:48,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 61/3208 [00:21<28:35,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 62/3208 [00:22<28:59,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 63/3208 [00:23<38:46,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 65/3208 [00:23<28:35,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 66/3208 [00:24<28:48,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 67/3208 [00:25<38:43,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 69/3208 [00:25<28:37,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 70/3208 [00:26<28:29,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 71/3208 [00:27<38:38,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 73/3208 [00:27<28:36,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 74/3208 [00:28<28:10,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 75/3208 [00:29<38:38,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 77/3208 [00:29<28:36,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 78/3208 [00:29<27:55,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 79/3208 [00:31<38:39,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 81/3208 [00:31<28:40,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 82/3208 [00:31<27:44,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 83/3208 [00:33<38:37,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 85/3208 [00:33<28:40,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 86/3208 [00:33<28:10,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 87/3208 [00:35<38:29,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 89/3208 [00:35<28:34,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 90/3208 [00:35<28:00,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 91/3208 [00:36<38:23,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 93/3208 [00:37<28:32,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 94/3208 [00:37<28:00,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 95/3208 [00:38<34:35,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 96/3208 [00:38<27:50,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 98/3208 [00:39<21:10,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 99/3208 [00:40<37:44,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 100/3208 [00:40<30:02,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 102/3208 [00:41<22:44,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 103/3208 [00:42<38:42,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 104/3208 [00:42<30:41,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 106/3208 [00:42<23:15,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 107/3208 [00:44<38:50,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 108/3208 [00:44<30:51,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 109/3208 [00:44<23:08,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 110/3208 [00:44<18:18,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 111/3208 [00:46<35:08,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 112/3208 [00:46<28:18,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 113/3208 [00:46<21:31,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 114/3208 [00:46<17:10,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 115/3208 [00:48<34:16,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 116/3208 [00:48<27:34,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 117/3208 [00:48<21:17,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 118/3208 [00:48<17:00,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 119/3208 [00:50<33:47,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 120/3208 [00:50<27:13,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 121/3208 [00:50<21:17,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 122/3208 [00:50<16:59,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 123/3208 [00:52<33:38,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 124/3208 [00:52<27:02,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 125/3208 [00:52<21:28,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 126/3208 [00:52<17:03,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 127/3208 [00:54<33:21,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 128/3208 [00:54<27:03,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 129/3208 [00:54<21:34,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 130/3208 [00:54<17:03,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 131/3208 [00:55<33:10,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 132/3208 [00:56<26:54,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 133/3208 [00:56<21:40,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 134/3208 [00:56<17:04,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 135/3208 [00:57<33:07,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 136/3208 [00:58<26:54,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 137/3208 [00:58<21:51,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 138/3208 [00:58<17:07,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 139/3208 [00:59<33:01,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 140/3208 [01:00<26:50,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 141/3208 [01:00<22:06,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 142/3208 [01:00<17:05,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 143/3208 [01:01<32:54,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 144/3208 [01:01<26:43,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 145/3208 [01:02<22:18,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 147/3208 [01:03<26:45,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 148/3208 [01:03<22:27,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 149/3208 [01:04<19:22,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 151/3208 [01:05<20:56,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 152/3208 [01:05<22:01,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 154/3208 [01:05<17:20,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 155/3208 [01:06<16:54,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 156/3208 [01:06<17:57,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 157/3208 [01:07<27:12,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 159/3208 [01:07<21:00,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 160/3208 [01:08<19:24,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 161/3208 [01:09<33:59,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 163/3208 [01:09<26:10,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 164/3208 [01:10<22:32,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 165/3208 [01:11<36:04,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 167/3208 [01:11<27:49,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 168/3208 [01:11<23:20,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 169/3208 [01:13<36:34,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 171/3208 [01:13<28:09,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 172/3208 [01:13<23:44,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 173/3208 [01:14<23:09,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 174/3208 [01:15<29:51,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 176/3208 [01:15<23:24,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 177/3208 [01:15<20:48,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 178/3208 [01:16<19:46,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 179/3208 [01:17<26:19,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 180/3208 [01:17<21:41,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 181/3208 [01:17<24:11,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 182/3208 [01:18<21:28,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 183/3208 [01:18<27:28,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 184/3208 [01:19<22:18,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 185/3208 [01:19<25:38,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 187/3208 [01:20<19:42,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 188/3208 [01:21<29:38,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 189/3208 [01:21<31:39,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 191/3208 [01:22<23:22,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 192/3208 [01:23<32:40,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 193/3208 [01:23<33:29,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 195/3208 [01:23<24:27,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 196/3208 [01:24<31:38,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 197/3208 [01:25<24:38,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 198/3208 [01:25<27:11,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 200/3208 [01:26<21:32,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 201/3208 [01:26<26:45,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 202/3208 [01:27<21:56,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 203/3208 [01:27<24:07,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 205/3208 [01:28<19:55,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 206/3208 [01:28<24:59,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 207/3208 [01:29<21:18,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 208/3208 [01:29<22:49,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 210/3208 [01:30<23:13,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 212/3208 [01:30<17:42,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 213/3208 [01:30<16:29,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 214/3208 [01:31<19:02,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 215/3208 [01:31<20:16,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 216/3208 [01:32<21:43,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 218/3208 [01:32<16:34,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 219/3208 [01:32<15:52,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 220/3208 [01:33<18:27,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 221/3208 [01:33<20:07,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 222/3208 [01:34<21:18,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 225/3208 [01:34<15:48,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 226/3208 [01:35<22:50,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 227/3208 [01:36<30:11,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 230/3208 [01:36<22:00,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 231/3208 [01:38<41:26,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 234/3208 [01:38<29:52,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 235/3208 [01:40<47:05,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 238/3208 [01:40<33:46,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 239/3208 [01:42<49:54,  1.01s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 242/3208 [01:42<35:39,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 244/3208 [01:44<38:36,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 247/3208 [01:46<36:13,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 249/3208 [01:46<26:13,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 251/3208 [01:47<25:11,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 252/3208 [01:47<30:45,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 254/3208 [01:48<22:26,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 256/3208 [01:49<29:13,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 259/3208 [01:50<21:03,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 261/3208 [01:50<21:36,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 262/3208 [01:51<28:02,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 265/3208 [01:51<20:25,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 266/3208 [01:52<26:02,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 268/3208 [01:53<21:46,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 269/3208 [01:53<23:31,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 271/3208 [01:53<17:18,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 272/3208 [01:54<16:19,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 274/3208 [01:54<15:35,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 275/3208 [01:55<16:44,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 277/3208 [01:55<15:53,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 278/3208 [01:55<12:48,  3.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 279/3208 [01:56<21:28,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 280/3208 [01:57<20:47,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 282/3208 [01:57<18:42,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 283/3208 [01:57<14:53,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 284/3208 [01:58<22:47,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 285/3208 [01:59<21:42,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 288/3208 [01:59<17:57,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 289/3208 [01:59<14:20,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 290/3208 [02:00<22:20,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 291/3208 [02:01<21:30,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 293/3208 [02:01<19:08,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 294/3208 [02:01<15:16,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 295/3208 [02:02<22:51,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 296/3208 [02:02<21:56,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 298/3208 [02:03<19:24,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 299/3208 [02:03<15:27,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 300/3208 [02:03<14:51,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 301/3208 [02:04<24:28,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 303/3208 [02:05<21:10,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 304/3208 [02:05<16:41,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 305/3208 [02:05<15:52,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 306/3208 [02:06<20:56,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 307/3208 [02:06<18:49,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 309/3208 [02:07<17:10,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 310/3208 [02:07<13:52,  3.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 311/3208 [02:07<13:52,  3.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 313/3208 [02:08<14:37,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 314/3208 [02:08<14:19,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 316/3208 [02:09<14:09,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 317/3208 [02:09<11:33,  4.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 318/3208 [02:09<12:06,  3.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 319/3208 [02:10<18:26,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 320/3208 [02:10<16:51,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 322/3208 [02:11<16:04,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 323/3208 [02:11<12:42,  3.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 324/3208 [02:11<12:48,  3.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 326/3208 [02:12<14:02,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 327/3208 [02:12<13:39,  3.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 328/3208 [02:12<12:53,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 329/3208 [02:13<14:43,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 330/3208 [02:13<15:07,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 332/3208 [02:14<14:04,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 333/3208 [02:14<20:51,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 334/3208 [02:15<17:30,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 335/3208 [02:15<14:50,  3.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 336/3208 [02:15<14:35,  3.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 337/3208 [02:15<14:45,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 339/3208 [02:16<17:28,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 341/3208 [02:17<14:36,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 342/3208 [02:17<12:49,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 343/3208 [02:17<10:26,  4.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 344/3208 [02:17<12:36,  3.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 345/3208 [02:18<13:30,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 346/3208 [02:18<11:51,  4.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 347/3208 [02:18<15:03,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 348/3208 [02:19<19:11,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 349/3208 [02:20<23:32,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 350/3208 [02:20<18:42,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 351/3208 [02:20<14:50,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 352/3208 [02:20<15:15,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 353/3208 [02:22<29:20,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 354/3208 [02:22<23:00,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 355/3208 [02:22<18:01,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 356/3208 [02:22<17:09,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 357/3208 [02:23<21:11,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 358/3208 [02:23<24:15,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 359/3208 [02:24<19:20,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 360/3208 [02:24<15:27,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 361/3208 [02:24<15:26,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 362/3208 [02:25<18:09,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 363/3208 [02:25<14:26,  3.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 364/3208 [02:25<19:31,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 365/3208 [02:26<16:14,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 366/3208 [02:26<13:01,  3.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 367/3208 [02:26<13:52,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 368/3208 [02:26<14:26,  3.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 369/3208 [02:27<14:17,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 370/3208 [02:27<19:35,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 371/3208 [02:28<16:15,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 372/3208 [02:28<12:54,  3.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 373/3208 [02:28<11:48,  4.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 374/3208 [02:28<10:18,  4.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 375/3208 [02:29<18:49,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 376/3208 [02:29<22:44,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 378/3208 [02:30<17:57,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 379/3208 [02:30<14:35,  3.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 380/3208 [02:30<17:44,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 381/3208 [02:31<16:34,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 382/3208 [02:31<22:22,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 383/3208 [02:32<18:34,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 384/3208 [02:32<14:55,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 385/3208 [02:32<17:51,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 386/3208 [02:33<26:07,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 387/3208 [02:33<19:47,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 388/3208 [02:34<16:47,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 389/3208 [02:34<13:35,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 390/3208 [02:34<16:51,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 391/3208 [02:35<25:29,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 392/3208 [02:35<19:25,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 393/3208 [02:36<16:40,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 394/3208 [02:36<13:17,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 395/3208 [02:36<16:36,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 396/3208 [02:37<25:11,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 397/3208 [02:37<19:12,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 398/3208 [02:38<16:43,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 399/3208 [02:38<13:12,  3.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 400/3208 [02:38<18:06,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▎        | 401/3208 [02:39<24:44,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 402/3208 [02:39<18:56,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 403/3208 [02:39<16:49,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 405/3208 [02:40<15:59,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 406/3208 [02:40<12:46,  3.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 407/3208 [02:41<22:27,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 408/3208 [02:41<19:55,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 410/3208 [02:42<17:51,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 411/3208 [02:43<27:26,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 412/3208 [02:43<23:51,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 414/3208 [02:44<20:26,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 415/3208 [02:45<29:02,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 416/3208 [02:45<25:33,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 418/3208 [02:46<21:22,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 419/3208 [02:47<29:40,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 420/3208 [02:47<26:24,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 422/3208 [02:48<21:55,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 423/3208 [02:49<29:47,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 424/3208 [02:49<26:38,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 426/3208 [02:50<22:09,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 427/3208 [02:51<29:11,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 429/3208 [02:51<23:43,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 431/3208 [02:53<26:57,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 433/3208 [02:53<21:57,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 435/3208 [02:54<19:11,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 436/3208 [02:54<22:47,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 437/3208 [02:55<20:00,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 438/3208 [02:55<19:44,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 439/3208 [02:55<15:12,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 440/3208 [02:56<17:02,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 441/3208 [02:56<21:48,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 442/3208 [02:57<18:46,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 443/3208 [02:57<18:55,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 444/3208 [02:57<15:11,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 445/3208 [02:58<16:16,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 446/3208 [02:58<21:23,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 448/3208 [02:59<19:33,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 449/3208 [02:59<16:06,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 450/3208 [02:59<12:56,  3.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 451/3208 [03:00<19:37,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 452/3208 [03:00<16:25,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 454/3208 [03:01<17:33,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 456/3208 [03:02<18:12,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 457/3208 [03:02<15:17,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 459/3208 [03:03<16:05,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 460/3208 [03:03<13:10,  3.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 462/3208 [03:04<16:07,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 464/3208 [03:05<14:36,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 465/3208 [03:05<14:42,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 466/3208 [03:05<12:28,  3.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 467/3208 [03:06<15:17,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 468/3208 [03:06<17:35,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 469/3208 [03:07<18:36,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 470/3208 [03:07<16:19,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 471/3208 [03:07<12:55,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 472/3208 [03:07<11:37,  3.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 473/3208 [03:08<17:14,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 474/3208 [03:08<15:40,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 475/3208 [03:09<20:35,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 476/3208 [03:09<16:14,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 477/3208 [03:09<13:07,  3.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 479/3208 [03:09<12:04,  3.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 480/3208 [03:10<12:15,  3.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 481/3208 [03:10<18:03,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 482/3208 [03:11<19:10,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 483/3208 [03:11<15:35,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 484/3208 [03:11<15:23,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 485/3208 [03:12<14:27,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 486/3208 [03:12<19:37,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 487/3208 [03:13<20:14,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 488/3208 [03:13<16:47,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 489/3208 [03:13<15:45,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 490/3208 [03:14<14:35,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 491/3208 [03:14<20:03,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 492/3208 [03:15<20:11,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 493/3208 [03:15<17:07,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 494/3208 [03:15<16:09,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 495/3208 [03:16<14:16,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 496/3208 [03:16<13:38,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 497/3208 [03:17<21:55,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 499/3208 [03:17<17:04,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 500/3208 [03:17<18:37,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 501/3208 [03:18<16:47,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 502/3208 [03:19<24:32,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 503/3208 [03:19<20:24,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 504/3208 [03:19<21:07,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 505/3208 [03:20<18:41,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 506/3208 [03:21<26:04,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 508/3208 [03:21<19:53,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 509/3208 [03:21<20:11,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 510/3208 [03:22<17:54,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 512/3208 [03:23<19:07,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 513/3208 [03:23<16:33,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 514/3208 [03:23<17:54,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 515/3208 [03:24<16:05,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 517/3208 [03:25<17:49,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 518/3208 [03:25<15:30,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 519/3208 [03:25<17:23,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 520/3208 [03:26<15:27,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 522/3208 [03:26<15:43,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 523/3208 [03:27<14:27,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 524/3208 [03:27<13:12,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 525/3208 [03:27<15:47,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 526/3208 [03:27<14:10,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 528/3208 [03:28<14:51,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 529/3208 [03:29<16:44,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 530/3208 [03:29<21:26,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 532/3208 [03:30<20:01,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 533/3208 [03:31<20:06,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 534/3208 [03:31<24:06,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 536/3208 [03:32<21:39,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 537/3208 [03:33<21:18,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 538/3208 [03:33<25:27,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 540/3208 [03:34<22:19,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 541/3208 [03:34<21:44,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 542/3208 [03:35<25:45,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 544/3208 [03:36<22:33,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 545/3208 [03:36<19:32,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 546/3208 [03:36<15:58,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 547/3208 [03:37<21:45,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 549/3208 [03:38<19:42,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 550/3208 [03:38<19:50,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 551/3208 [03:38<15:15,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 552/3208 [03:39<19:57,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 553/3208 [03:40<23:00,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 554/3208 [03:40<22:29,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 556/3208 [03:41<20:53,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 557/3208 [03:42<23:31,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 558/3208 [03:42<23:15,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 560/3208 [03:43<21:11,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 561/3208 [03:44<23:44,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 562/3208 [03:44<23:18,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 564/3208 [03:45<21:14,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 565/3208 [03:46<23:44,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 566/3208 [03:46<23:19,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 568/3208 [03:47<19:18,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 569/3208 [03:47<17:29,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 570/3208 [03:48<27:43,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 572/3208 [03:48<22:23,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 573/3208 [03:49<19:42,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 574/3208 [03:49<22:23,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 575/3208 [03:50<22:20,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 577/3208 [03:50<18:38,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 578/3208 [03:51<17:11,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 579/3208 [03:51<20:33,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 580/3208 [03:52<21:11,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 582/3208 [03:52<17:44,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 583/3208 [03:53<16:38,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 584/3208 [03:54<27:06,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 586/3208 [03:54<21:48,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 587/3208 [03:55<19:30,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 588/3208 [03:55<22:03,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 589/3208 [03:56<22:37,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 591/3208 [03:57<20:57,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 592/3208 [03:57<22:44,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 593/3208 [03:58<23:06,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 595/3208 [03:58<18:51,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 596/3208 [03:59<18:20,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 598/3208 [04:00<19:44,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 601/3208 [04:00<17:37,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 603/3208 [04:02<19:46,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 605/3208 [04:02<18:59,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 606/3208 [04:03<14:45,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 608/3208 [04:03<16:37,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 610/3208 [04:04<12:19,  3.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 611/3208 [04:04<14:31,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 612/3208 [04:04<13:55,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 613/3208 [04:04<11:21,  3.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 614/3208 [04:05<15:22,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 615/3208 [04:05<16:05,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 616/3208 [04:06<12:37,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 617/3208 [04:06<14:50,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 618/3208 [04:06<13:42,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 619/3208 [04:07<23:56,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 620/3208 [04:08<18:13,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 621/3208 [04:08<18:45,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 622/3208 [04:08<16:13,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 623/3208 [04:09<20:51,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 624/3208 [04:09<19:29,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 625/3208 [04:09<15:12,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 626/3208 [04:10<16:44,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 627/3208 [04:10<14:46,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 628/3208 [04:11<19:43,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 629/3208 [04:11<18:34,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 630/3208 [04:11<14:27,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 631/3208 [04:12<16:18,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 632/3208 [04:12<14:44,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 633/3208 [04:13<24:17,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 635/3208 [04:14<20:46,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 636/3208 [04:14<18:00,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 637/3208 [04:15<21:33,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 638/3208 [04:15<19:48,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 640/3208 [04:16<17:43,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 641/3208 [04:16<15:59,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 642/3208 [04:17<20:06,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 643/3208 [04:17<18:26,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 644/3208 [04:17<14:15,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 645/3208 [04:18<16:49,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 646/3208 [04:18<15:30,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 647/3208 [04:19<19:41,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 648/3208 [04:19<17:38,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 649/3208 [04:19<13:58,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 650/3208 [04:20<16:46,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 651/3208 [04:20<15:33,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 652/3208 [04:21<19:31,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 653/3208 [04:21<17:13,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 654/3208 [04:21<13:41,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 655/3208 [04:22<16:54,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 656/3208 [04:22<15:56,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 657/3208 [04:23<19:38,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 658/3208 [04:23<16:52,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 659/3208 [04:23<13:20,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 660/3208 [04:23<14:00,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 661/3208 [04:24<12:47,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 662/3208 [04:24<13:33,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 663/3208 [04:24<14:12,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 664/3208 [04:25<17:37,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 665/3208 [04:25<16:56,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 666/3208 [04:25<14:40,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 667/3208 [04:26<15:43,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 668/3208 [04:26<15:02,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 669/3208 [04:27<16:45,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 670/3208 [04:27<13:11,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 671/3208 [04:27<16:29,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 672/3208 [04:28<15:12,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 673/3208 [04:28<12:39,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 674/3208 [04:29<19:07,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 676/3208 [04:29<14:24,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 677/3208 [04:29<16:31,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 678/3208 [04:30<15:21,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 679/3208 [04:30<12:46,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 680/3208 [04:31<19:04,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 682/3208 [04:31<14:31,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 683/3208 [04:32<22:23,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 685/3208 [04:33<20:30,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 687/3208 [04:34<21:38,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 689/3208 [04:34<19:59,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 691/3208 [04:36<21:12,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 693/3208 [04:36<19:44,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 694/3208 [04:36<15:14,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 695/3208 [04:37<21:23,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 696/3208 [04:38<17:10,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 697/3208 [04:38<13:32,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 698/3208 [04:38<17:56,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 699/3208 [04:38<14:09,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 700/3208 [04:39<20:27,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 701/3208 [04:39<15:55,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 703/3208 [04:40<12:26,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 704/3208 [04:41<28:35,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 705/3208 [04:41<21:56,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 707/3208 [04:42<16:54,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 708/3208 [04:42<18:47,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 709/3208 [04:42<15:07,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 710/3208 [04:43<20:38,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 711/3208 [04:43<16:30,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 712/3208 [04:44<14:59,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 713/3208 [04:44<17:00,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 714/3208 [04:44<13:52,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 715/3208 [04:45<13:45,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 716/3208 [04:45<17:42,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 717/3208 [04:46<15:54,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 719/3208 [04:46<14:23,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 720/3208 [04:46<11:49,  3.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 721/3208 [04:47<18:29,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 722/3208 [04:47<14:45,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 724/3208 [04:47<12:11,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 726/3208 [04:48<11:45,  3.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 727/3208 [04:48<09:59,  4.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 728/3208 [04:49<17:08,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 729/3208 [04:49<13:51,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 731/3208 [04:49<10:27,  3.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 732/3208 [04:49<09:32,  4.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 733/3208 [04:50<12:59,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 734/3208 [04:51<22:59,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 735/3208 [04:51<17:27,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 736/3208 [04:51<14:31,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 737/3208 [04:52<16:25,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 738/3208 [04:53<23:25,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 739/3208 [04:53<18:20,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 740/3208 [04:53<14:10,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 741/3208 [04:53<12:20,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 742/3208 [04:54<16:46,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 743/3208 [04:54<13:04,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 744/3208 [04:55<17:47,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 745/3208 [04:55<15:41,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 746/3208 [04:55<13:28,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 747/3208 [04:56<15:49,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 748/3208 [04:56<12:43,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 749/3208 [04:57<19:26,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 750/3208 [04:57<16:17,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 751/3208 [04:57<14:00,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 752/3208 [04:58<17:32,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 753/3208 [04:59<23:30,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 754/3208 [04:59<18:31,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 755/3208 [04:59<15:38,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 756/3208 [05:00<18:21,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 758/3208 [05:01<19:36,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 759/3208 [05:01<16:23,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 760/3208 [05:02<19:08,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 762/3208 [05:02<14:07,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 763/3208 [05:03<24:20,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 764/3208 [05:04<24:41,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 766/3208 [05:04<18:04,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 767/3208 [05:04<15:14,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 768/3208 [05:05<19:49,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 769/3208 [05:05<24:04,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 771/3208 [05:06<18:58,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 772/3208 [05:07<22:20,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 773/3208 [05:07<18:18,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 774/3208 [05:07<18:56,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 775/3208 [05:07<14:38,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 777/3208 [05:08<12:20,  3.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 778/3208 [05:09<20:18,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 779/3208 [05:09<20:19,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 780/3208 [05:09<15:41,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 782/3208 [05:10<13:03,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 783/3208 [05:11<21:04,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 784/3208 [05:11<20:22,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 785/3208 [05:11<15:49,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 787/3208 [05:12<13:27,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 788/3208 [05:12<15:23,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 789/3208 [05:13<21:28,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 791/3208 [05:13<15:55,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 793/3208 [05:14<16:57,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 794/3208 [05:15<21:31,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 795/3208 [05:15<16:28,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 797/3208 [05:16<17:33,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 798/3208 [05:17<21:49,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 799/3208 [05:17<16:55,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 802/3208 [05:19<19:00,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 803/3208 [05:19<14:56,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 805/3208 [05:19<11:06,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 806/3208 [05:20<18:38,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 807/3208 [05:21<22:24,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 808/3208 [05:21<17:12,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 810/3208 [05:21<12:55,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 811/3208 [05:23<28:53,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 812/3208 [05:23<21:40,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 814/3208 [05:23<16:08,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 815/3208 [05:24<19:25,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 816/3208 [05:24<15:49,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 817/3208 [05:25<20:24,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 818/3208 [05:25<15:39,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 819/3208 [05:25<12:25,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 821/3208 [05:26<14:40,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 822/3208 [05:26<12:40,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 823/3208 [05:26<14:37,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 824/3208 [05:27<11:36,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 825/3208 [05:27<10:03,  3.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 826/3208 [05:28<18:29,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 827/3208 [05:28<15:21,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 828/3208 [05:28<16:47,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 829/3208 [05:29<12:59,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 830/3208 [05:30<22:17,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 831/3208 [05:30<18:00,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 832/3208 [05:30<19:00,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 834/3208 [05:32<20:22,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 835/3208 [05:32<16:41,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 836/3208 [05:32<18:03,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 838/3208 [05:34<19:37,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 839/3208 [05:34<16:05,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 840/3208 [05:34<18:52,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 841/3208 [05:35<23:55,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 842/3208 [05:35<18:54,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 843/3208 [05:36<15:27,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 844/3208 [05:36<17:13,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 845/3208 [05:37<18:21,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 846/3208 [05:37<20:38,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 847/3208 [05:38<16:39,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 848/3208 [05:38<18:01,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 849/3208 [05:38<15:23,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 850/3208 [05:39<12:59,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 851/3208 [05:39<18:17,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 852/3208 [05:40<21:16,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 853/3208 [05:40<17:43,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 854/3208 [05:40<14:54,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 855/3208 [05:41<11:47,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 856/3208 [05:41<15:43,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 857/3208 [05:42<19:19,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 858/3208 [05:42<16:35,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 859/3208 [05:42<14:20,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 860/3208 [05:43<18:41,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 861/3208 [05:44<18:44,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 862/3208 [05:44<21:30,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 863/3208 [05:45<17:58,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 864/3208 [05:46<23:52,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 865/3208 [05:46<19:15,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 866/3208 [05:46<19:29,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 867/3208 [05:47<16:23,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 868/3208 [05:48<22:48,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 869/3208 [05:48<24:42,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 870/3208 [05:48<19:50,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 872/3208 [05:49<19:30,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 873/3208 [05:50<16:17,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 874/3208 [05:50<17:25,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 875/3208 [05:50<14:45,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 876/3208 [05:51<21:36,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 877/3208 [05:52<17:42,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 878/3208 [05:52<18:24,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 879/3208 [05:52<15:35,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 880/3208 [05:52<12:13,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 881/3208 [05:53<18:30,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 882/3208 [05:54<15:20,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 883/3208 [05:54<16:53,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 884/3208 [05:54<14:33,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 885/3208 [05:56<29:54,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 886/3208 [05:56<23:54,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 887/3208 [05:57<24:56,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 888/3208 [05:57<22:28,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 889/3208 [05:58<24:53,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 890/3208 [05:59<25:35,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 891/3208 [06:00<32:04,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 892/3208 [06:00<25:24,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 893/3208 [06:01<23:00,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 894/3208 [06:01<21:12,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 895/3208 [06:02<23:51,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 896/3208 [06:03<24:48,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 897/3208 [06:03<22:43,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 898/3208 [06:04<24:41,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 899/3208 [06:04<21:20,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 900/3208 [06:05<18:57,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 901/3208 [06:05<18:58,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 902/3208 [06:06<20:17,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 903/3208 [06:06<15:36,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 904/3208 [06:07<19:02,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 905/3208 [06:07<16:20,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 906/3208 [06:07<14:12,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 907/3208 [06:09<26:30,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 908/3208 [06:09<21:20,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 909/3208 [06:09<17:57,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 910/3208 [06:10<17:49,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 911/3208 [06:10<14:08,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 913/3208 [06:10<14:36,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 914/3208 [06:11<12:56,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 915/3208 [06:11<11:53,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 917/3208 [06:12<13:50,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 918/3208 [06:13<17:51,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 919/3208 [06:13<15:24,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 921/3208 [06:14<14:22,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 922/3208 [06:14<14:02,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 923/3208 [06:15<17:47,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 924/3208 [06:15<15:40,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 926/3208 [06:16<16:33,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 927/3208 [06:16<19:12,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 928/3208 [06:17<16:44,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 930/3208 [06:17<15:13,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 932/3208 [06:18<14:19,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 933/3208 [06:19<17:37,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 934/3208 [06:19<16:27,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 935/3208 [06:19<14:25,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 936/3208 [06:20<17:52,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 937/3208 [06:21<23:53,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 938/3208 [06:21<19:44,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 940/3208 [06:22<17:49,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 941/3208 [06:23<23:25,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 942/3208 [06:23<19:19,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 943/3208 [06:24<21:27,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 945/3208 [06:25<20:27,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 947/3208 [06:25<15:47,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 949/3208 [06:26<15:00,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 950/3208 [06:27<21:23,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 951/3208 [06:27<16:26,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 952/3208 [06:27<13:00,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 953/3208 [06:28<17:00,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 954/3208 [06:29<22:43,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 955/3208 [06:29<18:02,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 956/3208 [06:31<32:07,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 957/3208 [06:31<25:24,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 959/3208 [06:33<28:52,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 961/3208 [06:35<29:21,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 962/3208 [06:35<24:10,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 963/3208 [06:37<38:47,  1.04s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 965/3208 [06:38<36:02,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 966/3208 [06:39<29:16,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 967/3208 [06:40<38:06,  1.02s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 968/3208 [06:41<30:11,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 969/3208 [06:42<39:13,  1.05s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 970/3208 [06:43<32:21,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 971/3208 [06:44<39:17,  1.05s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 972/3208 [06:45<31:10,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 973/3208 [06:45<23:00,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 974/3208 [06:46<32:43,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 975/3208 [06:47<29:15,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 976/3208 [06:48<35:35,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 977/3208 [06:49<30:16,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 978/3208 [06:50<37:18,  1.00s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 979/3208 [06:51<32:58,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 980/3208 [06:51<26:55,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 981/3208 [06:52<29:32,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 982/3208 [06:52<24:47,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 983/3208 [06:54<34:39,  1.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 984/3208 [06:54<31:39,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 985/3208 [06:55<25:28,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 986/3208 [06:56<35:19,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 987/3208 [06:57<28:38,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 988/3208 [06:58<30:48,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 989/3208 [06:58<26:54,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 990/3208 [06:58<21:20,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 991/3208 [06:59<23:06,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 992/3208 [07:00<25:45,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 994/3208 [07:00<19:32,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 996/3208 [07:01<18:00,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 997/3208 [07:02<17:54,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 998/3208 [07:02<20:29,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 999/3208 [07:02<16:59,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 1000/3208 [07:03<22:34,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 1001/3208 [07:04<23:49,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 1002/3208 [07:05<30:02,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 1003/3208 [07:06<29:00,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 1004/3208 [07:06<23:00,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 1005/3208 [07:08<31:15,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 1006/3208 [07:08<25:14,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 1008/3208 [07:08<19:05,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 1009/3208 [07:09<21:06,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 1010/3208 [07:10<28:37,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1011/3208 [07:11<27:27,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1012/3208 [07:12<29:50,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1013/3208 [07:12<22:03,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1014/3208 [07:12<17:37,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1015/3208 [07:14<30:15,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1016/3208 [07:14<22:25,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1017/3208 [07:14<17:40,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1018/3208 [07:15<19:41,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1019/3208 [07:15<17:03,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1020/3208 [07:15<15:56,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1021/3208 [07:16<14:28,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1022/3208 [07:16<11:25,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1023/3208 [07:17<17:14,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1024/3208 [07:17<15:18,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1025/3208 [07:18<19:40,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1026/3208 [07:19<22:36,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1027/3208 [07:19<19:20,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1028/3208 [07:20<22:41,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1029/3208 [07:21<24:11,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1030/3208 [07:22<27:22,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1031/3208 [07:23<29:42,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1032/3208 [07:23<25:17,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1033/3208 [07:23<20:35,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1034/3208 [07:24<17:33,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1035/3208 [07:24<15:09,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1036/3208 [07:24<18:14,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1037/3208 [07:25<17:53,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1038/3208 [07:25<18:03,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1039/3208 [07:26<15:29,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1040/3208 [07:26<13:54,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1041/3208 [07:27<25:05,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 1042/3208 [07:28<19:59,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1043/3208 [07:28<17:38,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1044/3208 [07:28<16:38,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1045/3208 [07:29<22:01,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1046/3208 [07:30<17:52,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1047/3208 [07:31<27:27,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1048/3208 [07:31<22:35,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1049/3208 [07:32<18:33,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1050/3208 [07:32<17:23,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1051/3208 [07:33<25:49,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1052/3208 [07:33<21:08,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1053/3208 [07:34<19:03,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1054/3208 [07:34<16:21,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1055/3208 [07:34<14:49,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1056/3208 [07:36<27:43,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1057/3208 [07:36<23:11,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1058/3208 [07:38<33:09,  1.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1059/3208 [07:38<27:24,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1060/3208 [07:39<22:01,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1061/3208 [07:39<18:43,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1062/3208 [07:39<17:28,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1063/3208 [07:40<15:26,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1064/3208 [07:41<24:04,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1065/3208 [07:41<21:22,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1066/3208 [07:42<17:54,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1067/3208 [07:42<15:23,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1068/3208 [07:42<15:27,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1069/3208 [07:44<31:37,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1070/3208 [07:45<32:34,  1.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1071/3208 [07:45<25:11,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1072/3208 [07:46<20:51,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1073/3208 [07:46<19:24,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 1074/3208 [07:46<15:54,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 1075/3208 [07:47<19:13,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 1076/3208 [07:49<34:01,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 1077/3208 [07:49<25:49,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 1078/3208 [07:50<21:32,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 1079/3208 [07:51<30:09,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 1080/3208 [07:52<31:28,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 1081/3208 [07:53<34:05,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 1082/3208 [07:54<27:24,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1083/3208 [07:54<24:08,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1084/3208 [07:54<18:53,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1085/3208 [07:55<21:27,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1086/3208 [07:57<35:30,  1.00s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1087/3208 [07:57<26:34,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1088/3208 [07:57<22:22,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1089/3208 [07:58<20:25,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1090/3208 [07:59<24:33,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1091/3208 [08:00<27:28,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1092/3208 [08:01<29:33,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1093/3208 [08:01<22:08,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1094/3208 [08:01<19:31,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1095/3208 [08:02<19:59,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1096/3208 [08:03<22:47,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1097/3208 [08:05<37:23,  1.06s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1098/3208 [08:05<30:32,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1099/3208 [08:07<36:32,  1.04s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1101/3208 [08:07<28:09,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1102/3208 [08:09<34:50,  1.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1104/3208 [08:09<26:57,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1105/3208 [08:10<24:48,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 1106/3208 [08:11<26:48,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1108/3208 [08:12<29:03,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1109/3208 [08:13<24:56,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1110/3208 [08:14<33:19,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1112/3208 [08:15<25:25,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1113/3208 [08:16<33:45,  1.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1115/3208 [08:17<25:41,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1116/3208 [08:17<24:32,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1117/3208 [08:18<26:44,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1119/3208 [08:20<28:47,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1121/3208 [08:21<22:09,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 1122/3208 [08:22<31:41,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 1124/3208 [08:24<32:17,  1.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 1126/3208 [08:24<24:29,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 1127/3208 [08:25<24:50,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 1128/3208 [08:26<26:01,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 1130/3208 [08:27<23:25,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 1131/3208 [08:28<26:35,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 1132/3208 [08:28<21:35,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 1133/3208 [08:29<22:00,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 1135/3208 [08:30<20:29,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 1137/3208 [08:31<19:23,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1139/3208 [08:33<23:39,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1141/3208 [08:33<17:36,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1142/3208 [08:34<20:20,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1143/3208 [08:35<24:19,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1145/3208 [08:36<21:58,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1146/3208 [08:36<17:37,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1147/3208 [08:37<19:58,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1149/3208 [08:38<18:55,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1150/3208 [08:39<23:08,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1152/3208 [08:40<21:08,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1153/3208 [08:40<17:14,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1154/3208 [08:40<14:34,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1155/3208 [08:41<19:40,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1157/3208 [08:43<21:56,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1158/3208 [08:43<19:17,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1159/3208 [08:44<23:21,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1160/3208 [08:45<22:39,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 1161/3208 [08:45<19:23,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 1163/3208 [08:47<23:24,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 1164/3208 [08:48<25:04,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 1165/3208 [08:48<18:40,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 1166/3208 [08:49<20:01,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 1167/3208 [08:49<16:52,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 1168/3208 [08:49<13:12,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 1169/3208 [08:50<17:39,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 1170/3208 [08:50<19:11,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1171/3208 [08:51<16:24,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1172/3208 [08:52<20:44,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1174/3208 [08:52<15:45,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1175/3208 [08:52<15:49,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1176/3208 [08:53<14:11,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1177/3208 [08:54<19:11,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1179/3208 [08:54<17:00,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1180/3208 [08:55<14:59,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1181/3208 [08:56<20:14,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1182/3208 [08:56<17:03,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1183/3208 [08:58<28:35,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1185/3208 [08:58<23:23,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1186/3208 [08:58<19:18,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1187/3208 [08:59<23:14,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1188/3208 [09:00<20:04,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1189/3208 [09:00<16:59,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1190/3208 [09:00<14:52,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1191/3208 [09:01<20:08,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1192/3208 [09:01<15:12,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1193/3208 [09:02<19:15,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1194/3208 [09:03<23:12,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1195/3208 [09:04<20:33,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1197/3208 [09:04<15:38,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1198/3208 [09:05<24:56,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1199/3208 [09:06<21:08,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1200/3208 [09:06<16:28,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1201/3208 [09:07<25:47,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 1202/3208 [09:08<20:50,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1203/3208 [09:09<31:10,  1.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1204/3208 [09:10<24:33,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1206/3208 [09:10<18:23,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1207/3208 [09:11<27:00,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1208/3208 [09:12<22:22,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1209/3208 [09:12<17:22,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1210/3208 [09:13<29:04,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1212/3208 [09:14<21:28,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1213/3208 [09:15<29:14,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1214/3208 [09:15<23:54,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1215/3208 [09:16<18:19,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1216/3208 [09:17<27:01,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1217/3208 [09:17<21:44,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1219/3208 [09:18<16:18,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1220/3208 [09:19<25:30,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1221/3208 [09:19<21:15,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1222/3208 [09:19<16:33,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1223/3208 [09:21<25:40,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1224/3208 [09:21<21:18,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1225/3208 [09:21<16:36,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1226/3208 [09:23<25:41,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1227/3208 [09:23<21:13,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1228/3208 [09:23<16:36,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1229/3208 [09:24<21:07,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1230/3208 [09:25<19:24,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1231/3208 [09:25<15:21,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1233/3208 [09:25<11:24,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1234/3208 [09:26<17:27,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 1235/3208 [09:26<14:02,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 1236/3208 [09:27<16:21,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 1237/3208 [09:27<12:33,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 1238/3208 [09:27<10:37,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 1239/3208 [09:28<14:00,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 1240/3208 [09:28<10:50,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 1241/3208 [09:28<09:26,  3.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 1242/3208 [09:29<13:15,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1244/3208 [09:29<10:40,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1245/3208 [09:30<14:16,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1247/3208 [09:30<11:18,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1248/3208 [09:31<15:28,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1249/3208 [09:31<12:45,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1250/3208 [09:32<15:53,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1252/3208 [09:32<12:21,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1253/3208 [09:33<15:43,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1256/3208 [09:33<11:46,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1257/3208 [09:34<15:47,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1258/3208 [09:34<12:54,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1259/3208 [09:34<11:49,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1260/3208 [09:35<12:33,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1262/3208 [09:35<11:20,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1263/3208 [09:36<12:13,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1264/3208 [09:36<13:39,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 1265/3208 [09:37<13:58,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1268/3208 [09:37<11:25,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1269/3208 [09:38<20:49,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1270/3208 [09:39<15:42,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1271/3208 [09:39<15:53,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1272/3208 [09:40<20:33,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1273/3208 [09:40<17:59,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1275/3208 [09:41<13:14,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1276/3208 [09:41<13:48,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1277/3208 [09:41<13:22,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1278/3208 [09:42<15:10,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1279/3208 [09:42<14:17,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1281/3208 [09:43<12:56,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 1282/3208 [09:43<12:35,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1284/3208 [09:44<11:46,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1285/3208 [09:44<11:37,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1287/3208 [09:44<08:38,  3.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1288/3208 [09:45<10:53,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1289/3208 [09:45<09:56,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1290/3208 [09:45<08:07,  3.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1292/3208 [09:45<06:15,  5.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1293/3208 [09:46<11:18,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1294/3208 [09:46<09:04,  3.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1295/3208 [09:47<10:56,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1296/3208 [09:47<12:31,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1297/3208 [09:48<13:07,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1298/3208 [09:48<14:01,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 1299/3208 [09:49<14:12,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1300/3208 [09:49<13:27,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1301/3208 [09:49<12:14,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1302/3208 [09:50<11:23,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1303/3208 [09:50<12:52,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1304/3208 [09:51<13:20,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1305/3208 [09:51<12:47,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1306/3208 [09:52<14:38,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1307/3208 [09:52<15:04,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1308/3208 [09:53<14:51,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1309/3208 [09:53<13:53,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1310/3208 [09:53<11:04,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1311/3208 [09:53<09:31,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1312/3208 [09:53<09:08,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1313/3208 [09:54<11:16,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1314/3208 [09:54<12:06,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1315/3208 [09:55<12:16,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1316/3208 [09:55<09:40,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1317/3208 [09:55<10:59,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1318/3208 [09:56<12:35,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1319/3208 [09:56<12:59,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1320/3208 [09:57<13:07,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1322/3208 [09:57<10:35,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 1323/3208 [09:57<09:37,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 1324/3208 [09:58<15:51,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 1325/3208 [09:59<16:05,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 1326/3208 [09:59<15:34,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 1327/3208 [10:00<20:01,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 1328/3208 [10:01<18:01,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 1330/3208 [10:01<13:57,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 1331/3208 [10:01<12:05,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1332/3208 [10:02<12:30,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1334/3208 [10:02<11:13,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1335/3208 [10:02<09:03,  3.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1336/3208 [10:03<09:38,  3.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1337/3208 [10:03<12:30,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1338/3208 [10:04<11:58,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1340/3208 [10:04<11:17,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1341/3208 [10:05<11:02,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1342/3208 [10:05<10:07,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1343/3208 [10:06<13:40,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1345/3208 [10:06<12:29,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1346/3208 [10:07<11:51,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1347/3208 [10:07<14:10,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1348/3208 [10:07<13:04,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1350/3208 [10:08<12:02,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1351/3208 [10:08<11:45,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1352/3208 [10:09<11:03,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1353/3208 [10:09<10:31,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1354/3208 [10:09<10:52,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1356/3208 [10:10<10:19,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1357/3208 [10:11<13:23,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1358/3208 [10:11<15:51,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1360/3208 [10:13<16:50,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1361/3208 [10:13<18:15,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 1363/3208 [10:14<15:27,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1364/3208 [10:14<14:22,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1365/3208 [10:15<12:37,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1366/3208 [10:15<15:10,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1368/3208 [10:16<11:58,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1369/3208 [10:17<17:28,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1370/3208 [10:17<18:20,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1371/3208 [10:18<15:51,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1372/3208 [10:18<14:14,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1373/3208 [10:18<12:39,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1374/3208 [10:19<17:40,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1376/3208 [10:20<13:56,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1377/3208 [10:20<15:21,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1378/3208 [10:21<19:57,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1379/3208 [10:21<16:46,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1380/3208 [10:22<15:57,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1381/3208 [10:22<12:29,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1382/3208 [10:23<20:49,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1383/3208 [10:24<19:23,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1385/3208 [10:25<18:36,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1386/3208 [10:26<21:01,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1387/3208 [10:27<24:15,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1388/3208 [10:27<19:56,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1389/3208 [10:28<18:53,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1391/3208 [10:30<21:55,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1392/3208 [10:31<25:14,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1393/3208 [10:32<25:11,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 1395/3208 [10:34<26:23,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 1396/3208 [10:35<28:32,  1.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 1397/3208 [10:35<22:37,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 1398/3208 [10:36<20:36,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 1400/3208 [10:37<19:24,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 1401/3208 [10:37<20:57,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 1402/3208 [10:39<24:43,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 1403/3208 [10:39<24:37,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1404/3208 [10:40<18:29,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1405/3208 [10:41<29:09,  1.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1406/3208 [10:42<30:28,  1.01s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1407/3208 [10:43<23:56,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1408/3208 [10:43<21:33,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1409/3208 [10:43<16:09,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1410/3208 [10:45<27:36,  1.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1411/3208 [10:47<32:17,  1.08s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1412/3208 [10:47<26:55,  1.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1413/3208 [10:47<19:58,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1414/3208 [10:49<30:02,  1.00s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1415/3208 [10:49<22:18,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1416/3208 [10:50<22:57,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1417/3208 [10:50<18:03,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1418/3208 [10:51<15:36,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1419/3208 [10:51<14:36,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1420/3208 [10:51<11:33,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1421/3208 [10:53<24:01,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1422/3208 [10:53<18:07,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1423/3208 [10:54<19:57,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1424/3208 [10:54<15:59,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1425/3208 [10:55<19:05,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1426/3208 [10:56<20:51,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 1427/3208 [10:56<19:42,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1428/3208 [10:57<18:18,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1429/3208 [10:58<20:27,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1430/3208 [10:58<15:14,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1432/3208 [10:59<14:31,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1433/3208 [11:00<18:50,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1435/3208 [11:00<15:38,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1436/3208 [11:01<14:43,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1437/3208 [11:02<18:52,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1439/3208 [11:02<13:53,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1440/3208 [11:03<16:54,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1441/3208 [11:04<20:22,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 1443/3208 [11:04<16:42,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1444/3208 [11:06<23:49,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1445/3208 [11:06<18:00,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1446/3208 [11:07<28:20,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1448/3208 [11:08<22:28,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1449/3208 [11:09<27:21,  1.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1450/3208 [11:10<20:23,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1451/3208 [11:10<21:28,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1452/3208 [11:11<23:27,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1454/3208 [11:12<19:18,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1455/3208 [11:12<16:07,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1456/3208 [11:13<19:06,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1457/3208 [11:13<15:23,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1458/3208 [11:14<15:26,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 1459/3208 [11:14<12:31,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1460/3208 [11:15<18:07,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1461/3208 [11:15<13:48,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1462/3208 [11:16<14:43,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1463/3208 [11:16<11:32,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1464/3208 [11:17<16:35,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1465/3208 [11:18<19:08,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1466/3208 [11:18<14:18,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1467/3208 [11:19<18:23,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1468/3208 [11:19<13:47,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1469/3208 [11:19<10:52,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1470/3208 [11:20<12:58,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1471/3208 [11:20<10:00,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1472/3208 [11:21<16:12,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1473/3208 [11:22<18:12,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1475/3208 [11:23<17:14,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1476/3208 [11:23<14:15,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1477/3208 [11:24<15:40,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1479/3208 [11:25<15:23,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1480/3208 [11:25<11:53,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1481/3208 [11:25<09:15,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 1482/3208 [11:26<12:24,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 1484/3208 [11:27<13:04,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 1485/3208 [11:28<17:10,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 1487/3208 [11:29<16:12,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 1489/3208 [11:29<11:58,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 1491/3208 [11:30<11:52,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1493/3208 [11:31<12:31,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1494/3208 [11:32<16:56,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1496/3208 [11:33<15:59,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1497/3208 [11:33<12:23,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1498/3208 [11:33<10:00,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1499/3208 [11:33<12:44,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1501/3208 [11:34<13:04,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1503/3208 [11:35<09:39,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1504/3208 [11:35<08:32,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1505/3208 [11:35<12:01,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1506/3208 [11:36<10:49,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1507/3208 [11:36<12:43,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1509/3208 [11:37<12:58,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1510/3208 [11:37<10:00,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1511/3208 [11:38<09:36,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1512/3208 [11:38<11:21,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1513/3208 [11:38<08:54,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1514/3208 [11:39<13:26,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1515/3208 [11:40<13:16,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1516/3208 [11:40<13:34,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1517/3208 [11:40<10:32,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1518/3208 [11:41<10:13,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1519/3208 [11:41<11:23,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1520/3208 [11:42<16:04,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1521/3208 [11:42<12:32,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1522/3208 [11:43<11:37,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 1523/3208 [11:43<12:07,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1524/3208 [11:44<18:24,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1525/3208 [11:45<15:09,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1526/3208 [11:45<14:34,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1527/3208 [11:46<19:51,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1528/3208 [11:47<20:21,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1529/3208 [11:48<22:18,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1530/3208 [11:48<18:15,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1531/3208 [11:48<14:30,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1532/3208 [11:50<21:52,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1533/3208 [11:50<17:18,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1534/3208 [11:52<26:12,  1.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1535/3208 [11:52<21:26,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1536/3208 [11:52<16:21,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1537/3208 [11:54<23:05,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1538/3208 [11:54<18:30,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1539/3208 [11:55<18:37,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1540/3208 [11:56<24:18,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1541/3208 [11:56<18:20,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1542/3208 [11:57<16:15,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1543/3208 [11:58<22:00,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1544/3208 [11:58<17:31,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1545/3208 [11:59<15:31,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1546/3208 [12:00<22:35,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1547/3208 [12:00<16:57,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1548/3208 [12:00<15:06,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1549/3208 [12:01<18:34,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1550/3208 [12:02<15:35,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1551/3208 [12:02<13:15,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1552/3208 [12:03<20:12,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1553/3208 [12:04<16:48,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 1554/3208 [12:04<13:52,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 1556/3208 [12:06<17:53,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 1557/3208 [12:07<23:08,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 1558/3208 [12:08<18:55,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 1559/3208 [12:08<15:50,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 1560/3208 [12:10<26:58,  1.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 1561/3208 [12:12<34:46,  1.27s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 1563/3208 [12:14<32:14,  1.18s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1564/3208 [12:15<30:28,  1.11s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1565/3208 [12:15<23:40,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1566/3208 [12:15<19:41,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1567/3208 [12:16<17:31,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1568/3208 [12:17<18:52,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1569/3208 [12:17<21:02,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1570/3208 [12:19<24:53,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1571/3208 [12:19<20:56,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1572/3208 [12:19<16:43,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1573/3208 [12:20<13:22,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1574/3208 [12:21<23:32,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1575/3208 [12:22<18:02,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1576/3208 [12:23<24:48,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1577/3208 [12:23<19:36,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1578/3208 [12:23<14:59,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1579/3208 [12:25<25:05,  1.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1580/3208 [12:25<18:48,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1581/3208 [12:26<20:54,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1582/3208 [12:27<18:57,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1583/3208 [12:27<15:37,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1584/3208 [12:27<12:19,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1585/3208 [12:29<23:00,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1586/3208 [12:29<17:27,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 1587/3208 [12:30<18:51,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1589/3208 [12:31<15:43,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1590/3208 [12:31<13:52,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1591/3208 [12:31<10:50,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1592/3208 [12:33<19:04,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1593/3208 [12:33<16:33,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1594/3208 [12:33<12:28,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1595/3208 [12:35<23:27,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1596/3208 [12:35<17:18,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1597/3208 [12:37<23:30,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1598/3208 [12:37<19:43,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1599/3208 [12:37<14:41,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1600/3208 [12:38<17:07,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1602/3208 [12:38<12:25,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 1603/3208 [12:39<16:24,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1604/3208 [12:40<18:24,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1605/3208 [12:40<13:41,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1606/3208 [12:40<13:18,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1607/3208 [12:41<13:27,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1608/3208 [12:42<16:20,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1610/3208 [12:42<11:49,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1611/3208 [12:43<16:00,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1612/3208 [12:44<18:05,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1613/3208 [12:44<13:33,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1614/3208 [12:44<13:03,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1616/3208 [12:45<10:47,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1618/3208 [12:45<09:29,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 1619/3208 [12:46<10:31,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1621/3208 [12:46<09:24,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1622/3208 [12:47<10:11,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1623/3208 [12:47<10:58,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1625/3208 [12:48<11:31,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1627/3208 [12:49<11:53,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1629/3208 [12:50<10:13,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1630/3208 [12:51<18:31,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1632/3208 [12:52<16:56,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1634/3208 [12:53<15:28,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1635/3208 [12:53<12:43,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1636/3208 [12:54<15:07,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1637/3208 [12:55<18:08,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1638/3208 [12:55<14:08,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1639/3208 [12:56<15:54,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1641/3208 [12:57<14:57,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1642/3208 [12:57<12:02,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1643/3208 [12:57<09:50,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 1644/3208 [12:58<11:17,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 1646/3208 [12:59<11:44,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 1647/3208 [12:59<09:58,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 1648/3208 [13:00<12:32,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 1649/3208 [13:00<10:56,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 1650/3208 [13:01<13:13,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 1651/3208 [13:01<11:18,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 1652/3208 [13:01<08:44,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1653/3208 [13:02<10:30,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1654/3208 [13:02<09:39,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1655/3208 [13:03<12:14,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1656/3208 [13:04<15:48,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1657/3208 [13:04<13:20,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1658/3208 [13:05<14:49,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1659/3208 [13:05<12:21,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1661/3208 [13:06<11:14,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1662/3208 [13:06<10:07,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1663/3208 [13:07<12:34,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1664/3208 [13:07<10:49,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1665/3208 [13:07<11:21,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1666/3208 [13:08<15:28,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1667/3208 [13:08<12:23,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1668/3208 [13:09<11:36,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1669/3208 [13:09<12:20,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1670/3208 [13:10<14:48,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1671/3208 [13:10<11:49,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1672/3208 [13:12<21:35,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1673/3208 [13:12<16:34,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1674/3208 [13:13<14:38,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1675/3208 [13:13<13:12,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1676/3208 [13:13<10:24,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1677/3208 [13:14<13:41,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1678/3208 [13:14<10:46,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1679/3208 [13:15<13:52,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1680/3208 [13:15<10:29,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1681/3208 [13:16<14:00,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1682/3208 [13:16<10:43,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1683/3208 [13:17<10:32,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 1684/3208 [13:17<10:45,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1686/3208 [13:18<11:11,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1687/3208 [13:18<08:43,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1688/3208 [13:19<12:32,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1690/3208 [13:20<12:26,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1691/3208 [13:20<09:31,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1692/3208 [13:20<10:09,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1693/3208 [13:21<10:10,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1696/3208 [13:21<08:20,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1697/3208 [13:22<10:06,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1698/3208 [13:22<10:05,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1699/3208 [13:23<11:20,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1700/3208 [13:23<10:55,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1701/3208 [13:24<11:58,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1702/3208 [13:24<12:34,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1703/3208 [13:25<11:52,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1704/3208 [13:25<11:23,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1705/3208 [13:26<12:10,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1706/3208 [13:27<15:44,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1707/3208 [13:27<14:05,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1708/3208 [13:28<14:15,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1709/3208 [13:28<14:19,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1710/3208 [13:29<12:49,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1711/3208 [13:29<11:52,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1712/3208 [13:30<12:40,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1714/3208 [13:31<13:51,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 1715/3208 [13:32<14:06,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 1717/3208 [13:32<12:06,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 1718/3208 [13:33<11:13,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 1719/3208 [13:33<10:31,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 1720/3208 [13:34<11:48,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 1722/3208 [13:34<10:27,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 1723/3208 [13:35<10:16,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 1724/3208 [13:35<09:47,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1725/3208 [13:35<11:12,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1727/3208 [13:36<10:01,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1729/3208 [13:37<09:49,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1730/3208 [13:37<11:12,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1731/3208 [13:38<10:39,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1732/3208 [13:38<09:42,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1733/3208 [13:38<08:51,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1734/3208 [13:39<09:01,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1735/3208 [13:39<10:37,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1736/3208 [13:40<10:13,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1737/3208 [13:40<08:32,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1738/3208 [13:40<06:49,  3.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1739/3208 [13:41<09:40,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1740/3208 [13:41<10:00,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1741/3208 [13:42<10:55,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1742/3208 [13:43<18:00,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1743/3208 [13:43<13:57,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1744/3208 [13:44<12:19,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1745/3208 [13:44<09:44,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1746/3208 [13:45<15:58,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1747/3208 [13:45<12:27,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 1748/3208 [13:46<11:15,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1749/3208 [13:47<18:19,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1750/3208 [13:47<13:59,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1751/3208 [13:48<12:28,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1752/3208 [13:48<09:40,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1753/3208 [13:49<12:51,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1754/3208 [13:49<12:14,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1755/3208 [13:49<09:39,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1756/3208 [13:49<09:26,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1757/3208 [13:50<09:58,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1758/3208 [13:50<10:37,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1759/3208 [13:51<10:54,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1760/3208 [13:51<08:30,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1761/3208 [13:51<08:35,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1762/3208 [13:52<06:52,  3.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1763/3208 [13:52<07:24,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 1764/3208 [13:53<13:11,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1765/3208 [13:53<11:50,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1766/3208 [13:54<11:31,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1767/3208 [13:54<11:59,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1768/3208 [13:55<12:28,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1769/3208 [13:55<12:02,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1770/3208 [13:56<10:56,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1771/3208 [13:56<08:43,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1772/3208 [13:56<09:17,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1773/3208 [13:57<10:15,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1774/3208 [13:58<12:59,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1775/3208 [13:58<13:33,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1776/3208 [13:59<11:55,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1777/3208 [13:59<09:25,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1778/3208 [13:59<09:57,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1779/3208 [14:00<09:30,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 1780/3208 [14:00<11:18,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1781/3208 [14:01<10:16,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1782/3208 [14:01<08:04,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1783/3208 [14:03<18:45,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1785/3208 [14:03<15:11,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1786/3208 [14:04<18:07,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1787/3208 [14:05<14:58,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1788/3208 [14:06<22:14,  1.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1789/3208 [14:06<17:44,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1791/3208 [14:07<14:23,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1792/3208 [14:08<20:08,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1793/3208 [14:10<25:36,  1.09s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1794/3208 [14:10<19:57,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1796/3208 [14:11<15:56,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1797/3208 [14:12<18:47,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1798/3208 [14:12<15:35,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1799/3208 [14:13<14:40,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1800/3208 [14:13<13:17,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1801/3208 [14:14<13:43,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1802/3208 [14:14<11:38,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1803/3208 [14:15<12:35,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 1804/3208 [14:15<11:29,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 1805/3208 [14:16<12:27,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 1806/3208 [14:16<10:46,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 1807/3208 [14:17<14:43,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 1808/3208 [14:18<14:34,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 1809/3208 [14:18<12:18,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 1811/3208 [14:19<11:06,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 1812/3208 [14:19<09:52,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1813/3208 [14:20<11:12,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1814/3208 [14:20<09:55,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1816/3208 [14:21<10:17,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1818/3208 [14:22<09:36,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1819/3208 [14:22<08:58,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1820/3208 [14:23<11:16,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1821/3208 [14:23<09:13,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1823/3208 [14:24<08:52,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1824/3208 [14:24<08:01,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1825/3208 [14:25<12:17,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1827/3208 [14:26<11:55,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1828/3208 [14:26<12:28,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1829/3208 [14:27<10:18,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1830/3208 [14:27<08:57,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1831/3208 [14:27<07:30,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1832/3208 [14:28<08:16,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1833/3208 [14:28<09:24,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1834/3208 [14:28<08:39,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1835/3208 [14:29<10:37,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1836/3208 [14:30<10:32,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1837/3208 [14:30<10:53,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1838/3208 [14:30<09:41,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1839/3208 [14:31<08:41,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1840/3208 [14:31<08:42,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1841/3208 [14:31<09:21,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1842/3208 [14:32<09:53,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1843/3208 [14:32<08:55,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 1844/3208 [14:33<10:53,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1845/3208 [14:33<11:02,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1846/3208 [14:34<11:03,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1847/3208 [14:35<14:24,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1848/3208 [14:35<13:24,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1849/3208 [14:36<12:37,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1850/3208 [14:36<10:32,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1851/3208 [14:37<12:13,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1852/3208 [14:38<15:05,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1853/3208 [14:38<14:25,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1854/3208 [14:39<12:46,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1855/3208 [14:39<12:41,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1856/3208 [14:40<11:39,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1857/3208 [14:40<09:58,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1858/3208 [14:41<11:39,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1859/3208 [14:42<14:39,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1860/3208 [14:42<13:30,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1861/3208 [14:43<16:00,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1862/3208 [14:43<12:03,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1863/3208 [14:44<12:37,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1864/3208 [14:44<10:17,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1865/3208 [14:45<10:26,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1866/3208 [14:46<13:43,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1867/3208 [14:46<12:51,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1868/3208 [14:46<10:39,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1869/3208 [14:46<09:02,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1870/3208 [14:47<10:50,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1871/3208 [14:48<11:38,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1872/3208 [14:48<12:29,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1873/3208 [14:49<14:22,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1874/3208 [14:50<16:17,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1875/3208 [14:51<17:29,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 1876/3208 [14:52<15:47,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 1877/3208 [14:53<20:53,  1.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 1878/3208 [14:54<17:36,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 1879/3208 [14:54<16:26,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 1880/3208 [14:55<17:12,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 1882/3208 [14:56<13:34,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 1883/3208 [14:57<19:13,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 1884/3208 [14:57<16:28,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1885/3208 [14:58<16:20,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1886/3208 [14:59<16:17,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1888/3208 [14:59<12:54,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1889/3208 [15:01<18:44,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1890/3208 [15:01<16:05,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1891/3208 [15:02<14:38,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1892/3208 [15:03<17:31,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1893/3208 [15:04<17:44,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1894/3208 [15:05<18:46,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1895/3208 [15:05<14:10,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1896/3208 [15:05<11:45,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1897/3208 [15:06<13:53,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1898/3208 [15:07<13:53,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1899/3208 [15:07<10:55,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1900/3208 [15:08<12:53,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1901/3208 [15:08<10:14,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1902/3208 [15:09<14:50,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1903/3208 [15:10<14:18,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1904/3208 [15:10<11:12,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1905/3208 [15:10<08:53,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1906/3208 [15:12<16:51,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1907/3208 [15:12<12:49,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 1908/3208 [15:13<16:21,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1909/3208 [15:14<16:38,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1910/3208 [15:14<12:43,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1911/3208 [15:16<19:47,  1.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1912/3208 [15:16<14:31,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1913/3208 [15:16<11:06,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1914/3208 [15:17<14:08,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1915/3208 [15:17<14:27,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1916/3208 [15:18<16:24,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1917/3208 [15:19<13:07,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1918/3208 [15:19<13:47,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1920/3208 [15:20<10:25,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1921/3208 [15:20<11:55,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1922/3208 [15:21<09:01,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1923/3208 [15:21<12:29,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 1924/3208 [15:22<14:56,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1925/3208 [15:23<11:31,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1926/3208 [15:23<12:31,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1927/3208 [15:23<09:25,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1928/3208 [15:24<07:24,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1929/3208 [15:24<10:31,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1930/3208 [15:25<08:25,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1931/3208 [15:25<09:27,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1932/3208 [15:25<08:54,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1933/3208 [15:26<10:05,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1934/3208 [15:27<13:12,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1935/3208 [15:27<10:19,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1936/3208 [15:28<12:15,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1937/3208 [15:28<11:06,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1938/3208 [15:29<11:22,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1939/3208 [15:29<09:03,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 1940/3208 [15:29<07:28,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1941/3208 [15:29<06:02,  3.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1942/3208 [15:30<09:42,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1943/3208 [15:30<07:25,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1944/3208 [15:31<09:18,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1945/3208 [15:31<07:37,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1946/3208 [15:31<06:12,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1947/3208 [15:32<10:26,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1948/3208 [15:33<11:27,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1949/3208 [15:34<15:24,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1951/3208 [15:35<13:06,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1952/3208 [15:35<10:20,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1953/3208 [15:35<08:07,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1954/3208 [15:36<11:02,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1955/3208 [15:36<08:29,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1956/3208 [15:37<09:50,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1957/3208 [15:37<08:04,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1958/3208 [15:37<06:40,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1959/3208 [15:39<14:29,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1960/3208 [15:39<11:35,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1961/3208 [15:39<08:54,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1962/3208 [15:40<11:33,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1963/3208 [15:40<08:46,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 1964/3208 [15:41<09:56,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 1965/3208 [15:41<08:31,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 1966/3208 [15:42<12:35,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 1967/3208 [15:43<12:49,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 1968/3208 [15:43<10:27,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 1970/3208 [15:44<09:37,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 1971/3208 [15:44<07:54,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 1972/3208 [15:44<06:14,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1973/3208 [15:45<09:54,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1975/3208 [15:46<09:14,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1976/3208 [15:47<13:47,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1978/3208 [15:48<12:03,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1979/3208 [15:48<09:10,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1980/3208 [15:49<12:37,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1982/3208 [15:50<11:24,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1983/3208 [15:50<09:24,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1984/3208 [15:52<17:02,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1986/3208 [15:52<12:37,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1987/3208 [15:53<14:26,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1989/3208 [15:53<12:27,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1991/3208 [15:54<09:27,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1992/3208 [15:55<12:21,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1994/3208 [15:55<10:52,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1996/3208 [15:56<08:21,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1997/3208 [15:57<11:31,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 1999/3208 [15:57<10:16,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 2001/3208 [15:58<07:56,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 2002/3208 [15:58<09:49,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 2003/3208 [15:58<08:15,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▎   | 2005/3208 [15:59<07:58,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2007/3208 [16:00<06:25,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2008/3208 [16:00<08:40,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2009/3208 [16:00<07:20,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2010/3208 [16:01<09:42,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2012/3208 [16:01<07:39,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2013/3208 [16:02<10:33,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2014/3208 [16:03<12:13,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2016/3208 [16:03<09:21,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2017/3208 [16:04<10:45,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2018/3208 [16:04<08:26,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2019/3208 [16:05<10:40,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2020/3208 [16:05<09:08,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2021/3208 [16:06<10:26,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2023/3208 [16:06<07:48,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2024/3208 [16:07<11:55,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2025/3208 [16:08<12:19,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2027/3208 [16:08<09:06,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2028/3208 [16:09<12:48,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2029/3208 [16:10<13:03,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2031/3208 [16:10<09:33,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2032/3208 [16:11<11:33,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2033/3208 [16:11<09:34,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2034/3208 [16:12<10:54,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2035/3208 [16:12<08:20,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 2037/3208 [16:12<06:11,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 2038/3208 [16:13<08:32,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 2039/3208 [16:13<06:39,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 2041/3208 [16:14<07:10,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 2042/3208 [16:14<06:22,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 2043/3208 [16:15<09:20,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 2045/3208 [16:15<06:53,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2046/3208 [16:16<09:16,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2047/3208 [16:16<07:38,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2048/3208 [16:17<10:20,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2050/3208 [16:17<07:38,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2051/3208 [16:18<09:43,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2052/3208 [16:19<13:00,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2054/3208 [16:19<09:25,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2055/3208 [16:20<10:55,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2056/3208 [16:21<13:44,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2058/3208 [16:21<09:57,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2059/3208 [16:22<11:20,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2060/3208 [16:22<08:37,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2062/3208 [16:23<08:39,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2063/3208 [16:24<11:11,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2064/3208 [16:24<08:28,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2066/3208 [16:25<08:31,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2067/3208 [16:26<11:08,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2068/3208 [16:26<08:22,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 2069/3208 [16:26<06:30,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2070/3208 [16:27<09:06,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2071/3208 [16:27<07:17,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2072/3208 [16:28<10:40,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2073/3208 [16:28<11:55,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2074/3208 [16:29<09:22,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2075/3208 [16:29<10:59,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2077/3208 [16:30<08:43,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2078/3208 [16:31<10:34,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2079/3208 [16:32<14:09,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2080/3208 [16:32<13:00,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2081/3208 [16:33<10:20,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2082/3208 [16:33<12:06,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2083/3208 [16:34<13:16,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2084/3208 [16:35<10:40,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 2085/3208 [16:35<08:53,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2086/3208 [16:36<14:28,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2087/3208 [16:37<11:29,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2088/3208 [16:37<09:33,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2089/3208 [16:37<09:55,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2090/3208 [16:37<07:40,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2091/3208 [16:39<12:25,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2092/3208 [16:39<11:44,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2093/3208 [16:39<09:04,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2094/3208 [16:40<10:17,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2095/3208 [16:41<10:21,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2096/3208 [16:41<10:53,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2097/3208 [16:43<14:57,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2098/3208 [16:43<13:05,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2099/3208 [16:43<09:59,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2100/3208 [16:44<10:48,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 2101/3208 [16:45<11:10,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2102/3208 [16:45<10:12,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2103/3208 [16:45<08:19,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2104/3208 [16:46<09:17,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2105/3208 [16:47<10:09,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2106/3208 [16:47<10:50,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2107/3208 [16:49<14:26,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2108/3208 [16:49<12:39,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2109/3208 [16:49<10:12,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2110/3208 [16:50<10:13,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2111/3208 [16:50<10:44,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2112/3208 [16:51<11:37,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2113/3208 [16:51<09:18,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2114/3208 [16:52<08:09,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2115/3208 [16:53<12:00,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2116/3208 [16:53<09:49,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2117/3208 [16:53<08:04,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2118/3208 [16:54<07:12,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2119/3208 [16:54<08:42,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2120/3208 [16:55<08:43,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2121/3208 [16:55<07:32,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2122/3208 [16:55<06:26,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2123/3208 [16:56<06:04,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2124/3208 [16:56<05:20,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 2125/3208 [16:56<06:18,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 2126/3208 [16:57<08:27,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 2127/3208 [16:57<07:06,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 2128/3208 [16:58<06:30,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 2129/3208 [16:58<05:39,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 2130/3208 [16:58<05:19,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 2131/3208 [16:59<08:58,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 2132/3208 [16:59<06:56,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2134/3208 [16:59<05:48,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2135/3208 [17:00<05:16,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2136/3208 [17:00<05:47,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2137/3208 [17:01<09:38,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2138/3208 [17:02<09:21,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2139/3208 [17:02<08:44,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2140/3208 [17:03<12:58,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2141/3208 [17:04<10:19,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2142/3208 [17:04<09:25,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2144/3208 [17:05<10:37,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2145/3208 [17:06<09:35,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2146/3208 [17:06<07:15,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2147/3208 [17:07<11:19,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2148/3208 [17:07<09:11,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2149/3208 [17:08<08:40,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2150/3208 [17:08<06:43,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2151/3208 [17:09<11:58,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2152/3208 [17:10<10:51,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2153/3208 [17:10<08:10,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2154/3208 [17:11<11:33,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2155/3208 [17:11<09:22,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2156/3208 [17:12<09:14,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2158/3208 [17:12<07:39,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2159/3208 [17:13<08:21,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2160/3208 [17:14<10:48,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2161/3208 [17:15<12:40,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2162/3208 [17:16<13:52,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2164/3208 [17:16<10:49,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 2165/3208 [17:17<11:09,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2166/3208 [17:18<12:02,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2168/3208 [17:19<11:18,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2169/3208 [17:20<12:13,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2171/3208 [17:20<09:47,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2172/3208 [17:21<09:21,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2173/3208 [17:21<07:15,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2174/3208 [17:21<09:21,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2176/3208 [17:22<09:01,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2177/3208 [17:23<06:59,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2178/3208 [17:23<07:20,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2179/3208 [17:23<06:57,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2180/3208 [17:24<07:29,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2181/3208 [17:24<07:34,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2182/3208 [17:25<08:22,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2183/3208 [17:25<06:27,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2184/3208 [17:26<08:24,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2185/3208 [17:26<08:12,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2186/3208 [17:27<08:45,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2187/3208 [17:27<06:44,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2188/3208 [17:27<06:08,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2189/3208 [17:28<06:44,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2190/3208 [17:28<07:19,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2191/3208 [17:29<07:26,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2193/3208 [17:29<05:43,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2194/3208 [17:30<10:42,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2195/3208 [17:31<09:30,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 2197/3208 [17:31<07:09,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 2198/3208 [17:32<11:15,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 2199/3208 [17:32<08:24,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 2200/3208 [17:33<08:10,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 2201/3208 [17:33<06:19,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 2202/3208 [17:34<08:39,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 2203/3208 [17:34<08:03,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 2204/3208 [17:34<06:12,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 2205/3208 [17:35<07:11,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2206/3208 [17:35<08:01,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2207/3208 [17:36<06:50,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2208/3208 [17:36<06:44,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2210/3208 [17:36<05:01,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2211/3208 [17:36<04:28,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2212/3208 [17:37<07:53,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2213/3208 [17:38<08:43,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2215/3208 [17:38<06:29,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2216/3208 [17:38<05:19,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2217/3208 [17:40<11:41,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2218/3208 [17:40<09:46,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2219/3208 [17:42<14:47,  1.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2221/3208 [17:42<10:48,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2222/3208 [17:42<08:16,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2223/3208 [17:44<13:38,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2224/3208 [17:44<11:18,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2225/3208 [17:45<12:40,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2226/3208 [17:46<11:51,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2228/3208 [17:46<08:45,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 2229/3208 [17:46<06:53,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2230/3208 [17:47<07:48,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2231/3208 [17:47<09:35,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2232/3208 [17:48<07:16,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2233/3208 [17:48<09:46,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2234/3208 [17:49<11:00,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2235/3208 [17:49<08:12,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2236/3208 [17:50<06:21,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2238/3208 [17:50<06:27,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2239/3208 [17:51<08:44,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2240/3208 [17:52<10:47,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2242/3208 [17:53<10:30,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 2244/3208 [17:54<09:03,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2246/3208 [17:55<08:37,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2247/3208 [17:57<15:16,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2248/3208 [17:57<12:01,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2249/3208 [17:57<08:56,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2250/3208 [17:58<08:59,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2252/3208 [18:00<10:52,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2254/3208 [18:01<10:35,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2255/3208 [18:01<08:06,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2256/3208 [18:02<08:12,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2258/3208 [18:03<08:13,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2259/3208 [18:04<09:56,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2260/3208 [18:05<12:04,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 2261/3208 [18:05<09:17,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2262/3208 [18:05<07:24,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2263/3208 [18:06<07:28,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2264/3208 [18:07<10:24,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2265/3208 [18:08<11:11,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2266/3208 [18:08<08:27,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2267/3208 [18:09<09:49,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2268/3208 [18:09<08:34,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2269/3208 [18:09<07:05,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2270/3208 [18:10<06:40,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2271/3208 [18:10<05:16,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2272/3208 [18:11<07:37,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2273/3208 [18:12<09:49,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2274/3208 [18:13<11:23,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2276/3208 [18:13<08:59,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2277/3208 [18:13<07:33,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2278/3208 [18:13<06:26,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2279/3208 [18:14<08:58,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2281/3208 [18:15<08:29,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2283/3208 [18:16<08:09,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2284/3208 [18:17<08:12,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 2285/3208 [18:17<06:59,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 2286/3208 [18:17<05:37,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 2288/3208 [18:18<06:10,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 2289/3208 [18:19<08:33,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 2290/3208 [18:19<06:32,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 2291/3208 [18:20<08:26,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 2292/3208 [18:20<06:34,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 2293/3208 [18:21<07:01,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2294/3208 [18:21<06:12,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2296/3208 [18:21<04:42,  3.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2297/3208 [18:22<07:02,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2298/3208 [18:22<05:36,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2299/3208 [18:23<07:38,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2300/3208 [18:24<10:25,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2301/3208 [18:25<11:06,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2302/3208 [18:25<08:19,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2303/3208 [18:27<12:25,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2304/3208 [18:27<10:17,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2305/3208 [18:29<14:19,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2306/3208 [18:29<10:58,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2307/3208 [18:29<08:13,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2309/3208 [18:31<09:18,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2310/3208 [18:31<08:02,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2311/3208 [18:32<12:44,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2312/3208 [18:33<10:27,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2314/3208 [18:33<07:42,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2315/3208 [18:34<11:44,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2316/3208 [18:35<09:36,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2317/3208 [18:35<09:43,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2318/3208 [18:37<12:20,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2319/3208 [18:37<09:27,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2321/3208 [18:37<07:46,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2322/3208 [18:39<10:48,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2323/3208 [18:39<10:43,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2324/3208 [18:40<12:51,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 2325/3208 [18:41<10:07,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2327/3208 [18:41<08:05,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2328/3208 [18:41<06:44,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2329/3208 [18:42<08:58,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2330/3208 [18:43<07:21,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2331/3208 [18:43<07:09,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2332/3208 [18:43<05:38,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2333/3208 [18:44<08:41,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2334/3208 [18:45<07:53,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2335/3208 [18:45<06:47,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2336/3208 [18:46<10:15,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2337/3208 [18:47<10:41,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2338/3208 [18:49<14:15,  1.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2339/3208 [18:49<10:58,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2340/3208 [18:50<13:20,  1.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2341/3208 [18:51<11:03,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2342/3208 [18:51<09:30,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2343/3208 [18:52<11:35,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2344/3208 [18:53<10:43,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2345/3208 [18:54<13:14,  1.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2346/3208 [18:55<11:09,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2347/3208 [18:55<08:28,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2348/3208 [18:55<06:55,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2349/3208 [18:56<09:35,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2350/3208 [18:57<09:12,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2351/3208 [18:58<12:09,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2352/3208 [18:59<12:23,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2353/3208 [19:00<12:57,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2354/3208 [19:00<11:38,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2356/3208 [19:01<08:49,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 2357/3208 [19:02<10:20,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 2358/3208 [19:02<09:51,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 2359/3208 [19:04<12:26,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 2360/3208 [19:04<11:17,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 2361/3208 [19:04<08:20,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 2362/3208 [19:06<10:58,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 2363/3208 [19:06<10:11,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 2364/3208 [19:08<15:13,  1.08s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 2365/3208 [19:08<11:31,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2366/3208 [19:09<08:58,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2367/3208 [19:10<10:17,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2368/3208 [19:10<09:26,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2369/3208 [19:11<08:34,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2370/3208 [19:12<09:58,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2371/3208 [19:12<09:10,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2372/3208 [19:12<07:28,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2373/3208 [19:13<10:04,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2374/3208 [19:14<09:14,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2375/3208 [19:15<08:40,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2376/3208 [19:15<07:54,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2377/3208 [19:15<07:24,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2378/3208 [19:16<07:21,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2379/3208 [19:16<06:11,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2380/3208 [19:17<07:19,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2381/3208 [19:17<07:03,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2382/3208 [19:18<07:01,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2383/3208 [19:18<07:04,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2384/3208 [19:19<06:49,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2385/3208 [19:19<06:38,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2386/3208 [19:20<07:37,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2387/3208 [19:21<08:28,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2388/3208 [19:21<07:42,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 2389/3208 [19:22<09:38,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2390/3208 [19:23<08:39,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2391/3208 [19:23<07:45,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2392/3208 [19:24<07:38,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2393/3208 [19:24<06:14,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2394/3208 [19:25<09:06,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2395/3208 [19:26<08:32,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2396/3208 [19:26<08:07,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2397/3208 [19:27<07:25,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2398/3208 [19:27<07:00,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2399/3208 [19:28<06:57,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2400/3208 [19:28<06:00,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2401/3208 [19:29<06:59,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2402/3208 [19:29<06:42,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2403/3208 [19:30<08:58,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2404/3208 [19:30<07:56,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 2405/3208 [19:31<07:24,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2406/3208 [19:32<08:25,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2407/3208 [19:32<06:31,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2408/3208 [19:32<06:32,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2409/3208 [19:33<06:27,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2410/3208 [19:34<07:43,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2411/3208 [19:34<06:04,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2413/3208 [19:35<06:09,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2414/3208 [19:36<07:27,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2415/3208 [19:36<05:54,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2416/3208 [19:36<06:01,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2417/3208 [19:37<05:27,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2418/3208 [19:37<04:29,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2419/3208 [19:37<05:59,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2420/3208 [19:38<05:27,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2421/3208 [19:38<05:21,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 2422/3208 [19:38<04:44,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2424/3208 [19:39<05:11,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2425/3208 [19:40<06:24,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2426/3208 [19:40<05:45,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2427/3208 [19:41<07:30,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2428/3208 [19:42<06:53,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2429/3208 [19:42<05:54,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2430/3208 [19:42<05:26,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2431/3208 [19:43<07:15,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2432/3208 [19:44<07:45,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2433/3208 [19:44<06:46,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2434/3208 [19:45<08:10,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2435/3208 [19:46<07:23,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2436/3208 [19:46<06:10,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2437/3208 [19:46<05:21,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2439/3208 [19:48<06:25,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2440/3208 [19:48<05:28,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2441/3208 [19:48<04:51,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2443/3208 [19:49<05:24,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2444/3208 [19:49<05:09,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2445/3208 [19:50<04:37,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 2446/3208 [19:50<04:09,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 2447/3208 [19:51<06:57,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 2448/3208 [19:51<06:18,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 2449/3208 [19:52<05:25,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 2450/3208 [19:52<04:36,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 2451/3208 [19:53<06:05,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 2452/3208 [19:53<05:27,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 2453/3208 [19:53<05:14,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2455/3208 [19:55<05:59,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2456/3208 [19:55<05:27,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2457/3208 [19:55<05:18,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2458/3208 [19:56<04:34,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2459/3208 [19:56<04:26,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2460/3208 [19:57<05:27,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2461/3208 [19:57<05:05,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2462/3208 [19:57<04:51,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2464/3208 [19:57<03:54,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2465/3208 [19:58<03:59,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2466/3208 [19:58<05:06,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2467/3208 [19:59<04:51,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2468/3208 [19:59<04:41,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2470/3208 [19:59<03:46,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2471/3208 [20:00<03:55,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2472/3208 [20:00<05:00,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2473/3208 [20:01<05:59,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2475/3208 [20:01<04:42,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2476/3208 [20:02<04:34,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2477/3208 [20:02<04:36,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2478/3208 [20:03<06:29,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2479/3208 [20:03<05:35,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2480/3208 [20:04<05:17,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2481/3208 [20:04<05:03,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2482/3208 [20:04<04:17,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2483/3208 [20:06<07:55,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2484/3208 [20:06<06:57,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2485/3208 [20:06<05:33,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 2486/3208 [20:07<06:25,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2488/3208 [20:07<04:59,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2489/3208 [20:08<04:47,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2490/3208 [20:08<04:50,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2491/3208 [20:09<06:29,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2492/3208 [20:09<05:40,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2493/3208 [20:09<05:07,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2494/3208 [20:10<05:55,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2495/3208 [20:11<06:27,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2496/3208 [20:11<06:44,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2497/3208 [20:12<06:25,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2498/3208 [20:12<05:12,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2499/3208 [20:13<05:59,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2500/3208 [20:13<06:15,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2501/3208 [20:14<06:48,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2502/3208 [20:15<09:08,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2503/3208 [20:16<08:20,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2504/3208 [20:16<06:15,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2505/3208 [20:17<06:45,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2506/3208 [20:17<06:45,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2507/3208 [20:18<07:01,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2508/3208 [20:18<05:58,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2509/3208 [20:19<05:33,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2510/3208 [20:19<04:51,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2511/3208 [20:19<04:24,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2512/3208 [20:20<04:45,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2513/3208 [20:20<04:00,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2514/3208 [20:20<05:10,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2516/3208 [20:21<04:07,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2517/3208 [20:22<05:30,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 2518/3208 [20:23<07:16,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 2519/3208 [20:23<05:42,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 2520/3208 [20:24<07:18,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 2522/3208 [20:24<06:17,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 2523/3208 [20:24<04:47,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 2524/3208 [20:25<03:52,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 2525/3208 [20:25<05:31,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 2526/3208 [20:26<04:37,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2527/3208 [20:27<06:16,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2528/3208 [20:27<07:08,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2529/3208 [20:28<05:47,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2530/3208 [20:28<06:08,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2531/3208 [20:28<05:09,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2532/3208 [20:29<06:22,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2533/3208 [20:30<08:11,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2534/3208 [20:31<06:52,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2535/3208 [20:32<07:29,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2536/3208 [20:32<07:01,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2537/3208 [20:32<05:48,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2538/3208 [20:33<05:12,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2539/3208 [20:33<05:44,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2540/3208 [20:33<04:33,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2541/3208 [20:34<03:48,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2542/3208 [20:34<04:45,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2543/3208 [20:35<06:33,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2544/3208 [20:35<05:05,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2545/3208 [20:36<04:10,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2546/3208 [20:36<04:14,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2547/3208 [20:36<03:41,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2548/3208 [20:37<05:46,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2549/3208 [20:37<04:41,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 2550/3208 [20:38<03:52,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2551/3208 [20:38<03:56,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2552/3208 [20:39<06:37,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2553/3208 [20:39<05:16,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2554/3208 [20:40<04:25,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2555/3208 [20:41<07:58,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2556/3208 [20:41<06:12,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2557/3208 [20:42<05:15,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2558/3208 [20:42<04:41,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2559/3208 [20:43<07:02,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2560/3208 [20:43<05:27,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2561/3208 [20:43<04:44,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2562/3208 [20:44<04:22,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2563/3208 [20:44<03:39,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2564/3208 [20:44<03:36,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2565/3208 [20:45<04:33,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 2566/3208 [20:45<03:43,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2567/3208 [20:46<04:34,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2568/3208 [20:46<04:50,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2569/3208 [20:47<05:26,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2570/3208 [20:47<04:23,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2571/3208 [20:47<03:29,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2572/3208 [20:48<03:52,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2573/3208 [20:48<03:56,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2574/3208 [20:49<05:16,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2575/3208 [20:49<04:13,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2576/3208 [20:49<03:22,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2577/3208 [20:49<03:26,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2579/3208 [20:50<02:54,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2580/3208 [20:50<04:03,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2581/3208 [20:51<03:50,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 2582/3208 [20:51<03:37,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2583/3208 [20:51<03:55,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2584/3208 [20:52<03:25,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2585/3208 [20:52<04:23,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2586/3208 [20:53<04:28,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2587/3208 [20:53<03:40,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2588/3208 [20:53<04:00,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2589/3208 [20:54<03:50,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2590/3208 [20:54<03:12,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2591/3208 [20:54<03:20,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2592/3208 [20:55<04:12,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2593/3208 [20:55<04:27,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2594/3208 [20:56<04:08,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2595/3208 [20:56<03:18,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2596/3208 [20:56<03:32,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2597/3208 [20:57<03:12,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2598/3208 [20:57<02:50,  3.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2599/3208 [20:57<03:55,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2600/3208 [20:58<03:43,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2601/3208 [20:58<04:15,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2602/3208 [20:58<03:39,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2603/3208 [20:59<03:07,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2604/3208 [20:59<04:13,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2605/3208 [21:00<05:30,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 2606/3208 [21:00<04:31,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 2607/3208 [21:01<03:42,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 2608/3208 [21:01<04:37,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 2610/3208 [21:02<03:40,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 2611/3208 [21:02<04:13,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 2612/3208 [21:02<03:17,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 2613/3208 [21:03<05:28,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 2614/3208 [21:03<04:23,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2615/3208 [21:04<04:48,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2617/3208 [21:04<03:54,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2618/3208 [21:05<05:01,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2619/3208 [21:06<05:55,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2621/3208 [21:06<04:38,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2622/3208 [21:07<05:08,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2623/3208 [21:07<03:54,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2624/3208 [21:07<03:23,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2625/3208 [21:08<04:12,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2627/3208 [21:09<04:19,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2629/3208 [21:09<03:10,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2630/3208 [21:09<02:55,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2631/3208 [21:10<03:48,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2632/3208 [21:10<03:29,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2633/3208 [21:11<04:01,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2634/3208 [21:11<03:11,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2636/3208 [21:11<02:37,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2637/3208 [21:12<03:24,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2638/3208 [21:12<02:46,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2639/3208 [21:13<04:17,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2640/3208 [21:13<03:26,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2641/3208 [21:13<03:06,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2642/3208 [21:14<03:44,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2643/3208 [21:14<03:00,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2644/3208 [21:14<02:53,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2645/3208 [21:15<03:57,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 2646/3208 [21:15<03:36,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2647/3208 [21:16<04:00,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2648/3208 [21:16<03:10,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2649/3208 [21:16<03:07,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2650/3208 [21:16<03:24,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2651/3208 [21:17<02:56,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2653/3208 [21:18<03:23,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2654/3208 [21:18<03:22,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2655/3208 [21:18<03:23,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2656/3208 [21:19<03:00,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2658/3208 [21:20<03:57,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2659/3208 [21:20<03:44,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2660/3208 [21:21<03:12,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2662/3208 [21:22<03:37,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2663/3208 [21:22<03:31,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2664/3208 [21:22<03:24,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2665/3208 [21:22<02:54,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2666/3208 [21:23<03:11,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2667/3208 [21:23<03:49,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2668/3208 [21:24<04:36,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2669/3208 [21:24<03:41,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2670/3208 [21:25<03:48,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2671/3208 [21:25<04:14,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2672/3208 [21:26<04:52,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2673/3208 [21:26<03:51,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2674/3208 [21:27<03:54,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2675/3208 [21:27<03:41,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2676/3208 [21:27<03:15,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2677/3208 [21:28<04:12,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 2678/3208 [21:28<03:17,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 2679/3208 [21:29<03:29,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 2680/3208 [21:29<04:11,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 2681/3208 [21:30<03:44,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 2682/3208 [21:30<03:40,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 2683/3208 [21:30<02:50,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 2684/3208 [21:30<02:25,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 2685/3208 [21:31<03:30,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 2686/3208 [21:32<05:13,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2687/3208 [21:32<04:09,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2688/3208 [21:33<04:40,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2689/3208 [21:34<04:43,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2690/3208 [21:34<04:23,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2692/3208 [21:34<03:25,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2693/3208 [21:35<04:11,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2694/3208 [21:35<03:39,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2695/3208 [21:36<04:19,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2698/3208 [21:36<03:14,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2699/3208 [21:37<04:00,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2701/3208 [21:37<03:09,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2702/3208 [21:37<02:43,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2703/3208 [21:38<03:11,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2705/3208 [21:38<02:33,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2706/3208 [21:39<03:32,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2707/3208 [21:39<03:40,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2708/3208 [21:40<03:47,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2709/3208 [21:40<03:19,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 2710/3208 [21:41<04:01,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2712/3208 [21:41<03:10,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2713/3208 [21:41<02:42,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2714/3208 [21:42<03:49,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2715/3208 [21:43<04:19,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2717/3208 [21:43<03:19,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2718/3208 [21:43<02:52,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2719/3208 [21:44<03:58,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2720/3208 [21:45<04:58,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2722/3208 [21:45<03:44,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2723/3208 [21:46<04:35,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2724/3208 [21:47<04:56,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 2725/3208 [21:47<03:51,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2727/3208 [21:47<02:57,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2728/3208 [21:48<03:51,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2730/3208 [21:49<03:40,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2731/3208 [21:49<03:08,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2732/3208 [21:49<02:28,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2733/3208 [21:50<03:29,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2734/3208 [21:50<02:42,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2735/3208 [21:51<03:41,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2737/3208 [21:51<02:56,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2738/3208 [21:52<03:47,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2739/3208 [21:52<02:58,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2740/3208 [21:53<03:54,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 2742/3208 [21:53<03:02,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2743/3208 [21:54<03:48,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2744/3208 [21:54<03:06,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2746/3208 [21:54<03:02,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2748/3208 [21:55<03:14,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2749/3208 [21:56<02:49,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2750/3208 [21:56<03:35,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2752/3208 [21:57<03:36,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2753/3208 [21:58<03:05,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2755/3208 [21:58<02:57,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2756/3208 [21:59<04:14,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2757/3208 [22:00<03:32,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2758/3208 [22:00<04:04,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2759/3208 [22:01<04:57,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2761/3208 [22:01<03:45,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2762/3208 [22:02<02:55,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2763/3208 [22:03<05:24,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2765/3208 [22:03<04:05,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 2766/3208 [22:05<06:32,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 2767/3208 [22:05<05:08,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 2768/3208 [22:05<03:56,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 2769/3208 [22:07<05:57,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 2771/3208 [22:07<04:29,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 2772/3208 [22:08<04:37,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 2773/3208 [22:09<05:13,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 2774/3208 [22:09<04:21,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2775/3208 [22:09<03:26,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2776/3208 [22:10<03:27,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2777/3208 [22:11<04:24,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2779/3208 [22:11<03:25,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2780/3208 [22:13<05:48,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2782/3208 [22:13<04:41,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2783/3208 [22:15<06:06,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2785/3208 [22:15<04:38,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2786/3208 [22:17<06:31,  1.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2788/3208 [22:17<04:58,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2789/3208 [22:17<03:57,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2790/3208 [22:18<05:25,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2792/3208 [22:19<04:49,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2793/3208 [22:20<05:19,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2794/3208 [22:21<04:40,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2795/3208 [22:21<03:41,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2796/3208 [22:21<03:19,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2797/3208 [22:22<04:09,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2798/3208 [22:23<03:52,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2799/3208 [22:23<03:07,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2800/3208 [22:23<02:56,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2801/3208 [22:25<04:48,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2802/3208 [22:25<03:47,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2803/3208 [22:25<03:21,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2804/3208 [22:26<04:16,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2805/3208 [22:27<03:48,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 2806/3208 [22:27<03:06,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2807/3208 [22:27<02:55,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2808/3208 [22:28<04:01,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2809/3208 [22:29<03:29,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2810/3208 [22:29<02:52,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2811/3208 [22:29<02:51,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2812/3208 [22:30<03:56,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2814/3208 [22:31<03:02,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2815/3208 [22:31<02:33,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2816/3208 [22:32<04:37,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2817/3208 [22:32<03:44,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2818/3208 [22:33<03:03,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2819/3208 [22:33<03:06,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2820/3208 [22:33<02:36,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2821/3208 [22:34<03:14,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2822/3208 [22:34<02:41,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2824/3208 [22:35<02:08,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2825/3208 [22:36<04:16,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2826/3208 [22:36<03:19,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2827/3208 [22:36<02:33,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2828/3208 [22:37<02:11,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2829/3208 [22:38<03:26,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2830/3208 [22:38<03:10,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2831/3208 [22:38<02:32,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2832/3208 [22:38<02:03,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2833/3208 [22:40<03:51,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2834/3208 [22:40<03:20,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2835/3208 [22:40<02:40,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2836/3208 [22:40<02:11,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2837/3208 [22:42<03:55,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2838/3208 [22:42<03:23,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 2839/3208 [22:42<02:40,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 2840/3208 [22:42<02:13,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 2841/3208 [22:44<03:54,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 2842/3208 [22:44<03:15,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 2843/3208 [22:44<02:37,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 2844/3208 [22:44<02:09,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 2845/3208 [22:45<03:15,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 2846/3208 [22:46<02:53,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 2847/3208 [22:46<02:49,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2848/3208 [22:46<02:17,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2849/3208 [22:48<03:58,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2850/3208 [22:48<03:14,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2851/3208 [22:48<02:35,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2852/3208 [22:48<02:06,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2853/3208 [22:49<02:06,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2854/3208 [22:50<03:41,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2855/3208 [22:50<02:49,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2856/3208 [22:50<02:17,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2857/3208 [22:50<02:14,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2858/3208 [22:51<02:18,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2859/3208 [22:52<03:17,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2860/3208 [22:52<02:37,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2861/3208 [22:52<02:30,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2862/3208 [22:54<03:57,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2863/3208 [22:54<02:58,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2864/3208 [22:54<02:33,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2865/3208 [22:54<02:17,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2866/3208 [22:56<03:57,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2867/3208 [22:56<03:12,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2868/3208 [22:56<02:45,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2869/3208 [22:58<04:21,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 2871/3208 [22:58<03:11,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2872/3208 [22:58<02:47,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2873/3208 [22:59<02:42,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2874/3208 [23:00<03:30,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2875/3208 [23:00<03:19,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2876/3208 [23:01<03:02,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2877/3208 [23:02<03:43,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2879/3208 [23:02<02:44,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2880/3208 [23:02<02:30,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2881/3208 [23:04<04:02,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2883/3208 [23:04<02:56,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2884/3208 [23:04<02:38,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2885/3208 [23:06<04:10,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2886/3208 [23:06<03:05,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 2887/3208 [23:06<02:45,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 2888/3208 [23:08<04:14,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 2891/3208 [23:08<03:11,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 2892/3208 [23:10<04:34,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 2895/3208 [23:10<03:24,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 2896/3208 [23:11<03:58,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 2897/3208 [23:11<03:31,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 2899/3208 [23:12<02:46,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 2900/3208 [23:12<02:44,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 2901/3208 [23:13<02:35,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 2903/3208 [23:13<02:13,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2904/3208 [23:14<02:10,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2905/3208 [23:14<02:20,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2906/3208 [23:15<02:22,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2907/3208 [23:16<03:00,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2908/3208 [23:16<02:57,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2909/3208 [23:17<02:38,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2910/3208 [23:17<02:00,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2911/3208 [23:17<02:06,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2912/3208 [23:18<02:02,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2913/3208 [23:18<02:19,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2914/3208 [23:19<02:59,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2915/3208 [23:20<02:38,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2916/3208 [23:20<02:45,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2917/3208 [23:21<02:36,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2918/3208 [23:21<02:32,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2919/3208 [23:21<01:57,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2920/3208 [23:23<03:55,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2921/3208 [23:23<02:58,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2922/3208 [23:23<02:24,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2923/3208 [23:25<03:16,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2924/3208 [23:25<02:53,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2925/3208 [23:25<02:14,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2926/3208 [23:25<01:52,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 2927/3208 [23:27<03:08,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 2928/3208 [23:27<02:46,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 2929/3208 [23:27<02:15,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 2930/3208 [23:28<03:05,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 2931/3208 [23:29<02:26,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 2932/3208 [23:29<02:17,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 2933/3208 [23:29<01:57,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 2934/3208 [23:31<03:04,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 2935/3208 [23:31<02:45,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2936/3208 [23:31<02:14,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2937/3208 [23:32<02:52,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2939/3208 [23:33<02:11,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2940/3208 [23:33<02:07,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2941/3208 [23:33<01:47,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2942/3208 [23:34<02:55,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2943/3208 [23:35<02:37,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2944/3208 [23:35<02:07,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2945/3208 [23:36<02:44,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2947/3208 [23:36<02:06,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2948/3208 [23:37<02:02,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2949/3208 [23:37<01:42,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2950/3208 [23:38<02:26,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2952/3208 [23:38<01:53,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2953/3208 [23:39<01:52,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2954/3208 [23:39<01:36,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2955/3208 [23:40<02:25,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2956/3208 [23:40<01:58,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2957/3208 [23:41<01:56,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2958/3208 [23:41<01:40,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2959/3208 [23:42<02:22,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2961/3208 [23:42<01:48,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2962/3208 [23:43<01:49,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2963/3208 [23:43<01:35,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2964/3208 [23:44<01:53,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2965/3208 [23:44<01:48,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2966/3208 [23:44<01:27,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 2967/3208 [23:45<01:30,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2968/3208 [23:45<01:25,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2969/3208 [23:45<01:17,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2970/3208 [23:46<01:24,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2971/3208 [23:46<01:25,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2972/3208 [23:46<01:11,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2973/3208 [23:47<01:21,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2974/3208 [23:47<01:16,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2976/3208 [23:47<01:01,  3.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2977/3208 [23:48<01:14,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2978/3208 [23:48<01:00,  3.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2979/3208 [23:48<01:40,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2980/3208 [23:49<01:27,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2981/3208 [23:49<01:16,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2983/3208 [23:50<01:13,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2984/3208 [23:50<01:15,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2986/3208 [23:51<01:12,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2987/3208 [23:51<00:59,  3.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2988/3208 [23:51<00:57,  3.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2990/3208 [23:52<01:04,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2991/3208 [23:53<01:38,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2992/3208 [23:53<01:32,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2993/3208 [23:53<01:11,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2994/3208 [23:54<01:33,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2995/3208 [23:54<01:16,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2996/3208 [23:54<01:32,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2997/3208 [23:55<01:26,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2998/3208 [23:55<01:06,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 2999/3208 [23:56<01:31,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 3000/3208 [23:56<01:13,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 3001/3208 [23:56<01:28,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 3002/3208 [23:57<01:30,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 3003/3208 [23:58<01:47,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 3004/3208 [23:58<01:23,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 3005/3208 [23:59<01:48,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 3006/3208 [23:59<01:29,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 3007/3208 [24:00<01:46,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3008/3208 [24:00<01:23,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3009/3208 [24:00<01:31,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3010/3208 [24:01<01:32,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3011/3208 [24:01<01:47,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3012/3208 [24:03<02:26,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3013/3208 [24:03<02:23,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3014/3208 [24:04<01:49,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3016/3208 [24:04<01:30,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3017/3208 [24:05<01:34,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3018/3208 [24:05<01:45,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3019/3208 [24:06<01:29,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3020/3208 [24:06<01:23,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3021/3208 [24:07<02:08,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3022/3208 [24:07<01:44,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3024/3208 [24:08<01:23,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3025/3208 [24:09<02:11,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3026/3208 [24:09<01:43,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3027/3208 [24:10<01:30,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3028/3208 [24:11<02:16,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3029/3208 [24:12<02:03,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3030/3208 [24:13<02:38,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 3031/3208 [24:14<02:18,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3032/3208 [24:15<02:48,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3033/3208 [24:15<02:24,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3034/3208 [24:16<02:02,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3035/3208 [24:17<02:41,  1.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3036/3208 [24:18<02:13,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3037/3208 [24:18<01:59,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3038/3208 [24:19<02:11,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3039/3208 [24:20<01:52,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3040/3208 [24:21<02:31,  1.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3041/3208 [24:21<02:07,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3042/3208 [24:23<02:39,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3043/3208 [24:23<02:13,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3044/3208 [24:25<02:42,  1.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3045/3208 [24:25<02:18,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3046/3208 [24:26<01:56,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 3047/3208 [24:27<02:32,  1.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3048/3208 [24:29<02:51,  1.07s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3049/3208 [24:29<02:25,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3050/3208 [24:29<01:59,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3051/3208 [24:30<02:07,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3052/3208 [24:31<01:55,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3053/3208 [24:31<01:37,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3054/3208 [24:33<02:18,  1.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3055/3208 [24:33<01:51,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3056/3208 [24:35<02:28,  1.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3057/3208 [24:35<01:57,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3058/3208 [24:36<01:50,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3059/3208 [24:37<02:11,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3060/3208 [24:38<01:59,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3061/3208 [24:39<02:18,  1.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3062/3208 [24:39<02:03,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 3063/3208 [24:41<02:48,  1.16s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3064/3208 [24:43<02:50,  1.19s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3065/3208 [24:43<02:26,  1.02s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3066/3208 [24:44<02:34,  1.09s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3067/3208 [24:45<02:14,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3068/3208 [24:47<02:52,  1.24s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3069/3208 [24:48<02:50,  1.23s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3070/3208 [24:49<02:26,  1.06s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3071/3208 [24:49<01:52,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3072/3208 [24:51<02:24,  1.06s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3073/3208 [24:51<01:50,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3074/3208 [24:53<02:22,  1.06s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3075/3208 [24:53<01:48,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3076/3208 [24:55<02:21,  1.07s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3077/3208 [24:55<01:46,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3078/3208 [24:57<02:20,  1.08s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3079/3208 [24:57<01:44,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3080/3208 [24:58<02:18,  1.08s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3081/3208 [24:59<01:41,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3082/3208 [25:00<02:16,  1.09s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3083/3208 [25:00<01:39,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3084/3208 [25:02<02:15,  1.09s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 3086/3208 [25:04<02:07,  1.05s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 3088/3208 [25:05<01:44,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 3089/3208 [25:06<01:48,  1.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 3090/3208 [25:07<01:46,  1.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 3091/3208 [25:07<01:30,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 3092/3208 [25:08<01:21,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 3093/3208 [25:09<01:42,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 3094/3208 [25:10<01:29,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 3095/3208 [25:12<02:05,  1.11s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3096/3208 [25:13<02:13,  1.19s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3097/3208 [25:14<01:49,  1.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3098/3208 [25:14<01:46,  1.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3099/3208 [25:16<02:15,  1.24s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3100/3208 [25:17<01:48,  1.01s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3101/3208 [25:18<02:01,  1.13s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3102/3208 [25:20<02:23,  1.35s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3103/3208 [25:21<01:54,  1.09s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3104/3208 [25:24<03:02,  1.75s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3105/3208 [25:26<03:04,  1.79s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3106/3208 [25:28<03:20,  1.97s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3107/3208 [25:30<03:01,  1.80s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3108/3208 [25:31<03:01,  1.82s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3109/3208 [25:32<02:20,  1.42s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3110/3208 [25:33<02:18,  1.41s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3111/3208 [25:35<02:30,  1.55s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3112/3208 [25:36<01:58,  1.24s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3113/3208 [25:37<02:01,  1.28s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3114/3208 [25:39<02:16,  1.46s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3115/3208 [25:39<01:49,  1.18s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3116/3208 [25:41<01:53,  1.24s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3117/3208 [25:43<02:11,  1.44s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3118/3208 [25:43<01:43,  1.15s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3119/3208 [25:45<01:49,  1.23s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3120/3208 [25:46<02:04,  1.42s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3121/3208 [25:47<01:39,  1.14s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3122/3208 [25:50<02:33,  1.78s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3123/3208 [25:51<01:58,  1.40s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3124/3208 [25:52<01:56,  1.39s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3125/3208 [25:54<02:07,  1.53s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3126/3208 [25:55<01:42,  1.25s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 3127/3208 [25:56<01:41,  1.26s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3128/3208 [25:56<01:16,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3129/3208 [25:58<01:31,  1.15s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3130/3208 [25:58<01:10,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3131/3208 [26:00<01:24,  1.10s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3132/3208 [26:00<01:06,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3133/3208 [26:01<00:58,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3134/3208 [26:01<00:49,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3135/3208 [26:01<00:45,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3136/3208 [26:03<01:12,  1.00s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3137/3208 [26:05<01:19,  1.12s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3138/3208 [26:05<01:05,  1.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3139/3208 [26:07<01:14,  1.07s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3140/3208 [26:09<01:30,  1.33s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3141/3208 [26:10<01:40,  1.50s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3142/3208 [26:12<01:46,  1.61s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3143/3208 [26:14<01:50,  1.70s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3144/3208 [26:18<02:29,  2.33s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3145/3208 [26:22<02:54,  2.77s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3146/3208 [26:24<02:35,  2.51s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3147/3208 [26:26<02:21,  2.32s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3148/3208 [26:29<02:45,  2.76s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3149/3208 [26:31<02:27,  2.50s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3150/3208 [26:33<02:14,  2.32s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3151/3208 [26:35<02:04,  2.19s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3152/3208 [26:37<01:57,  2.10s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3153/3208 [26:39<01:52,  2.04s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3154/3208 [26:40<01:32,  1.72s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3155/3208 [26:42<01:33,  1.77s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3156/3208 [26:44<01:33,  1.80s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3157/3208 [26:45<01:18,  1.55s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3158/3208 [26:48<01:51,  2.22s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 3159/3208 [26:52<02:11,  2.69s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 3160/3208 [26:54<01:57,  2.45s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 3161/3208 [26:56<01:47,  2.28s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 3162/3208 [26:58<01:39,  2.17s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 3163/3208 [27:00<01:34,  2.09s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 3164/3208 [27:02<01:29,  2.03s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 3165/3208 [27:04<01:25,  1.99s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 3166/3208 [27:05<01:22,  1.96s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 3167/3208 [27:07<01:19,  1.94s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3168/3208 [27:09<01:16,  1.92s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3169/3208 [27:11<01:14,  1.91s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3170/3208 [27:13<01:12,  1.91s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3171/3208 [27:15<01:10,  1.91s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3172/3208 [27:17<01:08,  1.90s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3173/3208 [27:19<01:06,  1.90s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3174/3208 [27:20<00:54,  1.61s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3175/3208 [27:22<00:56,  1.70s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3176/3208 [27:22<00:47,  1.47s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3177/3208 [27:23<00:40,  1.31s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3178/3208 [27:24<00:36,  1.20s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3179/3208 [27:27<00:49,  1.71s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3180/3208 [27:29<00:49,  1.77s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3181/3208 [27:31<00:48,  1.81s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3182/3208 [27:33<00:47,  1.83s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3183/3208 [27:35<00:46,  1.85s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3184/3208 [27:37<00:44,  1.87s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3185/3208 [27:39<00:43,  1.87s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3186/3208 [27:41<00:41,  1.88s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3187/3208 [27:42<00:39,  1.88s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3188/3208 [27:44<00:37,  1.89s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3189/3208 [27:46<00:36,  1.90s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3190/3208 [27:48<00:34,  1.91s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 3191/3208 [27:49<00:27,  1.62s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3192/3208 [27:50<00:22,  1.41s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3193/3208 [27:51<00:19,  1.27s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3194/3208 [27:52<00:16,  1.18s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3195/3208 [27:53<00:14,  1.11s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3196/3208 [27:54<00:12,  1.06s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3197/3208 [27:55<00:11,  1.02s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3198/3208 [27:57<00:12,  1.28s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3199/3208 [27:59<00:13,  1.46s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3200/3208 [28:00<00:12,  1.59s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3201/3208 [28:02<00:11,  1.68s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3202/3208 [28:04<00:10,  1.75s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3203/3208 [28:06<00:08,  1.79s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3204/3208 [28:08<00:07,  1.82s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3205/3208 [28:10<00:05,  1.84s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3206/3208 [28:12<00:03,  1.86s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 3207/3208 [28:14<00:01,  1.87s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|██████████| 3208/3208 [28:16<00:00,  1.89s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 0/7208 [00:00<?, ?draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 11/7208 [00:00<01:07, 105.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 16/7208 [00:00<01:59, 60.25draws/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 20/7208 [00:02<17:47,  6.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 23/7208 [00:03<34:59,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 25/7208 [00:04<27:44,  4.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 27/7208 [00:05<50:47,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 29/7208 [00:06<38:39,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 31/7208 [00:07<58:28,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 32/7208 [00:07<46:49,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 34/7208 [00:08<39:45,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 35/7208 [00:09<1:17:04,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 36/7208 [00:09<59:16,  2.02draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 38/7208 [00:10<49:00,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 39/7208 [00:11<1:22:18,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 40/7208 [00:11<1:03:04,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 41/7208 [00:11<47:46,  2.50draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 42/7208 [00:12<45:38,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 43/7208 [00:13<1:19:07,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 44/7208 [00:13<1:00:47,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 45/7208 [00:13<47:16,  2.53draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 46/7208 [00:14<45:04,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 47/7208 [00:15<1:17:57,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 48/7208 [00:15<59:38,  2.00draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 49/7208 [00:15<47:40,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 50/7208 [00:16<45:05,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 51/7208 [00:17<1:17:02,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 52/7208 [00:17<59:07,  2.02draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 53/7208 [00:17<48:10,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 54/7208 [00:18<45:19,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 55/7208 [00:19<1:16:22,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 56/7208 [00:19<58:38,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 57/7208 [00:19<48:54,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 58/7208 [00:19<45:38,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 59/7208 [00:21<1:15:45,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 60/7208 [00:21<58:09,  2.05draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 61/7208 [00:21<49:29,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 62/7208 [00:21<45:59,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 63/7208 [00:23<1:15:13,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 64/7208 [00:23<57:27,  2.07draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 65/7208 [00:23<50:14,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 66/7208 [00:23<46:13,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 67/7208 [00:25<1:14:28,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 68/7208 [00:25<56:54,  2.09draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 69/7208 [00:25<50:48,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 70/7208 [00:25<46:35,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 71/7208 [00:26<1:13:43,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 72/7208 [00:27<56:39,  2.10draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 73/7208 [00:27<51:19,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 74/7208 [00:27<46:56,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 75/7208 [00:28<1:13:06,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 76/7208 [00:28<56:26,  2.11draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 77/7208 [00:29<51:52,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 78/7208 [00:29<47:20,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 79/7208 [00:30<1:12:20,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 80/7208 [00:30<56:13,  2.11draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 81/7208 [00:31<52:36,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 82/7208 [00:31<47:41,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 83/7208 [00:32<1:11:42,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 84/7208 [00:32<55:29,  2.14draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 85/7208 [00:33<53:11,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 86/7208 [00:33<48:03,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 87/7208 [00:34<1:10:58,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 88/7208 [00:34<54:58,  2.16draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 89/7208 [00:35<54:04,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 90/7208 [00:35<48:19,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 91/7208 [00:36<1:10:24,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 92/7208 [00:36<54:18,  2.18draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 93/7208 [00:37<54:39,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 94/7208 [00:37<48:39,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 95/7208 [00:38<1:09:36,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 96/7208 [00:38<53:44,  2.21draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 97/7208 [00:39<55:08,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 98/7208 [00:39<49:03,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 99/7208 [00:40<1:09:01,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 100/7208 [00:40<53:19,  2.22draws/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 101/7208 [00:40<55:41,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 102/7208 [00:41<49:25,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 103/7208 [00:42<1:08:19,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 104/7208 [00:42<52:51,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 105/7208 [00:42<56:15,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 106/7208 [00:43<49:49,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 107/7208 [00:44<1:07:42,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 108/7208 [00:44<52:42,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 109/7208 [00:44<56:57,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 110/7208 [00:45<50:18,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 111/7208 [00:45<1:06:57,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 112/7208 [00:46<52:08,  2.27draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 113/7208 [00:46<57:44,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 114/7208 [00:47<50:34,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 115/7208 [00:47<1:06:06,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 116/7208 [00:48<51:50,  2.28draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 117/7208 [00:48<58:11,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 118/7208 [00:48<51:01,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 119/7208 [00:49<1:05:29,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 120/7208 [00:49<51:08,  2.31draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 121/7208 [00:50<58:31,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 122/7208 [00:50<51:21,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 123/7208 [00:51<1:04:55,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 124/7208 [00:51<50:43,  2.33draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 125/7208 [00:52<59:13,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 126/7208 [00:52<51:35,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 127/7208 [00:53<1:04:22,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 128/7208 [00:53<50:20,  2.34draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 129/7208 [00:54<59:45,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 130/7208 [00:54<51:56,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 131/7208 [00:55<1:04:01,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 132/7208 [00:55<49:50,  2.37draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 133/7208 [00:56<1:00:23,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 134/7208 [00:56<52:01,  2.27draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 135/7208 [00:57<1:03:34,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 136/7208 [00:57<49:15,  2.39draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 137/7208 [00:58<1:01:37,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 138/7208 [00:58<51:51,  2.27draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 139/7208 [00:59<1:02:45,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 140/7208 [00:59<48:38,  2.42draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 141/7208 [01:00<1:04:06,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 142/7208 [01:00<51:20,  2.29draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 143/7208 [01:01<1:02:02,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 144/7208 [01:01<47:54,  2.46draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 145/7208 [01:02<1:06:10,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 146/7208 [01:02<51:03,  2.31draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 147/7208 [01:03<1:01:01,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 148/7208 [01:03<47:27,  2.48draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 149/7208 [01:04<1:08:18,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 151/7208 [01:05<1:01:48,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 152/7208 [01:05<47:25,  2.48draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 153/7208 [01:06<1:02:47,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 154/7208 [01:06<50:50,  2.31draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 156/7208 [01:06<48:47,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 157/7208 [01:07<38:28,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 158/7208 [01:07<30:51,  3.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 159/7208 [01:07<30:00,  3.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 160/7208 [01:08<48:32,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 161/7208 [01:08<39:49,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 162/7208 [01:08<49:50,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 163/7208 [01:09<40:07,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 164/7208 [01:09<34:18,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 165/7208 [01:10<52:24,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 166/7208 [01:10<41:40,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 167/7208 [01:10<51:39,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 168/7208 [01:11<42:57,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 169/7208 [01:12<1:03:45,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 170/7208 [01:12<48:34,  2.42draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 171/7208 [01:12<56:25,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 172/7208 [01:13<49:00,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 173/7208 [01:13<58:13,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 174/7208 [01:13<48:59,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 176/7208 [01:14<46:52,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 177/7208 [01:15<44:48,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 178/7208 [01:15<1:03:19,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 180/7208 [01:16<55:59,  2.09draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 181/7208 [01:17<53:35,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 182/7208 [01:17<1:07:56,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 184/7208 [01:18<58:32,  2.00draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 185/7208 [01:19<58:35,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 186/7208 [01:19<1:08:14,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 188/7208 [01:20<58:41,  1.99draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 189/7208 [01:20<52:36,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 190/7208 [01:21<46:14,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 191/7208 [01:21<56:15,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 192/7208 [01:21<45:04,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 193/7208 [01:22<47:42,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 194/7208 [01:22<45:04,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 195/7208 [01:22<43:29,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 196/7208 [01:23<52:07,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 197/7208 [01:23<43:28,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 198/7208 [01:24<44:54,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 199/7208 [01:24<57:40,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 200/7208 [01:25<1:00:05,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 201/7208 [01:25<51:56,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 202/7208 [01:26<47:07,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 203/7208 [01:26<1:01:55,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 204/7208 [01:27<1:01:00,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 205/7208 [01:27<53:42,  2.17draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 206/7208 [01:28<46:40,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 207/7208 [01:28<1:03:47,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 208/7208 [01:29<1:00:48,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 209/7208 [01:29<53:39,  2.17draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 210/7208 [01:29<45:40,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 211/7208 [01:30<1:05:33,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 212/7208 [01:31<1:00:48,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 213/7208 [01:31<53:20,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 214/7208 [01:31<44:40,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 215/7208 [01:32<1:06:34,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 216/7208 [01:33<1:00:21,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 217/7208 [01:33<52:56,  2.20draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 218/7208 [01:33<44:06,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 219/7208 [01:34<46:46,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 220/7208 [01:34<53:37,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 221/7208 [01:35<50:10,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 222/7208 [01:35<46:06,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 223/7208 [01:35<38:32,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 224/7208 [01:36<43:20,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 225/7208 [01:36<52:03,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 226/7208 [01:37<59:35,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 227/7208 [01:37<47:08,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 228/7208 [01:38<49:53,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 229/7208 [01:38<57:21,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 230/7208 [01:39<1:02:46,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 231/7208 [01:39<48:24,  2.40draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 232/7208 [01:39<51:37,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 233/7208 [01:40<58:33,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 234/7208 [01:41<1:03:35,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 235/7208 [01:41<48:00,  2.42draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 236/7208 [01:41<52:19,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 237/7208 [01:42<59:18,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 238/7208 [01:43<1:03:52,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 240/7208 [01:43<55:38,  2.09draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 241/7208 [01:44<1:02:24,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 242/7208 [01:45<1:05:22,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 244/7208 [01:45<56:51,  2.04draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 245/7208 [01:46<1:03:40,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 246/7208 [01:46<54:24,  2.13draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 247/7208 [01:47<49:19,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 249/7208 [01:47<40:48,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 250/7208 [01:48<1:02:10,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 251/7208 [01:48<47:44,  2.43draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 252/7208 [01:48<38:34,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 253/7208 [01:48<38:10,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 255/7208 [01:49<43:38,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 256/7208 [01:50<47:51,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 257/7208 [01:50<37:27,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 258/7208 [01:50<38:21,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 259/7208 [01:51<47:50,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 260/7208 [01:51<45:25,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 261/7208 [01:52<50:01,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 263/7208 [01:52<43:28,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 264/7208 [01:53<49:20,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 265/7208 [01:53<46:55,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 266/7208 [01:54<52:01,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 268/7208 [01:54<44:49,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 270/7208 [01:55<39:46,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 272/7208 [01:55<34:22,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 273/7208 [01:56<44:25,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 275/7208 [01:56<39:24,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 277/7208 [01:57<35:59,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 279/7208 [01:57<31:15,  3.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 280/7208 [01:58<59:27,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 281/7208 [01:59<57:53,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 283/7208 [01:59<46:33,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 284/7208 [02:00<1:10:49,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 285/7208 [02:01<1:05:50,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 287/7208 [02:01<51:48,  2.23draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 288/7208 [02:02<1:15:08,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 289/7208 [02:02<1:08:29,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 291/7208 [02:03<53:26,  2.16draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 292/7208 [02:04<1:16:57,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 293/7208 [02:04<1:09:21,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 295/7208 [02:05<53:50,  2.14draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 296/7208 [02:06<1:18:01,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 297/7208 [02:06<1:09:44,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 298/7208 [02:06<52:50,  2.18draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 299/7208 [02:07<43:09,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 300/7208 [02:07<57:15,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 301/7208 [02:08<54:05,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 302/7208 [02:08<52:35,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 303/7208 [02:08<41:17,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 304/7208 [02:08<34:07,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 305/7208 [02:09<51:58,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 306/7208 [02:10<50:25,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 307/7208 [02:10<49:18,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 308/7208 [02:10<39:44,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 309/7208 [02:10<31:52,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 310/7208 [02:11<32:15,  3.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 311/7208 [02:11<41:48,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 312/7208 [02:12<56:56,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 313/7208 [02:12<45:23,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 315/7208 [02:13<39:06,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 316/7208 [02:13<40:31,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 317/7208 [02:14<1:00:34,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 318/7208 [02:14<48:36,  2.36draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 319/7208 [02:15<48:59,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 320/7208 [02:15<45:54,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 322/7208 [02:16<48:28,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 323/7208 [02:16<41:06,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 324/7208 [02:16<43:57,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 325/7208 [02:17<41:17,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 327/7208 [02:18<45:15,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 328/7208 [02:18<39:38,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 329/7208 [02:18<43:14,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 330/7208 [02:19<39:27,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 332/7208 [02:20<43:59,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 333/7208 [02:20<39:55,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 334/7208 [02:20<44:49,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 335/7208 [02:21<38:59,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 336/7208 [02:22<59:10,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 337/7208 [02:22<50:57,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 338/7208 [02:22<53:59,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 339/7208 [02:23<43:31,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 340/7208 [02:23<58:39,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 341/7208 [02:23<45:10,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 342/7208 [02:24<41:12,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 343/7208 [02:24<48:55,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 345/7208 [02:24<36:00,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 346/7208 [02:25<55:30,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 347/7208 [02:26<50:49,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 348/7208 [02:26<57:13,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 351/7208 [02:28<54:54,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 352/7208 [02:28<59:36,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 355/7208 [02:30<56:36,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 356/7208 [02:30<1:00:17,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 359/7208 [02:31<53:02,  2.15draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 360/7208 [02:31<49:41,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 361/7208 [02:32<56:10,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 363/7208 [02:33<54:58,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 364/7208 [02:33<51:40,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 365/7208 [02:34<57:28,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 367/7208 [02:35<55:36,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 368/7208 [02:35<52:55,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 369/7208 [02:36<57:25,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 371/7208 [02:37<55:31,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 372/7208 [02:37<53:52,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 373/7208 [02:38<57:00,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 375/7208 [02:39<55:13,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 377/7208 [02:39<41:15,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 378/7208 [02:39<39:49,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 379/7208 [02:40<49:45,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 381/7208 [02:41<48:14,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 383/7208 [02:41<36:48,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 385/7208 [02:42<39:58,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 386/7208 [02:42<32:33,  3.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 387/7208 [02:43<48:25,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 389/7208 [02:43<37:45,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 391/7208 [02:44<42:49,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 393/7208 [02:44<42:09,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 395/7208 [02:45<33:43,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 397/7208 [02:46<40:02,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 399/7208 [02:46<39:49,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 401/7208 [02:47<45:42,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 402/7208 [02:48<38:04,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 404/7208 [02:48<38:11,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 405/7208 [02:49<46:10,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 406/7208 [02:49<55:02,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 408/7208 [02:50<49:45,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 409/7208 [02:51<54:16,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 410/7208 [02:51<1:01:37,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 411/7208 [02:51<46:35,  2.43draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 412/7208 [02:52<37:53,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 413/7208 [02:52<39:20,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 414/7208 [02:53<47:00,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 415/7208 [02:53<57:45,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 417/7208 [02:54<44:05,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 418/7208 [02:54<43:45,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 419/7208 [02:54<42:58,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 420/7208 [02:54<37:08,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 421/7208 [02:55<51:40,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 423/7208 [02:55<39:24,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 424/7208 [02:56<40:51,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 425/7208 [02:56<47:32,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 426/7208 [02:57<59:59,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 428/7208 [02:57<44:59,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 429/7208 [02:58<44:28,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 430/7208 [02:58<51:14,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 431/7208 [02:59<1:02:04,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 432/7208 [02:59<47:02,  2.40draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 434/7208 [03:00<40:14,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 435/7208 [03:00<46:11,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 437/7208 [03:01<46:55,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 438/7208 [03:01<36:15,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 439/7208 [03:02<39:16,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 440/7208 [03:02<46:08,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 442/7208 [03:03<46:55,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 444/7208 [03:03<41:35,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 445/7208 [03:04<47:33,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 447/7208 [03:05<48:14,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 449/7208 [03:05<36:14,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 450/7208 [03:05<37:01,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 452/7208 [03:06<28:14,  3.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 453/7208 [03:06<47:17,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 455/7208 [03:07<41:31,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 456/7208 [03:07<44:27,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 457/7208 [03:07<35:56,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 458/7208 [03:08<56:16,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 460/7208 [03:09<46:32,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 461/7208 [03:09<47:23,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 462/7208 [03:09<38:18,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 463/7208 [03:10<40:12,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 464/7208 [03:10<45:33,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 466/7208 [03:11<46:10,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 467/7208 [03:11<38:21,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 468/7208 [03:12<41:10,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 469/7208 [03:12<44:48,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 470/7208 [03:13<59:13,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 471/7208 [03:13<47:28,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 472/7208 [03:14<48:34,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 473/7208 [03:14<49:58,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 474/7208 [03:15<52:06,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 475/7208 [03:15<46:06,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 476/7208 [03:15<38:41,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 477/7208 [03:16<44:26,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 478/7208 [03:16<45:26,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 479/7208 [03:17<59:00,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 480/7208 [03:17<47:45,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 481/7208 [03:18<51:11,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 482/7208 [03:18<49:12,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 484/7208 [03:19<43:57,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 485/7208 [03:19<39:47,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 486/7208 [03:20<51:31,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 487/7208 [03:20<49:13,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 489/7208 [03:21<44:08,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 490/7208 [03:21<39:14,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 491/7208 [03:21<33:19,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 492/7208 [03:22<41:23,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 493/7208 [03:22<42:23,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 495/7208 [03:22<39:07,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 496/7208 [03:23<35:56,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 497/7208 [03:23<29:58,  3.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 499/7208 [03:23<26:26,  4.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 500/7208 [03:24<35:01,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 501/7208 [03:24<29:01,  3.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 503/7208 [03:25<34:16,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 504/7208 [03:25<28:09,  3.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 505/7208 [03:25<31:14,  3.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 506/7208 [03:25<26:17,  4.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 507/7208 [03:26<30:37,  3.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 508/7208 [03:26<25:11,  4.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 510/7208 [03:26<23:55,  4.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 511/7208 [03:27<38:26,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 512/7208 [03:27<36:42,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 514/7208 [03:28<35:37,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 516/7208 [03:28<31:21,  3.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 517/7208 [03:29<38:16,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 519/7208 [03:29<29:46,  3.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 520/7208 [03:29<30:28,  3.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 522/7208 [03:29<29:33,  3.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 523/7208 [03:30<26:55,  4.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 524/7208 [03:31<47:24,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 525/7208 [03:31<36:51,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 526/7208 [03:31<35:23,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 527/7208 [03:31<31:27,  3.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 528/7208 [03:31<30:48,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 529/7208 [03:32<28:42,  3.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 530/7208 [03:32<29:55,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 531/7208 [03:32<27:06,  4.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 532/7208 [03:33<35:12,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 533/7208 [03:33<48:42,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 534/7208 [03:34<42:16,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 535/7208 [03:34<39:07,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 536/7208 [03:34<33:00,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 537/7208 [03:35<49:34,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 538/7208 [03:35<48:25,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 539/7208 [03:35<43:09,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 540/7208 [03:36<44:55,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 541/7208 [03:36<49:09,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 542/7208 [03:37<43:32,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 543/7208 [03:37<43:14,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 544/7208 [03:38<46:07,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 545/7208 [03:38<35:43,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 546/7208 [03:38<31:22,  3.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 547/7208 [03:38<39:13,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 548/7208 [03:39<31:57,  3.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 549/7208 [03:39<26:24,  4.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 550/7208 [03:40<57:28,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 551/7208 [03:40<57:10,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 552/7208 [03:40<44:03,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 553/7208 [03:41<34:49,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 554/7208 [03:41<48:40,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 555/7208 [03:42<48:37,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 556/7208 [03:42<55:34,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 557/7208 [03:42<42:29,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 558/7208 [03:43<55:16,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 560/7208 [03:44<45:36,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 561/7208 [03:44<56:20,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 562/7208 [03:45<1:06:17,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 564/7208 [03:46<53:05,  2.09draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 565/7208 [03:46<56:36,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 566/7208 [03:46<43:59,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 567/7208 [03:47<58:30,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 568/7208 [03:48<53:37,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 569/7208 [03:48<58:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 571/7208 [03:49<55:43,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 572/7208 [03:49<52:05,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 573/7208 [03:50<58:55,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 575/7208 [03:50<45:44,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 576/7208 [03:51<50:32,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 577/7208 [03:51<48:24,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 578/7208 [03:52<58:39,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 580/7208 [03:52<44:25,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 581/7208 [03:53<49:30,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 582/7208 [03:53<42:37,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 583/7208 [03:53<35:03,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 584/7208 [03:54<50:26,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 585/7208 [03:55<58:52,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 586/7208 [03:55<49:37,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 588/7208 [03:55<37:16,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 589/7208 [03:56<52:51,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 590/7208 [03:56<41:49,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 591/7208 [03:57<47:12,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 592/7208 [03:57<42:20,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 594/7208 [03:57<37:35,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 595/7208 [03:58<46:23,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 596/7208 [03:58<44:31,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 597/7208 [03:59<36:37,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 598/7208 [03:59<36:57,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 600/7208 [03:59<33:27,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 601/7208 [04:00<42:25,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 602/7208 [04:00<47:44,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 603/7208 [04:01<45:18,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 605/7208 [04:01<39:13,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 606/7208 [04:02<1:04:27,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 607/7208 [04:03<56:47,  1.94draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 609/7208 [04:03<47:11,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 610/7208 [04:03<38:26,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 611/7208 [04:04<53:19,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 612/7208 [04:04<42:35,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 613/7208 [04:05<41:05,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 615/7208 [04:05<36:27,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 617/7208 [04:05<27:57,  3.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 618/7208 [04:06<50:46,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 619/7208 [04:07<49:53,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 620/7208 [04:07<47:08,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 622/7208 [04:07<35:21,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 623/7208 [04:09<1:12:35,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 624/7208 [04:09<1:01:07,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 626/7208 [04:09<45:02,  2.44draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 627/7208 [04:11<1:21:42,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 628/7208 [04:11<1:05:01,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 630/7208 [04:11<47:50,  2.29draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 631/7208 [04:13<1:25:26,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 632/7208 [04:13<1:05:38,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 633/7208 [04:13<50:02,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 635/7208 [04:15<1:01:42,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 636/7208 [04:15<48:09,  2.27draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 637/7208 [04:15<38:58,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 639/7208 [04:16<42:56,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 640/7208 [04:16<52:01,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 641/7208 [04:17<40:12,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 642/7208 [04:17<34:29,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 643/7208 [04:17<45:38,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 644/7208 [04:18<40:46,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 645/7208 [04:18<53:57,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 646/7208 [04:19<43:23,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 648/7208 [04:19<42:01,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 649/7208 [04:20<37:14,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 650/7208 [04:20<49:49,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 652/7208 [04:21<40:02,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 653/7208 [04:21<56:25,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 654/7208 [04:22<1:03:53,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 656/7208 [04:22<48:21,  2.26draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 658/7208 [04:23<49:39,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 659/7208 [04:24<59:12,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 661/7208 [04:24<44:59,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 663/7208 [04:26<59:03,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 665/7208 [04:26<45:12,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 667/7208 [04:27<47:07,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 668/7208 [04:28<56:30,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 670/7208 [04:28<45:23,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 671/7208 [04:29<53:37,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 672/7208 [04:29<42:47,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 673/7208 [04:30<53:34,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 675/7208 [04:30<43:34,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 676/7208 [04:31<49:45,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 677/7208 [04:31<42:33,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 678/7208 [04:32<53:50,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 680/7208 [04:32<43:32,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 681/7208 [04:33<57:07,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 682/7208 [04:34<1:04:28,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 684/7208 [04:34<51:02,  2.13draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 685/7208 [04:35<1:01:45,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 686/7208 [04:36<1:08:13,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 688/7208 [04:36<53:46,  2.02draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 689/7208 [04:37<57:03,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 690/7208 [04:37<45:41,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 691/7208 [04:38<1:00:02,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 692/7208 [04:38<51:52,  2.09draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 693/7208 [04:39<55:11,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 694/7208 [04:39<43:13,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 696/7208 [04:40<43:19,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 697/7208 [04:40<36:37,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 698/7208 [04:40<32:49,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 699/7208 [04:40<40:17,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 700/7208 [04:41<33:57,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 701/7208 [04:41<48:59,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 702/7208 [04:42<40:38,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 704/7208 [04:42<31:24,  3.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 706/7208 [04:42<31:21,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 707/7208 [04:43<52:51,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 708/7208 [04:44<43:49,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 709/7208 [04:44<36:58,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 711/7208 [04:44<34:40,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 712/7208 [04:45<39:45,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 713/7208 [04:45<50:43,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 715/7208 [04:46<39:04,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 716/7208 [04:46<30:44,  3.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 717/7208 [04:46<42:23,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 719/7208 [04:47<35:16,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 720/7208 [04:47<45:53,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 721/7208 [04:48<39:07,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 722/7208 [04:48<30:43,  3.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 723/7208 [04:48<42:13,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 724/7208 [04:49<40:20,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 725/7208 [04:49<34:28,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 726/7208 [04:49<38:28,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 727/7208 [04:50<35:28,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 728/7208 [04:50<47:34,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 729/7208 [04:51<44:19,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 730/7208 [04:51<37:50,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 731/7208 [04:52<49:38,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 732/7208 [04:52<55:54,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 733/7208 [04:53<51:08,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 734/7208 [04:53<42:35,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 735/7208 [04:54<54:51,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 736/7208 [04:54<56:09,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 737/7208 [04:55<52:47,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 738/7208 [04:55<43:23,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 739/7208 [04:56<56:02,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 740/7208 [04:56<55:27,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 741/7208 [04:56<52:59,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 742/7208 [04:57<43:26,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 743/7208 [04:58<57:06,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 744/7208 [04:58<54:24,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 745/7208 [04:58<53:44,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 746/7208 [04:59<43:09,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 747/7208 [04:59<57:26,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 748/7208 [05:00<53:17,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 749/7208 [05:00<53:48,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 751/7208 [05:01<40:24,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 752/7208 [05:01<34:27,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 753/7208 [05:01<44:58,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 754/7208 [05:02<41:50,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 756/7208 [05:02<39:42,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 757/7208 [05:02<31:31,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 758/7208 [05:03<28:33,  3.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 759/7208 [05:03<40:44,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 760/7208 [05:04<38:52,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 762/7208 [05:04<34:58,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 763/7208 [05:04<29:37,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 765/7208 [05:05<28:31,  3.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 766/7208 [05:05<30:55,  3.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 767/7208 [05:06<37:21,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 768/7208 [05:06<30:36,  3.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 769/7208 [05:06<38:43,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 770/7208 [05:07<53:00,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 771/7208 [05:07<41:43,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 772/7208 [05:07<38:06,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 773/7208 [05:08<32:34,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 774/7208 [05:08<34:26,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 775/7208 [05:08<28:14,  3.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 776/7208 [05:09<35:11,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 777/7208 [05:09<48:37,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 778/7208 [05:10<41:00,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 780/7208 [05:10<34:38,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 781/7208 [05:11<43:17,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 782/7208 [05:11<42:14,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 783/7208 [05:11<32:59,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 784/7208 [05:11<31:29,  3.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 785/7208 [05:12<28:58,  3.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 787/7208 [05:12<26:19,  4.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 789/7208 [05:12<24:27,  4.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 790/7208 [05:13<35:55,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 792/7208 [05:13<31:19,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 793/7208 [05:13<28:36,  3.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 794/7208 [05:14<44:38,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 795/7208 [05:15<49:22,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 796/7208 [05:15<37:47,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 797/7208 [05:15<35:59,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 798/7208 [05:15<31:13,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 799/7208 [05:16<46:20,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 800/7208 [05:17<50:49,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 801/7208 [05:17<39:35,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 802/7208 [05:17<35:52,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 803/7208 [05:17<31:25,  3.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 804/7208 [05:18<38:11,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 805/7208 [05:18<34:58,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 806/7208 [05:18<30:43,  3.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 807/7208 [05:19<37:27,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 808/7208 [05:19<34:48,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 809/7208 [05:19<39:35,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 810/7208 [05:20<34:24,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 811/7208 [05:20<39:06,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 812/7208 [05:21<40:14,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 814/7208 [05:21<41:22,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 815/7208 [05:22<36:13,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 816/7208 [05:22<40:13,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 817/7208 [05:23<44:05,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 818/7208 [05:23<53:40,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 819/7208 [05:24<45:12,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 820/7208 [05:24<46:51,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 822/7208 [05:24<39:27,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 823/7208 [05:25<44:47,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 825/7208 [05:25<35:08,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 826/7208 [05:26<47:22,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 828/7208 [05:26<36:55,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 829/7208 [05:26<32:39,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 830/7208 [05:27<38:56,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 832/7208 [05:28<42:37,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 834/7208 [05:28<33:23,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 835/7208 [05:29<46:36,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 837/7208 [05:30<47:47,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 839/7208 [05:30<36:52,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 840/7208 [05:30<37:02,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 841/7208 [05:31<38:02,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 842/7208 [05:31<45:25,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 843/7208 [05:32<47:12,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 845/7208 [05:32<40:48,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 846/7208 [05:33<39:36,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 847/7208 [05:34<1:05:01,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 848/7208 [05:34<56:58,  1.86draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 850/7208 [05:35<45:45,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 851/7208 [05:36<1:09:09,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 852/7208 [05:36<1:02:03,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 853/7208 [05:36<53:08,  1.99draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 854/7208 [05:37<44:00,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 855/7208 [05:38<1:01:02,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 856/7208 [05:38<58:22,  1.81draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 857/7208 [05:38<48:51,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 858/7208 [05:39<40:48,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 859/7208 [05:39<58:57,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 860/7208 [05:40<56:30,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 861/7208 [05:40<47:51,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 862/7208 [05:40<40:28,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 863/7208 [05:41<51:33,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 864/7208 [05:42<58:29,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 865/7208 [05:42<48:38,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 866/7208 [05:42<41:20,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 867/7208 [05:43<51:47,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 868/7208 [05:44<59:17,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 869/7208 [05:44<48:50,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 870/7208 [05:44<42:07,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 871/7208 [05:45<52:17,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 872/7208 [05:46<59:17,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 873/7208 [05:46<49:00,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 875/7208 [05:46<38:39,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 876/7208 [05:47<41:29,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 877/7208 [05:47<45:07,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 878/7208 [05:48<45:43,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 880/7208 [05:48<40:02,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 881/7208 [05:49<42:07,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 882/7208 [05:49<45:28,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 883/7208 [05:50<45:57,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 885/7208 [05:50<38:48,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 887/7208 [05:51<35:34,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 888/7208 [05:51<40:53,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 889/7208 [05:51<42:41,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 891/7208 [05:53<52:50,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 892/7208 [05:53<51:02,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 894/7208 [05:54<43:40,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 895/7208 [05:54<44:46,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 896/7208 [05:55<47:17,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 897/7208 [05:55<47:11,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 898/7208 [05:56<48:09,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 899/7208 [05:57<1:03:46,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▎        | 901/7208 [05:57<54:18,  1.94draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 902/7208 [05:58<48:46,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 903/7208 [05:58<38:39,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 904/7208 [05:59<52:36,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 906/7208 [06:00<51:45,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 907/7208 [06:01<1:06:23,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 909/7208 [06:01<57:25,  1.83draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 910/7208 [06:01<48:16,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 912/7208 [06:02<38:13,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 913/7208 [06:02<48:01,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 915/7208 [06:03<44:47,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 916/7208 [06:03<39:03,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 917/7208 [06:03<30:34,  3.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 918/7208 [06:04<28:00,  3.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 919/7208 [06:04<43:06,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 920/7208 [06:05<49:57,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 921/7208 [06:05<41:48,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 922/7208 [06:05<32:48,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 923/7208 [06:06<30:51,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 924/7208 [06:06<44:01,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 925/7208 [06:07<51:11,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 926/7208 [06:07<41:17,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 927/7208 [06:07<33:22,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 928/7208 [06:08<32:11,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 929/7208 [06:08<34:17,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 930/7208 [06:09<58:32,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 931/7208 [06:09<45:52,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 932/7208 [06:10<41:33,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 933/7208 [06:10<49:30,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 934/7208 [06:11<59:20,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 935/7208 [06:11<57:21,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 936/7208 [06:12<52:21,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 937/7208 [06:12<43:48,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 938/7208 [06:13<55:08,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 939/7208 [06:13<56:31,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 940/7208 [06:14<56:52,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 941/7208 [06:15<1:04:12,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 942/7208 [06:15<1:04:11,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 943/7208 [06:16<55:27,  1.88draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 944/7208 [06:16<44:11,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 945/7208 [06:17<55:35,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 946/7208 [06:18<1:13:49,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 947/7208 [06:18<1:01:29,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 948/7208 [06:18<48:13,  2.16draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 949/7208 [06:19<58:25,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 950/7208 [06:19<47:14,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 951/7208 [06:20<42:57,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 952/7208 [06:20<43:35,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 953/7208 [06:20<35:34,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 954/7208 [06:21<54:37,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 955/7208 [06:22<1:03:20,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 956/7208 [06:23<1:23:27,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 957/7208 [06:24<1:18:52,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 958/7208 [06:25<1:25:05,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 959/7208 [06:25<1:05:16,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 960/7208 [06:26<1:09:48,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 961/7208 [06:27<1:30:11,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 962/7208 [06:27<1:09:57,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 963/7208 [06:28<1:00:11,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 964/7208 [06:29<1:18:18,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 965/7208 [06:29<1:10:58,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 966/7208 [06:31<1:33:14,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 967/7208 [06:31<1:13:06,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 968/7208 [06:31<56:50,  1.83draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 970/7208 [06:33<1:02:46,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 971/7208 [06:33<52:26,  1.98draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 972/7208 [06:33<43:17,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 973/7208 [06:33<37:42,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 974/7208 [06:35<1:03:04,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 975/7208 [06:35<53:43,  1.93draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 976/7208 [06:35<43:03,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 977/7208 [06:36<44:43,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 978/7208 [06:37<1:11:18,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 979/7208 [06:37<1:02:09,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 980/7208 [06:39<1:31:25,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 981/7208 [06:39<1:09:24,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 982/7208 [06:39<1:01:42,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 983/7208 [06:41<1:24:37,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 984/7208 [06:41<1:10:11,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 985/7208 [06:41<55:34,  1.87draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 986/7208 [06:43<1:21:28,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 987/7208 [06:43<1:02:26,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 988/7208 [06:43<54:26,  1.90draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 989/7208 [06:45<1:21:44,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 990/7208 [06:45<1:07:43,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 991/7208 [06:46<1:36:40,  1.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 992/7208 [06:47<1:13:03,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 994/7208 [06:47<53:24,  1.94draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 995/7208 [06:49<1:32:10,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 997/7208 [06:51<1:35:48,  1.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 999/7208 [06:51<1:09:37,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1000/7208 [06:52<1:41:26,  1.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1003/7208 [06:54<1:30:49,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1006/7208 [06:55<1:14:11,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1007/7208 [06:56<1:19:33,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1010/7208 [06:57<1:06:22,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1011/7208 [06:58<1:13:49,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1013/7208 [06:58<53:44,  1.92draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1014/7208 [06:59<1:06:07,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1015/7208 [07:00<1:12:53,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1017/7208 [07:01<1:05:55,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1018/7208 [07:02<1:16:49,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1019/7208 [07:03<1:22:44,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1020/7208 [07:03<1:01:46,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1021/7208 [07:04<1:10:25,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1022/7208 [07:05<1:17:31,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1024/7208 [07:06<1:10:55,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1025/7208 [07:07<1:15:27,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1027/7208 [07:07<56:04,  1.84draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1028/7208 [07:08<1:04:49,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1029/7208 [07:09<1:12:05,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1030/7208 [07:09<53:41,  1.92draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1031/7208 [07:10<1:07:25,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1033/7208 [07:11<1:00:20,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1034/7208 [07:11<51:42,  1.99draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1035/7208 [07:12<56:44,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1036/7208 [07:12<42:59,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1037/7208 [07:13<59:38,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1038/7208 [07:14<1:08:14,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1041/7208 [07:15<58:36,  1.75draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1042/7208 [07:15<48:41,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1043/7208 [07:15<52:54,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1045/7208 [07:16<53:22,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1046/7208 [07:17<45:47,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1047/7208 [07:17<49:39,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1049/7208 [07:17<36:30,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1050/7208 [07:18<55:09,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1051/7208 [07:19<1:04:15,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1052/7208 [07:19<49:27,  2.07draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1053/7208 [07:20<1:04:26,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1054/7208 [07:21<53:46,  1.91draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1055/7208 [07:21<53:21,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1057/7208 [07:21<40:03,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1058/7208 [07:22<57:38,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1059/7208 [07:23<1:04:26,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1060/7208 [07:23<50:28,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1061/7208 [07:25<1:14:35,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1062/7208 [07:25<1:06:17,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1063/7208 [07:25<52:42,  1.94draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1064/7208 [07:26<1:07:14,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1065/7208 [07:27<1:08:55,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1066/7208 [07:27<56:25,  1.81draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1067/7208 [07:28<1:09:05,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1068/7208 [07:29<1:11:24,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1069/7208 [07:29<56:30,  1.81draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1070/7208 [07:30<1:18:00,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1071/7208 [07:31<1:05:38,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1072/7208 [07:31<56:11,  1.82draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1073/7208 [07:32<1:08:45,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1074/7208 [07:32<56:26,  1.81draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1075/7208 [07:33<53:00,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1076/7208 [07:33<44:55,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1077/7208 [07:34<1:00:58,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1078/7208 [07:34<50:42,  2.01draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1079/7208 [07:35<45:39,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1080/7208 [07:36<1:12:31,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1081/7208 [07:36<58:49,  1.74draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1082/7208 [07:37<53:41,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1083/7208 [07:38<1:15:48,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1084/7208 [07:38<1:01:23,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1085/7208 [07:39<1:04:04,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1086/7208 [07:40<1:22:35,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1087/7208 [07:40<1:09:17,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1088/7208 [07:41<58:30,  1.74draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1089/7208 [07:42<1:10:18,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1090/7208 [07:42<57:21,  1.78draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1091/7208 [07:42<48:00,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1092/7208 [07:44<1:16:21,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1093/7208 [07:44<1:01:42,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1094/7208 [07:44<53:47,  1.89draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1095/7208 [07:45<1:17:43,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1096/7208 [07:46<1:03:17,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1097/7208 [07:46<50:05,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1098/7208 [07:47<1:19:19,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1099/7208 [07:48<1:13:32,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1100/7208 [07:48<1:03:16,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1101/7208 [07:49<53:34,  1.90draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1102/7208 [07:50<1:10:23,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1103/7208 [07:50<1:06:08,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1104/7208 [07:51<56:57,  1.79draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1105/7208 [07:51<58:58,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1106/7208 [07:52<58:41,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1107/7208 [07:53<1:04:50,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1108/7208 [07:53<1:03:04,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1109/7208 [07:54<55:00,  1.85draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1110/7208 [07:55<1:09:55,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1111/7208 [07:56<1:18:45,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1112/7208 [07:56<1:00:18,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1113/7208 [07:57<1:22:24,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1114/7208 [07:57<1:07:32,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1115/7208 [07:58<51:05,  1.99draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1116/7208 [07:58<41:16,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1117/7208 [07:59<1:07:59,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1118/7208 [07:59<1:01:46,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1119/7208 [08:01<1:27:29,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1120/7208 [08:01<1:10:25,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1121/7208 [08:01<54:45,  1.85draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1122/7208 [08:02<45:47,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1123/7208 [08:03<1:08:20,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1124/7208 [08:03<1:03:09,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1125/7208 [08:04<52:09,  1.94draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1126/7208 [08:05<1:11:57,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1127/7208 [08:05<58:36,  1.73draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1128/7208 [08:05<48:28,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1129/7208 [08:06<41:49,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1130/7208 [08:07<1:04:13,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1131/7208 [08:07<1:01:42,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1132/7208 [08:07<50:32,  2.00draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1133/7208 [08:08<57:54,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1134/7208 [08:09<52:38,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1135/7208 [08:09<43:29,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1136/7208 [08:09<41:25,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1137/7208 [08:09<34:41,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1138/7208 [08:10<30:16,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1139/7208 [08:10<38:44,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1140/7208 [08:11<56:23,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1141/7208 [08:11<44:34,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1142/7208 [08:12<37:53,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1143/7208 [08:12<44:01,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1144/7208 [08:12<42:28,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1145/7208 [08:13<35:03,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1146/7208 [08:13<36:47,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1147/7208 [08:13<30:50,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1148/7208 [08:13<28:19,  3.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1149/7208 [08:15<53:14,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1150/7208 [08:15<50:41,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1151/7208 [08:15<40:09,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1152/7208 [08:17<1:21:47,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1153/7208 [08:17<1:01:17,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1154/7208 [08:18<1:23:45,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1155/7208 [08:19<1:11:59,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1156/7208 [08:19<53:25,  1.89draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1157/7208 [08:20<1:18:50,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1158/7208 [08:21<1:09:27,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1159/7208 [08:21<1:00:59,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1160/7208 [08:22<1:13:29,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1161/7208 [08:23<1:07:09,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1163/7208 [08:24<1:01:34,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1164/7208 [08:24<55:43,  1.81draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1165/7208 [08:26<1:25:08,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1166/7208 [08:26<1:11:02,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1167/7208 [08:27<1:06:51,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1168/7208 [08:28<1:17:17,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1169/7208 [08:28<1:04:02,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1170/7208 [08:29<1:16:02,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1171/7208 [08:30<1:10:15,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1172/7208 [08:30<58:25,  1.72draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1173/7208 [08:30<58:39,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1174/7208 [08:31<1:12:20,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1175/7208 [08:32<59:07,  1.70draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1176/7208 [08:32<58:53,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1177/7208 [08:33<52:24,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1178/7208 [08:33<58:06,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1179/7208 [08:34<1:05:20,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1180/7208 [08:35<56:53,  1.77draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1181/7208 [08:35<1:03:00,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1182/7208 [08:36<1:07:09,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1183/7208 [08:37<58:15,  1.72draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1184/7208 [08:37<48:26,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1185/7208 [08:37<50:25,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1186/7208 [08:37<39:51,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1187/7208 [08:38<45:24,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1188/7208 [08:38<42:59,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1189/7208 [08:39<54:50,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1190/7208 [08:39<42:19,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1191/7208 [08:40<47:07,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1192/7208 [08:40<44:14,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1193/7208 [08:41<43:19,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1194/7208 [08:41<35:12,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1195/7208 [08:41<33:07,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1197/7208 [08:42<38:57,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1198/7208 [08:43<45:10,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1199/7208 [08:43<41:21,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1200/7208 [08:44<58:35,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1201/7208 [08:45<58:21,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1202/7208 [08:45<52:23,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1203/7208 [08:46<1:05:22,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1205/7208 [08:47<54:46,  1.83draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1206/7208 [08:48<1:17:53,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1208/7208 [08:50<1:23:15,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1210/7208 [08:50<1:07:17,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1211/7208 [08:51<1:00:49,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1212/7208 [08:52<1:07:48,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1213/7208 [08:52<51:50,  1.93draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1214/7208 [08:52<50:29,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1216/7208 [08:53<43:11,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1217/7208 [08:55<1:29:07,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1218/7208 [08:56<1:26:00,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1219/7208 [08:56<1:17:21,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1220/7208 [08:57<1:12:02,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1221/7208 [08:59<1:49:36,  1.10s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1222/7208 [09:00<1:37:52,  1.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1223/7208 [09:00<1:26:31,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1225/7208 [09:01<1:10:22,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1226/7208 [09:01<1:08:46,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1227/7208 [09:02<1:06:55,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1228/7208 [09:03<1:25:44,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1229/7208 [09:05<1:41:21,  1.02s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1230/7208 [09:05<1:27:36,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1231/7208 [09:06<1:19:23,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1232/7208 [09:07<1:35:28,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1233/7208 [09:08<1:23:58,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1235/7208 [09:08<1:04:53,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1236/7208 [09:09<59:12,  1.68draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1237/7208 [09:10<1:12:48,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1238/7208 [09:10<1:03:25,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1239/7208 [09:11<1:12:49,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1240/7208 [09:12<1:06:58,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1241/7208 [09:12<59:23,  1.67draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1242/7208 [09:13<58:54,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1243/7208 [09:14<1:08:22,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1244/7208 [09:14<1:00:09,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1245/7208 [09:15<1:26:33,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1247/7208 [09:16<1:06:43,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1248/7208 [09:17<1:31:10,  1.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1249/7208 [09:18<1:16:14,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1250/7208 [09:19<1:37:34,  1.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1251/7208 [09:19<1:11:17,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1252/7208 [09:20<59:25,  1.67draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1253/7208 [09:20<57:16,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1254/7208 [09:21<50:39,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1256/7208 [09:22<50:37,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1257/7208 [09:22<51:10,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1258/7208 [09:23<48:26,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1259/7208 [09:23<53:59,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1260/7208 [09:24<1:01:51,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1261/7208 [09:24<55:46,  1.78draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1263/7208 [09:25<47:04,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1264/7208 [09:25<45:24,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1265/7208 [09:26<47:57,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1266/7208 [09:26<45:46,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1267/7208 [09:27<48:48,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1268/7208 [09:27<38:37,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1269/7208 [09:27<34:15,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1270/7208 [09:28<52:35,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1271/7208 [09:28<41:07,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1272/7208 [09:29<42:02,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1273/7208 [09:29<39:59,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1274/7208 [09:30<56:21,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1275/7208 [09:30<45:21,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1276/7208 [09:31<40:12,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1277/7208 [09:31<35:59,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1278/7208 [09:32<45:52,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1279/7208 [09:33<1:00:48,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1280/7208 [09:33<47:20,  2.09draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1281/7208 [09:34<1:18:07,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1282/7208 [09:35<1:01:27,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1283/7208 [09:35<48:40,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1284/7208 [09:35<37:48,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1285/7208 [09:36<45:32,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1286/7208 [09:36<1:00:47,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1287/7208 [09:37<47:39,  2.07draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1288/7208 [09:37<56:56,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1289/7208 [09:38<58:58,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1290/7208 [09:38<46:08,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1291/7208 [09:38<36:55,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1292/7208 [09:39<36:31,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1293/7208 [09:39<43:13,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1294/7208 [09:40<48:45,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1295/7208 [09:40<41:11,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1296/7208 [09:40<31:51,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1297/7208 [09:41<50:54,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1298/7208 [09:42<53:14,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1299/7208 [09:42<46:19,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1301/7208 [09:43<39:02,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1302/7208 [09:43<44:08,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1303/7208 [09:44<48:07,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1304/7208 [09:44<44:32,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1306/7208 [09:45<37:16,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1307/7208 [09:45<42:24,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1308/7208 [09:46<47:03,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1309/7208 [09:46<44:08,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1311/7208 [09:47<36:52,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1312/7208 [09:47<30:47,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1313/7208 [09:47<32:55,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1314/7208 [09:48<39:52,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1315/7208 [09:48<39:09,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1317/7208 [09:48<33:33,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1318/7208 [09:49<27:59,  3.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1319/7208 [09:49<30:49,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1320/7208 [09:50<38:18,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1321/7208 [09:50<38:08,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1322/7208 [09:50<30:38,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1323/7208 [09:50<30:17,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1324/7208 [09:51<25:37,  3.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1325/7208 [09:51<28:45,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1326/7208 [09:51<24:29,  4.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1327/7208 [09:51<25:48,  3.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1328/7208 [09:51<22:32,  4.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1329/7208 [09:52<26:16,  3.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1330/7208 [09:52<31:37,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1331/7208 [09:53<42:50,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1332/7208 [09:53<37:25,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1333/7208 [09:53<30:30,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1334/7208 [09:54<31:28,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1335/7208 [09:54<29:29,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1336/7208 [09:54<26:59,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1337/7208 [09:55<40:32,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1338/7208 [09:55<35:02,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1339/7208 [09:56<45:51,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1340/7208 [09:56<39:16,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1341/7208 [09:57<48:23,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1343/7208 [09:58<44:09,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1344/7208 [09:58<46:46,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1345/7208 [09:59<54:08,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1346/7208 [09:59<56:09,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1347/7208 [10:00<55:53,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1348/7208 [10:01<58:58,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1350/7208 [10:01<45:23,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1351/7208 [10:01<42:35,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1352/7208 [10:03<1:10:56,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1353/7208 [10:03<54:01,  1.81draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1354/7208 [10:03<49:02,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1355/7208 [10:04<1:09:22,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1356/7208 [10:05<54:21,  1.79draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1357/7208 [10:05<42:26,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1358/7208 [10:05<40:28,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1359/7208 [10:06<45:42,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1360/7208 [10:07<55:46,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1361/7208 [10:07<53:34,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1362/7208 [10:08<55:32,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1363/7208 [10:09<1:03:08,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1364/7208 [10:09<48:13,  2.02draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1365/7208 [10:10<1:01:50,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1366/7208 [10:11<1:08:22,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1367/7208 [10:11<1:00:15,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1368/7208 [10:12<1:01:08,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1369/7208 [10:12<58:05,  1.68draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1370/7208 [10:12<50:21,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1371/7208 [10:14<1:31:29,  1.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1372/7208 [10:15<1:15:40,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1373/7208 [10:15<1:13:31,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1374/7208 [10:16<1:05:24,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1375/7208 [10:16<56:50,  1.71draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1376/7208 [10:17<49:34,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1377/7208 [10:17<53:06,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1378/7208 [10:18<1:05:31,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1379/7208 [10:19<1:16:40,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1380/7208 [10:20<1:07:41,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1381/7208 [10:20<58:47,  1.65draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1382/7208 [10:21<51:13,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1383/7208 [10:22<1:22:14,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1384/7208 [10:23<1:27:39,  1.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1385/7208 [10:24<1:27:39,  1.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1386/7208 [10:24<1:09:52,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1387/7208 [10:26<1:36:28,  1.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1388/7208 [10:26<1:14:36,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1390/7208 [10:27<1:03:24,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1391/7208 [10:27<57:18,  1.69draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1392/7208 [10:28<1:00:53,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1394/7208 [10:29<56:31,  1.71draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1395/7208 [10:30<1:07:58,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1396/7208 [10:31<1:09:19,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1397/7208 [10:31<54:36,  1.77draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1398/7208 [10:32<1:02:36,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1399/7208 [10:32<47:04,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1400/7208 [10:33<55:01,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1401/7208 [10:34<1:10:14,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1403/7208 [10:35<1:01:10,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1404/7208 [10:35<46:45,  2.07draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1405/7208 [10:35<39:40,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1406/7208 [10:37<1:12:36,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1407/7208 [10:37<54:57,  1.76draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1408/7208 [10:37<49:58,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1409/7208 [10:39<1:15:07,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1410/7208 [10:39<57:09,  1.69draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1411/7208 [10:39<50:28,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1412/7208 [10:40<1:15:54,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1413/7208 [10:41<58:00,  1.66draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1414/7208 [10:41<50:13,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1415/7208 [10:42<1:16:10,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1416/7208 [10:43<58:20,  1.65draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1417/7208 [10:43<45:42,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1418/7208 [10:43<36:09,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1419/7208 [10:44<1:11:57,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1420/7208 [10:45<58:35,  1.65draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1421/7208 [10:45<1:00:29,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1422/7208 [10:46<1:04:21,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1424/7208 [10:47<50:20,  1.91draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1426/7208 [10:47<43:48,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1427/7208 [10:48<59:19,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1428/7208 [10:49<53:28,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1429/7208 [10:49<52:23,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1430/7208 [10:50<1:15:28,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1432/7208 [10:52<1:15:36,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1433/7208 [10:52<1:05:39,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1434/7208 [10:53<1:01:16,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1435/7208 [10:54<1:19:57,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1436/7208 [10:54<59:10,  1.63draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1437/7208 [10:56<1:24:28,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1438/7208 [10:56<1:11:20,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1439/7208 [10:57<1:06:23,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1440/7208 [10:57<57:49,  1.66draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1441/7208 [10:58<1:04:26,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1442/7208 [10:59<1:16:39,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1443/7208 [11:00<1:09:27,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1444/7208 [11:01<1:17:22,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1445/7208 [11:01<1:04:27,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1446/7208 [11:02<1:08:53,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1447/7208 [11:03<1:09:50,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1448/7208 [11:03<58:04,  1.65draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1449/7208 [11:04<57:50,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1450/7208 [11:05<1:09:39,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1451/7208 [11:05<57:17,  1.67draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1452/7208 [11:06<57:43,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1453/7208 [11:06<47:35,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1454/7208 [11:06<47:06,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1455/7208 [11:07<49:24,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1456/7208 [11:08<1:13:19,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1457/7208 [11:09<1:00:58,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1458/7208 [11:09<49:47,  1.92draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1459/7208 [11:09<52:59,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1460/7208 [11:10<57:05,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1461/7208 [11:11<57:20,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1462/7208 [11:11<57:33,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1463/7208 [11:12<50:13,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1464/7208 [11:12<45:53,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1465/7208 [11:12<42:56,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1466/7208 [11:13<35:43,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1467/7208 [11:13<43:17,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1468/7208 [11:14<39:16,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1469/7208 [11:14<38:58,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1470/7208 [11:14<38:37,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1471/7208 [11:14<31:30,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1472/7208 [11:15<33:20,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1473/7208 [11:15<30:46,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1474/7208 [11:15<30:01,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1475/7208 [11:16<32:08,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1476/7208 [11:16<38:42,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1477/7208 [11:17<46:08,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1478/7208 [11:17<40:32,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1479/7208 [11:18<39:17,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1480/7208 [11:18<43:05,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1481/7208 [11:19<50:21,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1482/7208 [11:19<43:11,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1483/7208 [11:20<40:54,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1484/7208 [11:20<46:35,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1485/7208 [11:21<51:14,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1486/7208 [11:21<43:23,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1487/7208 [11:22<40:33,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1488/7208 [11:22<48:52,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1489/7208 [11:22<40:59,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1490/7208 [11:23<38:35,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1491/7208 [11:23<34:10,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1492/7208 [11:24<44:06,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1493/7208 [11:24<43:21,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1494/7208 [11:24<35:04,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1495/7208 [11:25<35:01,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1496/7208 [11:25<41:17,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1497/7208 [11:26<39:19,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1498/7208 [11:26<41:22,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1499/7208 [11:26<31:58,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1500/7208 [11:27<33:28,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1501/7208 [11:27<39:30,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1502/7208 [11:28<38:39,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1503/7208 [11:28<42:13,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1505/7208 [11:29<35:37,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1507/7208 [11:29<32:50,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1509/7208 [11:30<36:42,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1510/7208 [11:31<37:01,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1512/7208 [11:31<33:58,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1513/7208 [11:31<35:58,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1514/7208 [11:32<40:11,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1515/7208 [11:32<39:11,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1517/7208 [11:33<35:40,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1518/7208 [11:33<28:50,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1519/7208 [11:33<26:57,  3.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1521/7208 [11:34<26:27,  3.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1523/7208 [11:34<21:51,  4.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1524/7208 [11:34<20:26,  4.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1525/7208 [11:35<29:47,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1527/7208 [11:35<26:36,  3.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1528/7208 [11:36<45:47,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1530/7208 [11:37<40:06,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1532/7208 [11:38<41:46,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1533/7208 [11:38<40:38,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1534/7208 [11:39<44:03,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1535/7208 [11:40<57:52,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1536/7208 [11:40<51:38,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1537/7208 [11:41<52:55,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1538/7208 [11:42<1:03:38,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1539/7208 [11:42<54:57,  1.72draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1540/7208 [11:42<41:28,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1541/7208 [11:43<43:27,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1542/7208 [11:44<57:02,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1543/7208 [11:44<49:38,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1544/7208 [11:45<1:19:26,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1545/7208 [11:46<1:04:47,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1546/7208 [11:46<54:06,  1.74draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1547/7208 [11:46<46:46,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1549/7208 [11:47<46:08,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1550/7208 [11:48<41:31,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1551/7208 [11:48<49:10,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1552/7208 [11:49<58:56,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1553/7208 [11:50<50:36,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1554/7208 [11:50<46:09,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1555/7208 [11:50<42:25,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1556/7208 [11:51<35:48,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1557/7208 [11:51<42:53,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1558/7208 [11:52<57:07,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1559/7208 [11:52<43:51,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1560/7208 [11:52<35:42,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1561/7208 [11:53<43:06,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1562/7208 [11:53<39:01,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1563/7208 [11:54<45:27,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1564/7208 [11:54<36:52,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1565/7208 [11:54<29:35,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1566/7208 [11:55<39:06,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1567/7208 [11:55<35:53,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1568/7208 [11:56<43:36,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1569/7208 [11:56<36:28,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1571/7208 [11:57<35:58,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1572/7208 [11:57<33:46,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1573/7208 [11:58<40:04,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1575/7208 [11:58<32:30,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1577/7208 [11:59<32:34,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1578/7208 [11:59<31:26,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1579/7208 [12:00<40:36,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1580/7208 [12:00<35:54,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1582/7208 [12:01<33:32,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1583/7208 [12:01<26:19,  3.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1584/7208 [12:02<42:38,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1586/7208 [12:02<31:59,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1587/7208 [12:02<28:48,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1588/7208 [12:03<36:29,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1590/7208 [12:04<39:01,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1592/7208 [12:04<31:52,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1594/7208 [12:04<31:12,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1595/7208 [12:05<48:53,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1596/7208 [12:06<39:14,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1597/7208 [12:06<31:28,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1599/7208 [12:06<31:00,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1600/7208 [12:07<35:09,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1601/7208 [12:07<38:03,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1602/7208 [12:08<35:40,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1604/7208 [12:08<27:10,  3.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1605/7208 [12:09<41:30,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1607/7208 [12:09<31:16,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1608/7208 [12:09<41:02,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1609/7208 [12:10<31:49,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1610/7208 [12:10<26:59,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1611/7208 [12:11<40:48,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1613/7208 [12:12<41:54,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1615/7208 [12:12<36:00,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1616/7208 [12:13<43:53,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1617/7208 [12:13<38:41,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1618/7208 [12:13<38:27,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1619/7208 [12:13<30:11,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1620/7208 [12:14<48:01,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1621/7208 [12:15<37:56,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1622/7208 [12:15<33:59,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1623/7208 [12:15<32:07,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1624/7208 [12:16<56:07,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1625/7208 [12:17<43:41,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1626/7208 [12:17<45:45,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1627/7208 [12:17<36:56,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1628/7208 [12:18<54:31,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1629/7208 [12:18<42:48,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1630/7208 [12:19<45:04,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1631/7208 [12:19<38:32,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1632/7208 [12:20<58:15,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1633/7208 [12:21<55:47,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1634/7208 [12:21<45:34,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1636/7208 [12:22<39:03,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1637/7208 [12:23<54:18,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1638/7208 [12:24<1:22:28,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1639/7208 [12:25<1:07:14,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1640/7208 [12:25<51:42,  1.79draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1641/7208 [12:25<44:19,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1642/7208 [12:26<1:12:20,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1643/7208 [12:28<1:34:28,  1.02s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1644/7208 [12:28<1:16:26,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1646/7208 [12:29<59:51,  1.55draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1647/7208 [12:30<1:22:57,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1649/7208 [12:32<1:19:26,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1650/7208 [12:32<1:05:28,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1651/7208 [12:33<59:48,  1.55draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1652/7208 [12:34<1:20:30,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1654/7208 [12:36<1:18:43,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1655/7208 [12:36<1:03:06,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1656/7208 [12:37<1:00:17,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1657/7208 [12:38<1:18:54,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1659/7208 [12:40<1:18:16,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1660/7208 [12:40<1:01:35,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1661/7208 [12:41<1:01:23,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1662/7208 [12:42<1:11:04,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1663/7208 [12:42<56:24,  1.64draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1665/7208 [12:43<1:02:48,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1666/7208 [12:44<50:01,  1.85draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1668/7208 [12:44<45:00,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1669/7208 [12:45<52:35,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1670/7208 [12:45<42:46,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1671/7208 [12:46<35:40,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1672/7208 [12:46<45:37,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1673/7208 [12:47<52:12,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1674/7208 [12:47<43:26,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1675/7208 [12:47<35:14,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1676/7208 [12:48<47:31,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1677/7208 [12:49<51:21,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1678/7208 [12:49<43:37,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1679/7208 [12:49<34:37,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1680/7208 [12:50<48:24,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1681/7208 [12:51<50:35,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1682/7208 [12:51<43:55,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1683/7208 [12:51<33:57,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1684/7208 [12:52<38:33,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1685/7208 [12:52<37:02,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1686/7208 [12:52<29:00,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1687/7208 [12:53<42:34,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1689/7208 [12:54<44:11,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1691/7208 [12:55<43:21,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1694/7208 [12:56<40:30,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1695/7208 [12:57<51:58,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1697/7208 [12:58<51:20,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1698/7208 [12:59<58:31,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1700/7208 [12:59<42:27,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1701/7208 [13:00<56:19,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1703/7208 [13:01<51:45,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1704/7208 [13:01<39:42,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1705/7208 [13:02<52:43,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1707/7208 [13:03<48:00,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1709/7208 [13:03<35:42,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1711/7208 [13:04<37:28,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1713/7208 [13:05<40:18,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1715/7208 [13:06<41:09,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1717/7208 [13:07<39:36,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1718/7208 [13:07<33:07,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1719/7208 [13:08<49:32,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1721/7208 [13:08<44:48,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1722/7208 [13:09<37:30,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1724/7208 [13:10<39:21,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1726/7208 [13:10<37:24,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1727/7208 [13:11<32:52,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1729/7208 [13:12<36:14,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1731/7208 [13:13<38:36,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1734/7208 [13:14<35:46,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1735/7208 [13:14<43:34,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1736/7208 [13:14<38:16,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1739/7208 [13:15<35:33,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1740/7208 [13:16<51:14,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1743/7208 [13:17<44:38,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1744/7208 [13:18<48:31,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1745/7208 [13:18<42:53,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1748/7208 [13:19<38:46,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1749/7208 [13:20<44:10,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1750/7208 [13:20<39:42,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1752/7208 [13:20<29:41,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1753/7208 [13:22<1:10:08,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1754/7208 [13:22<53:14,  1.71draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1755/7208 [13:23<59:33,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1756/7208 [13:24<57:31,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1757/7208 [13:24<49:03,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1759/7208 [13:24<37:25,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1760/7208 [13:25<48:26,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1761/7208 [13:26<1:04:24,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1762/7208 [13:27<1:07:08,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1763/7208 [13:28<1:01:14,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1764/7208 [13:28<51:39,  1.76draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1765/7208 [13:28<39:24,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1766/7208 [13:28<31:42,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1767/7208 [13:29<44:24,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1768/7208 [13:30<57:44,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1769/7208 [13:30<44:31,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1770/7208 [13:31<53:24,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1771/7208 [13:31<50:15,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1772/7208 [13:32<43:40,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1773/7208 [13:32<35:39,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1774/7208 [13:32<28:55,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1775/7208 [13:33<42:50,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1777/7208 [13:34<43:24,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1778/7208 [13:35<55:08,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1780/7208 [13:36<48:49,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1781/7208 [13:36<42:40,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1782/7208 [13:36<32:46,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1783/7208 [13:37<42:43,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1784/7208 [13:37<50:17,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1785/7208 [13:38<45:36,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1787/7208 [13:39<42:28,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1788/7208 [13:39<50:48,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1789/7208 [13:40<40:35,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1790/7208 [13:40<34:39,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1792/7208 [13:41<45:03,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1793/7208 [13:41<35:29,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1794/7208 [13:42<32:20,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1795/7208 [13:43<1:03:54,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1796/7208 [13:43<47:47,  1.89draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1797/7208 [13:44<41:46,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1798/7208 [13:45<1:09:29,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1799/7208 [13:45<51:53,  1.74draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1800/7208 [13:46<45:26,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1801/7208 [13:46<48:42,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1802/7208 [13:47<43:26,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1803/7208 [13:47<43:40,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1804/7208 [13:47<33:59,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1805/7208 [13:48<32:13,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1807/7208 [13:49<36:16,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1808/7208 [13:49<37:46,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1809/7208 [13:49<29:51,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1810/7208 [13:50<31:10,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1811/7208 [13:50<47:55,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1812/7208 [13:51<45:06,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1813/7208 [13:51<35:20,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1814/7208 [13:51<35:29,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1816/7208 [13:52<38:09,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1817/7208 [13:53<37:33,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1818/7208 [13:53<29:53,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1819/7208 [13:53<32:48,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1820/7208 [13:55<59:08,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1821/7208 [13:55<46:04,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1822/7208 [13:55<43:02,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1824/7208 [13:56<44:06,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1825/7208 [13:57<39:13,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1826/7208 [13:57<31:39,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1827/7208 [13:58<52:29,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1828/7208 [13:58<46:23,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1829/7208 [13:59<40:37,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1830/7208 [13:59<36:08,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1831/7208 [13:59<33:13,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1832/7208 [14:00<40:51,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1833/7208 [14:01<47:08,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1834/7208 [14:01<39:59,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1835/7208 [14:01<39:52,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1836/7208 [14:02<34:36,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1837/7208 [14:02<31:13,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 1838/7208 [14:02<34:51,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1839/7208 [14:03<37:02,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1840/7208 [14:03<34:51,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1841/7208 [14:03<29:28,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1842/7208 [14:03<25:16,  3.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1843/7208 [14:04<24:43,  3.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1844/7208 [14:04<32:09,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1845/7208 [14:05<33:14,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1846/7208 [14:05<38:38,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1847/7208 [14:05<30:13,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1848/7208 [14:06<28:08,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1849/7208 [14:06<35:48,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1850/7208 [14:07<34:26,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1851/7208 [14:07<34:10,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1852/7208 [14:07<30:56,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1854/7208 [14:07<25:50,  3.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1855/7208 [14:08<36:05,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1856/7208 [14:08<32:50,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1857/7208 [14:09<41:26,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1859/7208 [14:09<32:33,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1860/7208 [14:10<41:49,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1861/7208 [14:11<47:20,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1862/7208 [14:11<40:01,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1864/7208 [14:11<31:50,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1865/7208 [14:12<41:32,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1866/7208 [14:13<46:30,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1867/7208 [14:13<38:53,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1869/7208 [14:13<31:27,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1870/7208 [14:14<41:35,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1871/7208 [14:15<46:05,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1872/7208 [14:15<37:59,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1873/7208 [14:15<35:34,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1874/7208 [14:16<41:18,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1875/7208 [14:16<32:52,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1876/7208 [14:16<28:39,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1877/7208 [14:17<30:38,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1878/7208 [14:17<26:37,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1879/7208 [14:17<28:55,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1880/7208 [14:18<40:33,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1881/7208 [14:18<33:54,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1882/7208 [14:18<33:58,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1883/7208 [14:19<28:02,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1884/7208 [14:20<44:55,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1885/7208 [14:20<37:56,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1886/7208 [14:20<32:16,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1887/7208 [14:20<32:34,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1888/7208 [14:21<32:50,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1889/7208 [14:22<41:17,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1890/7208 [14:22<36:11,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1891/7208 [14:22<31:50,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 1892/7208 [14:22<32:31,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1894/7208 [14:23<27:08,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1895/7208 [14:23<36:41,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1896/7208 [14:24<41:10,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1897/7208 [14:24<38:35,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1899/7208 [14:25<30:10,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1900/7208 [14:26<56:36,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1901/7208 [14:26<48:55,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1902/7208 [14:27<40:14,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1903/7208 [14:27<30:54,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1905/7208 [14:28<34:27,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1906/7208 [14:28<31:51,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1908/7208 [14:29<31:48,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 1909/7208 [14:30<46:40,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1911/7208 [14:30<36:09,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1913/7208 [14:30<34:37,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1915/7208 [14:31<28:24,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1916/7208 [14:31<37:05,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1917/7208 [14:32<32:34,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1918/7208 [14:32<42:01,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1920/7208 [14:33<33:06,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1921/7208 [14:33<41:15,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1922/7208 [14:34<35:13,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1923/7208 [14:34<43:40,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1925/7208 [14:35<34:02,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1926/7208 [14:35<42:22,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1927/7208 [14:36<55:13,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1929/7208 [14:37<41:45,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1930/7208 [14:37<48:31,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1931/7208 [14:38<40:37,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1932/7208 [14:38<47:50,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1934/7208 [14:38<36:05,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1935/7208 [14:39<46:06,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1936/7208 [14:39<37:47,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1937/7208 [14:40<46:40,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1939/7208 [14:40<34:30,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1940/7208 [14:41<45:56,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1942/7208 [14:41<33:47,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1944/7208 [14:42<34:44,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1945/7208 [14:42<27:13,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1946/7208 [14:43<41:29,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1948/7208 [14:43<31:25,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1949/7208 [14:44<43:11,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1951/7208 [14:45<42:31,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1953/7208 [14:45<32:23,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1954/7208 [14:46<43:18,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1956/7208 [14:47<42:44,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1957/7208 [14:47<34:46,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1958/7208 [14:48<35:25,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1959/7208 [14:48<35:40,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1960/7208 [14:49<39:17,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1961/7208 [14:49<37:37,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1962/7208 [14:49<30:05,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1963/7208 [14:49<32:32,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1964/7208 [14:50<32:59,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1965/7208 [14:50<38:06,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1966/7208 [14:51<37:32,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1967/7208 [14:51<28:55,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1968/7208 [14:51<32:13,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1969/7208 [14:52<31:51,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1970/7208 [14:52<26:00,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1971/7208 [14:52<30:36,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1972/7208 [14:53<29:26,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1973/7208 [14:53<37:57,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1974/7208 [14:54<32:16,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1975/7208 [14:54<25:21,  3.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1976/7208 [14:54<34:35,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1977/7208 [14:55<32:33,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1978/7208 [14:55<39:34,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1979/7208 [14:55<32:43,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1980/7208 [14:56<42:59,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1981/7208 [14:57<45:45,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 1982/7208 [14:57<46:12,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1983/7208 [14:58<35:29,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1984/7208 [14:59<52:42,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1985/7208 [14:59<41:50,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1986/7208 [14:59<42:58,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1987/7208 [15:01<1:06:28,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1988/7208 [15:01<59:58,  1.45draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1989/7208 [15:01<45:05,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1990/7208 [15:02<53:16,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1991/7208 [15:03<46:46,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1993/7208 [15:03<40:29,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1994/7208 [15:05<1:05:38,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1995/7208 [15:05<58:53,  1.48draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1996/7208 [15:05<43:56,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1997/7208 [15:06<52:46,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 1998/7208 [15:06<47:27,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2000/7208 [15:07<40:21,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2001/7208 [15:08<1:05:54,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2002/7208 [15:09<58:24,  1.49draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2004/7208 [15:10<53:16,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2005/7208 [15:10<49:47,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2007/7208 [15:11<40:56,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2008/7208 [15:11<41:43,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2009/7208 [15:12<54:31,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2010/7208 [15:13<49:19,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2011/7208 [15:13<37:18,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2012/7208 [15:13<36:35,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2013/7208 [15:14<50:41,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2014/7208 [15:15<46:52,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2015/7208 [15:15<46:33,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2016/7208 [15:16<45:08,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2017/7208 [15:16<44:09,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2019/7208 [15:17<36:29,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2020/7208 [15:17<39:31,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2021/7208 [15:18<40:15,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2022/7208 [15:18<42:14,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2023/7208 [15:18<39:25,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2025/7208 [15:19<40:35,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2026/7208 [15:20<42:40,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2027/7208 [15:20<39:16,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2029/7208 [15:21<39:50,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2031/7208 [15:22<35:50,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2032/7208 [15:22<35:57,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2033/7208 [15:23<47:39,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2035/7208 [15:24<41:39,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2036/7208 [15:24<37:14,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2037/7208 [15:26<1:07:56,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2038/7208 [15:26<55:19,  1.56draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2040/7208 [15:27<52:22,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2041/7208 [15:28<51:21,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2042/7208 [15:28<44:10,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2043/7208 [15:30<1:12:35,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2044/7208 [15:30<58:27,  1.47draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2046/7208 [15:31<53:15,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2047/7208 [15:31<39:56,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2048/7208 [15:32<42:55,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2049/7208 [15:33<1:01:28,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2050/7208 [15:34<1:01:24,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2051/7208 [15:34<51:25,  1.67draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2052/7208 [15:35<58:25,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2053/7208 [15:35<44:41,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2054/7208 [15:35<46:26,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2055/7208 [15:36<41:09,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2056/7208 [15:37<50:17,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2057/7208 [15:37<54:43,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2058/7208 [15:38<47:27,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2059/7208 [15:39<53:55,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2060/7208 [15:39<42:25,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2061/7208 [15:39<44:47,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2062/7208 [15:40<1:00:35,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2063/7208 [15:41<1:02:50,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2064/7208 [15:42<53:18,  1.61draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2065/7208 [15:42<56:42,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2066/7208 [15:43<45:12,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2067/7208 [15:44<56:42,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2068/7208 [15:44<58:07,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2069/7208 [15:45<46:49,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2070/7208 [15:45<49:06,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2071/7208 [15:45<42:35,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2072/7208 [15:46<48:13,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2073/7208 [15:46<40:35,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2074/7208 [15:47<44:10,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2075/7208 [15:47<39:02,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2076/7208 [15:48<45:29,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2077/7208 [15:48<38:54,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2078/7208 [15:49<43:14,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2080/7208 [15:50<47:04,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2082/7208 [15:51<40:39,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2084/7208 [15:52<46:44,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2085/7208 [15:53<45:23,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2087/7208 [15:54<48:31,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2088/7208 [15:54<37:51,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2089/7208 [15:55<39:40,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2090/7208 [15:56<1:03:53,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2091/7208 [15:57<57:04,  1.49draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2093/7208 [15:58<56:08,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2094/7208 [15:58<43:53,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2095/7208 [15:59<43:01,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2096/7208 [16:00<54:41,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2097/7208 [16:00<50:28,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2098/7208 [16:01<48:10,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2099/7208 [16:02<1:05:23,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2100/7208 [16:02<50:26,  1.69draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2101/7208 [16:03<59:57,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2102/7208 [16:03<53:39,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2103/7208 [16:04<50:27,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2104/7208 [16:04<48:58,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2105/7208 [16:05<56:43,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2106/7208 [16:06<49:29,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2107/7208 [16:06<37:54,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2108/7208 [16:07<51:04,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2109/7208 [16:07<47:13,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2110/7208 [16:08<46:03,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2111/7208 [16:08<46:42,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2112/7208 [16:09<42:44,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2113/7208 [16:09<40:51,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2114/7208 [16:10<39:24,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2115/7208 [16:10<30:20,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2116/7208 [16:11<45:47,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2117/7208 [16:11<42:14,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2118/7208 [16:12<43:55,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2119/7208 [16:12<40:21,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2120/7208 [16:12<34:26,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2121/7208 [16:13<32:54,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2122/7208 [16:13<43:51,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2123/7208 [16:14<34:21,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2124/7208 [16:14<32:58,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2125/7208 [16:14<29:51,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2126/7208 [16:15<29:37,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2127/7208 [16:16<45:05,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2128/7208 [16:16<39:58,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2129/7208 [16:16<35:29,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2130/7208 [16:16<33:15,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2131/7208 [16:17<44:22,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2132/7208 [16:17<34:25,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2133/7208 [16:18<31:50,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2134/7208 [16:18<30:46,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2135/7208 [16:18<29:38,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2136/7208 [16:19<41:27,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2137/7208 [16:19<32:38,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2138/7208 [16:20<30:22,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2139/7208 [16:20<30:52,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2140/7208 [16:20<28:53,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2141/7208 [16:21<44:41,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2142/7208 [16:22<38:30,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2143/7208 [16:22<37:42,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2144/7208 [16:23<52:42,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2145/7208 [16:23<41:20,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2146/7208 [16:24<46:56,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2147/7208 [16:25<59:52,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2148/7208 [16:25<45:27,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2149/7208 [16:26<50:18,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2150/7208 [16:27<1:00:54,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2151/7208 [16:27<47:04,  1.79draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2152/7208 [16:29<1:20:13,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2154/7208 [16:30<1:06:23,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2155/7208 [16:31<1:12:16,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2156/7208 [16:31<54:05,  1.56draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2158/7208 [16:32<50:00,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2159/7208 [16:33<55:20,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2160/7208 [16:33<42:45,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2161/7208 [16:34<50:01,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2162/7208 [16:34<39:25,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2163/7208 [16:35<47:15,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2164/7208 [16:35<37:39,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2166/7208 [16:36<48:06,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2167/7208 [16:37<38:39,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2168/7208 [16:37<47:16,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2169/7208 [16:38<37:04,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2170/7208 [16:39<50:07,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2172/7208 [16:40<56:43,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2173/7208 [16:41<44:48,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2174/7208 [16:41<51:58,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2175/7208 [16:41<39:57,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2176/7208 [16:42<46:28,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2177/7208 [16:42<38:11,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2179/7208 [16:43<38:50,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2180/7208 [16:44<45:05,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2181/7208 [16:44<37:46,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2182/7208 [16:45<47:37,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2183/7208 [16:45<36:20,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2184/7208 [16:46<43:03,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2185/7208 [16:46<35:49,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2187/7208 [16:47<37:30,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2188/7208 [16:48<43:29,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2189/7208 [16:48<37:21,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2190/7208 [16:49<48:10,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2192/7208 [16:50<45:50,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2194/7208 [16:51<44:34,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2196/7208 [16:52<39:51,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2197/7208 [16:52<35:31,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2198/7208 [16:53<48:21,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2200/7208 [16:54<45:03,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2202/7208 [16:55<44:22,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2204/7208 [16:56<39:15,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2205/7208 [16:56<33:03,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2206/7208 [16:56<25:40,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2207/7208 [16:57<41:35,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2208/7208 [16:58<53:23,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2209/7208 [16:59<1:16:45,  1.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2210/7208 [17:00<59:31,  1.40draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2211/7208 [17:00<53:39,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2212/7208 [17:01<52:23,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2213/7208 [17:02<1:00:57,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2214/7208 [17:03<1:21:06,  1.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2215/7208 [17:04<1:06:19,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2216/7208 [17:04<54:47,  1.52draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2217/7208 [17:05<54:16,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2218/7208 [17:06<1:02:01,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2219/7208 [17:06<1:07:38,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2220/7208 [17:07<1:00:28,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2221/7208 [17:07<53:02,  1.57draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2222/7208 [17:08<44:44,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2223/7208 [17:08<48:13,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2224/7208 [17:09<57:20,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2225/7208 [17:10<1:05:13,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2226/7208 [17:11<57:05,  1.45draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2227/7208 [17:11<51:20,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2228/7208 [17:12<42:53,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2229/7208 [17:12<49:09,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2230/7208 [17:13<56:14,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2231/7208 [17:14<1:05:29,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2232/7208 [17:15<55:31,  1.49draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2233/7208 [17:15<51:03,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2234/7208 [17:15<41:56,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2235/7208 [17:16<49:07,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2236/7208 [17:17<57:03,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2238/7208 [17:17<42:05,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2239/7208 [17:18<59:03,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2240/7208 [17:19<55:55,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2242/7208 [17:19<40:38,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2243/7208 [17:21<1:13:03,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2245/7208 [17:22<1:07:19,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2246/7208 [17:22<50:04,  1.65draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2247/7208 [17:23<47:28,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2249/7208 [17:23<34:37,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2250/7208 [17:25<1:09:10,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2252/7208 [17:25<50:17,  1.64draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2253/7208 [17:26<1:05:49,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2254/7208 [17:27<59:31,  1.39draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2256/7208 [17:27<43:54,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2257/7208 [17:28<55:11,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2258/7208 [17:29<57:10,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2260/7208 [17:30<52:06,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2261/7208 [17:30<42:19,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2262/7208 [17:30<32:57,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2263/7208 [17:31<35:08,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2265/7208 [17:32<36:50,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2267/7208 [17:33<49:55,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2268/7208 [17:34<44:12,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2269/7208 [17:34<44:59,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2270/7208 [17:35<56:21,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2272/7208 [17:37<1:03:12,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2273/7208 [17:37<47:06,  1.75draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2274/7208 [17:38<37:48,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2275/7208 [17:39<1:06:07,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2276/7208 [17:39<49:59,  1.64draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2277/7208 [17:41<1:18:53,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2278/7208 [17:41<59:13,  1.39draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2279/7208 [17:41<44:16,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2280/7208 [17:42<44:55,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2281/7208 [17:43<58:43,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2282/7208 [17:43<44:17,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2283/7208 [17:45<1:15:15,  1.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2284/7208 [17:45<56:45,  1.45draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2286/7208 [17:46<49:32,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2287/7208 [17:46<38:43,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2288/7208 [17:47<46:59,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2289/7208 [17:47<36:41,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2290/7208 [17:48<49:23,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2291/7208 [17:49<55:21,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2292/7208 [17:49<42:42,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2293/7208 [17:50<43:23,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2294/7208 [17:50<36:43,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2295/7208 [17:50<28:41,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2296/7208 [17:52<1:04:30,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2297/7208 [17:52<48:08,  1.70draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2298/7208 [17:53<54:28,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2299/7208 [17:53<41:01,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2301/7208 [17:54<35:32,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2302/7208 [17:54<31:59,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2303/7208 [17:54<25:22,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2304/7208 [17:55<38:27,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2305/7208 [17:55<29:25,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2307/7208 [17:55<26:42,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2308/7208 [17:56<27:34,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2309/7208 [17:56<34:05,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2310/7208 [17:57<32:52,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2311/7208 [17:57<25:48,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2312/7208 [17:58<38:54,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2314/7208 [17:59<39:03,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2317/7208 [18:00<35:18,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2318/7208 [18:01<48:33,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2321/7208 [18:01<38:34,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2322/7208 [18:02<37:31,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2324/7208 [18:02<28:30,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2325/7208 [18:03<43:59,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2326/7208 [18:04<50:07,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2327/7208 [18:04<39:19,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2328/7208 [18:04<44:17,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2329/7208 [18:05<37:47,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2330/7208 [18:05<34:53,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2331/7208 [18:05<35:06,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2332/7208 [18:06<29:18,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2333/7208 [18:06<36:04,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2334/7208 [18:07<33:29,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2335/7208 [18:07<41:51,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2336/7208 [18:08<34:37,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2337/7208 [18:09<47:48,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2338/7208 [18:09<41:01,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2339/7208 [18:09<39:27,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2340/7208 [18:10<46:51,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2341/7208 [18:11<42:26,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2342/7208 [18:11<47:52,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2343/7208 [18:12<38:57,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2344/7208 [18:12<51:04,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2345/7208 [18:13<42:02,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2346/7208 [18:13<41:04,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2347/7208 [18:13<34:34,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2348/7208 [18:14<36:21,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2349/7208 [18:14<31:16,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2350/7208 [18:14<27:24,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2351/7208 [18:15<37:20,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2352/7208 [18:15<31:26,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2353/7208 [18:16<33:37,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2354/7208 [18:16<30:01,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2355/7208 [18:16<26:19,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2356/7208 [18:17<23:31,  3.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2357/7208 [18:17<29:22,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2358/7208 [18:17<25:29,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2360/7208 [18:18<27:01,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2361/7208 [18:18<24:23,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2362/7208 [18:19<35:00,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2363/7208 [18:19<30:12,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2364/7208 [18:20<38:53,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2365/7208 [18:20<36:53,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2366/7208 [18:21<39:38,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2367/7208 [18:21<31:36,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2369/7208 [18:22<31:53,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2370/7208 [18:23<51:13,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2371/7208 [18:24<54:19,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2372/7208 [18:24<46:09,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2373/7208 [18:25<48:01,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2375/7208 [18:25<35:53,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2376/7208 [18:26<44:07,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2377/7208 [18:27<54:16,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2378/7208 [18:27<42:38,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2379/7208 [18:28<55:25,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2380/7208 [18:29<54:41,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2382/7208 [18:29<40:56,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2383/7208 [18:31<1:10:42,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2384/7208 [18:31<54:41,  1.47draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2385/7208 [18:32<1:03:19,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2386/7208 [18:33<1:06:51,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2387/7208 [18:35<1:28:23,  1.10s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2388/7208 [18:35<1:07:43,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2389/7208 [18:36<1:11:37,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2390/7208 [18:36<1:02:58,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2391/7208 [18:37<47:41,  1.68draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2392/7208 [18:37<39:46,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2393/7208 [18:38<1:07:53,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2394/7208 [18:39<54:23,  1.48draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2395/7208 [18:40<1:01:14,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2396/7208 [18:40<55:18,  1.45draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2397/7208 [18:40<42:35,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2398/7208 [18:41<37:14,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2399/7208 [18:42<48:09,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2400/7208 [18:42<50:25,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2401/7208 [18:43<43:04,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2402/7208 [18:43<45:29,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2403/7208 [18:44<39:50,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2404/7208 [18:45<1:06:32,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2405/7208 [18:46<53:09,  1.51draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2407/7208 [18:47<49:29,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2408/7208 [18:47<49:54,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2409/7208 [18:47<40:31,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2411/7208 [18:48<34:14,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2412/7208 [18:48<37:52,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2413/7208 [18:49<41:36,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2414/7208 [18:49<34:06,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2415/7208 [18:49<27:27,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2416/7208 [18:50<42:52,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2417/7208 [18:51<44:05,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2418/7208 [18:51<35:44,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2419/7208 [18:51<29:45,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2420/7208 [18:52<44:32,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2421/7208 [18:53<44:12,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2422/7208 [18:53<35:12,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2423/7208 [18:54<43:24,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2424/7208 [18:54<40:50,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2425/7208 [18:55<41:08,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2426/7208 [18:55<32:28,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2427/7208 [18:55<29:40,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2428/7208 [18:56<26:00,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2429/7208 [18:56<35:59,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2430/7208 [18:57<38:05,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2431/7208 [18:57<29:17,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2432/7208 [18:57<28:11,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2433/7208 [18:58<42:44,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2434/7208 [18:59<42:35,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2436/7208 [18:59<34:56,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2437/7208 [19:00<47:26,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2438/7208 [19:01<46:32,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2440/7208 [19:02<48:54,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2441/7208 [19:03<47:56,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2443/7208 [19:03<39:43,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2444/7208 [19:04<48:13,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2445/7208 [19:05<47:09,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2447/7208 [19:06<49:38,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2448/7208 [19:07<47:48,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2450/7208 [19:08<50:24,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2451/7208 [19:09<47:36,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2453/7208 [19:09<44:51,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2454/7208 [19:10<42:38,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2455/7208 [19:10<41:51,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2457/7208 [19:11<33:37,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2458/7208 [19:12<39:28,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2459/7208 [19:12<37:10,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2460/7208 [19:12<37:38,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2461/7208 [19:13<28:45,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2462/7208 [19:13<43:39,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2463/7208 [19:14<38:46,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2464/7208 [19:14<38:12,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2465/7208 [19:14<30:55,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2466/7208 [19:15<45:07,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2467/7208 [19:16<38:42,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2468/7208 [19:16<37:30,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2469/7208 [19:17<54:50,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2470/7208 [19:18<45:10,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2471/7208 [19:18<41:18,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2472/7208 [19:18<35:41,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2474/7208 [19:19<28:08,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2475/7208 [19:19<36:46,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2476/7208 [19:20<31:25,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2477/7208 [19:20<31:08,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2478/7208 [19:20<29:56,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2479/7208 [19:21<43:43,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2480/7208 [19:22<36:05,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2481/7208 [19:22<33:46,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2482/7208 [19:22<32:26,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2484/7208 [19:23<28:26,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2485/7208 [19:23<36:38,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2486/7208 [19:24<33:21,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2487/7208 [19:25<44:26,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2489/7208 [19:25<39:27,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2490/7208 [19:26<44:19,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2491/7208 [19:27<43:01,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2493/7208 [19:27<38:37,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2494/7208 [19:28<33:29,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2495/7208 [19:29<45:39,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2496/7208 [19:29<48:55,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2497/7208 [19:30<40:56,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2498/7208 [19:30<37:17,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2499/7208 [19:31<39:16,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2500/7208 [19:31<44:19,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2501/7208 [19:31<36:48,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2503/7208 [19:32<34:14,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2504/7208 [19:33<46:36,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2505/7208 [19:33<38:44,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2507/7208 [19:34<31:15,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2508/7208 [19:34<35:59,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2509/7208 [19:35<42:13,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2510/7208 [19:35<34:59,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2512/7208 [19:36<27:30,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2513/7208 [19:36<35:55,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2515/7208 [19:37<36:22,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2516/7208 [19:38<31:46,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2518/7208 [19:38<31:01,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2519/7208 [19:39<42:49,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2521/7208 [19:39<33:11,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2522/7208 [19:40<40:51,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2523/7208 [19:41<49:11,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2524/7208 [19:41<41:21,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2526/7208 [19:43<47:42,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2527/7208 [19:43<41:05,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2529/7208 [19:44<37:39,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2530/7208 [19:45<45:35,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2531/7208 [19:45<41:25,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2532/7208 [19:46<42:04,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2533/7208 [19:46<33:18,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2534/7208 [19:47<50:17,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2536/7208 [19:48<42:42,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2537/7208 [19:48<32:58,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2538/7208 [19:48<29:05,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2539/7208 [19:49<42:05,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2541/7208 [19:50<36:39,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2542/7208 [19:50<28:53,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2543/7208 [19:50<26:13,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2544/7208 [19:51<31:33,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2545/7208 [19:51<25:21,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2546/7208 [19:52<36:53,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2547/7208 [19:52<35:03,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2548/7208 [19:53<37:31,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2549/7208 [19:53<30:33,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2550/7208 [19:53<26:42,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2552/7208 [19:54<27:31,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2553/7208 [19:54<23:56,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2555/7208 [19:55<28:29,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2556/7208 [19:55<31:00,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2557/7208 [19:56<28:05,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2558/7208 [19:56<23:28,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2559/7208 [19:56<28:30,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2560/7208 [19:57<32:13,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2561/7208 [19:57<32:25,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2562/7208 [19:58<30:07,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2563/7208 [19:58<24:15,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2564/7208 [19:59<50:53,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2565/7208 [20:00<44:24,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2566/7208 [20:00<33:24,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2567/7208 [20:01<45:47,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2568/7208 [20:01<34:37,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2569/7208 [20:02<42:26,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2570/7208 [20:02<32:14,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2571/7208 [20:02<25:25,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2572/7208 [20:02<25:12,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2573/7208 [20:03<39:57,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2574/7208 [20:04<38:18,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2575/7208 [20:05<53:33,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2576/7208 [20:05<45:10,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2577/7208 [20:06<42:34,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2578/7208 [20:06<36:01,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2579/7208 [20:07<45:38,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2580/7208 [20:07<39:33,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2581/7208 [20:08<38:39,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2582/7208 [20:08<38:26,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2583/7208 [20:09<38:23,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2584/7208 [20:10<55:56,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2585/7208 [20:10<43:00,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2586/7208 [20:11<42:53,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2587/7208 [20:11<32:50,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2588/7208 [20:12<51:40,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2589/7208 [20:12<49:40,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2590/7208 [20:13<43:23,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2591/7208 [20:14<50:59,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2593/7208 [20:14<43:14,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2594/7208 [20:15<33:12,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2595/7208 [20:15<29:18,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2596/7208 [20:16<41:43,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2598/7208 [20:16<33:35,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2599/7208 [20:17<45:45,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2600/7208 [20:18<46:35,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2601/7208 [20:18<49:45,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2602/7208 [20:19<39:55,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2603/7208 [20:19<35:31,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2604/7208 [20:20<39:59,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2605/7208 [20:21<49:59,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2606/7208 [20:21<42:23,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2607/7208 [20:22<1:01:32,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2608/7208 [20:23<55:45,  1.38draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2609/7208 [20:24<55:09,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2610/7208 [20:24<44:45,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2611/7208 [20:24<45:37,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2613/7208 [20:25<42:54,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2614/7208 [20:26<38:09,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2615/7208 [20:26<36:25,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2616/7208 [20:27<51:36,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2617/7208 [20:28<44:41,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2618/7208 [20:28<41:04,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2619/7208 [20:28<36:18,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2620/7208 [20:30<52:20,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2621/7208 [20:31<58:44,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2622/7208 [20:31<53:39,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2623/7208 [20:31<43:02,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2624/7208 [20:32<34:12,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2625/7208 [20:32<34:07,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2626/7208 [20:32<32:20,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2627/7208 [20:33<48:14,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2628/7208 [20:34<43:52,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2629/7208 [20:35<1:04:36,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2630/7208 [20:36<1:06:00,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2632/7208 [20:37<57:52,  1.32draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2633/7208 [20:38<50:32,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2634/7208 [20:38<47:24,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2635/7208 [20:39<49:03,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2636/7208 [20:39<40:31,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2637/7208 [20:40<37:48,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2638/7208 [20:40<39:05,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2640/7208 [20:41<38:23,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2641/7208 [20:42<35:32,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2642/7208 [20:42<38:20,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2643/7208 [20:43<48:50,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2644/7208 [20:43<42:13,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2645/7208 [20:44<43:31,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2647/7208 [20:45<45:07,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2648/7208 [20:46<46:12,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2649/7208 [20:47<45:50,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2650/7208 [20:47<47:23,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2651/7208 [20:48<48:14,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2653/7208 [20:49<48:00,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2654/7208 [20:50<48:54,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2656/7208 [20:51<48:36,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2657/7208 [20:52<49:11,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2659/7208 [20:53<48:47,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2660/7208 [20:54<49:34,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2662/7208 [20:54<37:54,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2663/7208 [20:54<33:12,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2664/7208 [20:55<32:03,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2665/7208 [20:56<44:17,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2666/7208 [20:56<34:04,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2667/7208 [20:56<27:41,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2668/7208 [20:57<34:28,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2669/7208 [20:58<46:15,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2670/7208 [20:58<35:58,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2671/7208 [20:58<28:48,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2672/7208 [20:58<23:57,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2673/7208 [20:59<38:46,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2674/7208 [21:00<41:49,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2675/7208 [21:00<32:30,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2676/7208 [21:00<26:49,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2677/7208 [21:01<36:32,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2678/7208 [21:01<29:45,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2679/7208 [21:02<35:53,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2680/7208 [21:02<27:27,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2681/7208 [21:02<23:43,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2682/7208 [21:02<18:59,  3.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2683/7208 [21:03<28:08,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2684/7208 [21:03<24:20,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2685/7208 [21:04<32:29,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2687/7208 [21:04<25:56,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2688/7208 [21:05<34:39,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2689/7208 [21:05<29:29,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2690/7208 [21:06<36:27,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2692/7208 [21:06<28:29,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2694/7208 [21:07<27:56,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2695/7208 [21:07<25:13,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2696/7208 [21:07<33:29,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2698/7208 [21:08<26:21,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2699/7208 [21:08<34:05,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2700/7208 [21:09<29:51,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2701/7208 [21:09<36:28,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2703/7208 [21:10<28:33,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2704/7208 [21:10<30:12,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2705/7208 [21:11<32:35,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2706/7208 [21:11<33:04,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2707/7208 [21:11<29:30,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2708/7208 [21:12<35:59,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2709/7208 [21:12<32:00,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2710/7208 [21:13<27:01,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2711/7208 [21:13<29:02,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2712/7208 [21:14<31:53,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2714/7208 [21:14<31:01,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2715/7208 [21:15<36:04,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2717/7208 [21:15<29:01,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2718/7208 [21:16<34:24,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2719/7208 [21:16<26:29,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2720/7208 [21:17<40:13,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2721/7208 [21:17<33:33,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2722/7208 [21:17<27:10,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2723/7208 [21:18<28:48,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2724/7208 [21:18<23:02,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2725/7208 [21:19<34:38,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2726/7208 [21:19<33:23,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2727/7208 [21:20<35:37,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2728/7208 [21:20<28:38,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2729/7208 [21:20<26:08,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2730/7208 [21:21<29:52,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2731/7208 [21:21<24:52,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2732/7208 [21:22<35:01,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2733/7208 [21:22<28:33,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2734/7208 [21:22<26:44,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2735/7208 [21:23<29:37,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2736/7208 [21:23<24:39,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2737/7208 [21:23<23:58,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2738/7208 [21:24<27:43,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2739/7208 [21:24<23:21,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2740/7208 [21:24<22:59,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2741/7208 [21:25<27:17,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2742/7208 [21:25<29:22,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2744/7208 [21:26<26:16,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2745/7208 [21:26<28:26,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2746/7208 [21:27<31:31,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2747/7208 [21:27<26:14,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2748/7208 [21:27<24:04,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2749/7208 [21:27<28:44,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2750/7208 [21:28<29:52,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2752/7208 [21:29<28:47,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2753/7208 [21:29<25:49,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2754/7208 [21:30<39:32,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2756/7208 [21:31<35:38,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2757/7208 [21:31<30:22,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2758/7208 [21:32<42:41,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2760/7208 [21:32<37:57,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2761/7208 [21:33<32:02,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2763/7208 [21:34<33:03,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2764/7208 [21:34<39:21,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2765/7208 [21:35<33:15,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2767/7208 [21:35<31:11,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2768/7208 [21:36<27:47,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2769/7208 [21:37<40:48,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2771/7208 [21:37<36:15,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2772/7208 [21:38<31:07,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2773/7208 [21:39<42:49,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 2775/7208 [21:39<37:58,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2776/7208 [21:39<31:38,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2778/7208 [21:40<30:17,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2779/7208 [21:40<25:00,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2781/7208 [21:41<19:02,  3.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2782/7208 [21:41<27:46,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2783/7208 [21:41<23:59,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2784/7208 [21:42<19:12,  3.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2785/7208 [21:42<27:43,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2786/7208 [21:42<26:21,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2787/7208 [21:43<37:23,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2788/7208 [21:43<28:42,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2789/7208 [21:44<28:52,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2790/7208 [21:44<29:54,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2791/7208 [21:44<24:15,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2792/7208 [21:45<25:10,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 2793/7208 [21:45<27:12,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2794/7208 [21:45<22:45,  3.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2795/7208 [21:46<23:53,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2796/7208 [21:46<30:15,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2797/7208 [21:47<28:54,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2798/7208 [21:47<29:58,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2799/7208 [21:47<25:10,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2800/7208 [21:48<24:57,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2801/7208 [21:48<25:28,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2803/7208 [21:48<20:57,  3.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2804/7208 [21:49<21:36,  3.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2805/7208 [21:49<24:48,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2806/7208 [21:49<22:09,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2807/7208 [21:50<22:15,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2808/7208 [21:50<24:54,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2809/7208 [21:50<22:39,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2810/7208 [21:51<22:31,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2811/7208 [21:51<24:45,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2812/7208 [21:51<22:55,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2813/7208 [21:52<22:43,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2814/7208 [21:52<24:11,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2816/7208 [21:52<20:04,  3.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2817/7208 [21:53<20:45,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2818/7208 [21:53<22:45,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2819/7208 [21:53<22:06,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2820/7208 [21:53<22:13,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2821/7208 [21:54<23:33,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2822/7208 [21:54<22:51,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2823/7208 [21:54<22:49,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2824/7208 [21:55<23:43,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2825/7208 [21:55<23:13,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2827/7208 [21:56<22:17,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2829/7208 [21:56<16:45,  4.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2830/7208 [21:56<18:26,  3.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2831/7208 [21:57<24:57,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2832/7208 [21:57<26:27,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2833/7208 [21:58<30:39,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2835/7208 [21:58<26:01,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2836/7208 [21:59<30:09,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2837/7208 [21:59<30:17,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2838/7208 [22:00<33:08,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2840/7208 [22:00<27:48,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2841/7208 [22:00<29:59,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2842/7208 [22:01<42:15,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2844/7208 [22:02<30:40,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 2845/7208 [22:02<40:48,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2848/7208 [22:03<36:07,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2850/7208 [22:04<35:00,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2853/7208 [22:05<31:30,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2854/7208 [22:06<42:47,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2855/7208 [22:06<32:52,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2856/7208 [22:07<41:32,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2858/7208 [22:08<39:04,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2860/7208 [22:08<29:27,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2861/7208 [22:09<38:29,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2862/7208 [22:10<46:18,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2864/7208 [22:10<35:28,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2865/7208 [22:11<40:25,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2867/7208 [22:12<39:18,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2868/7208 [22:13<48:47,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2869/7208 [22:14<51:48,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2870/7208 [22:14<39:42,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2871/7208 [22:14<33:16,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2872/7208 [22:15<36:37,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2873/7208 [22:15<27:56,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2874/7208 [22:16<36:17,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2875/7208 [22:16<29:48,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2876/7208 [22:16<26:18,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2877/7208 [22:17<34:07,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2878/7208 [22:18<39:50,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2879/7208 [22:18<33:10,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2880/7208 [22:18<29:02,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2881/7208 [22:19<31:51,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2882/7208 [22:19<26:07,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 2883/7208 [22:20<33:15,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2884/7208 [22:20<29:08,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2885/7208 [22:20<26:45,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2886/7208 [22:22<47:34,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2887/7208 [22:22<39:52,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2888/7208 [22:22<34:58,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2889/7208 [22:23<33:27,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2890/7208 [22:23<28:15,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2891/7208 [22:23<33:24,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2892/7208 [22:24<30:34,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2893/7208 [22:24<28:32,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2894/7208 [22:24<23:13,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2895/7208 [22:24<21:16,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2896/7208 [22:25<30:48,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2897/7208 [22:25<24:09,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2899/7208 [22:26<24:27,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2900/7208 [22:27<42:57,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2902/7208 [22:28<38:02,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2903/7208 [22:28<31:10,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2904/7208 [22:28<24:21,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2905/7208 [22:29<34:56,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2906/7208 [22:30<41:12,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2907/7208 [22:30<35:09,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2908/7208 [22:31<39:31,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2909/7208 [22:31<30:26,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2910/7208 [22:31<24:20,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2911/7208 [22:33<53:07,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2913/7208 [22:34<47:33,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2914/7208 [22:34<37:10,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2915/7208 [22:35<43:14,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2917/7208 [22:36<40:43,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2918/7208 [22:36<31:06,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 2919/7208 [22:37<39:34,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2921/7208 [22:38<37:55,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2923/7208 [22:38<27:54,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2924/7208 [22:39<37:45,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2925/7208 [22:39<32:02,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2926/7208 [22:39<27:08,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2927/7208 [22:40<28:33,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2928/7208 [22:40<31:05,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2929/7208 [22:41<42:23,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2930/7208 [22:41<38:37,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2931/7208 [22:42<30:17,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2932/7208 [22:42<30:02,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2933/7208 [22:43<41:58,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2934/7208 [22:43<36:55,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2935/7208 [22:44<28:36,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2937/7208 [22:45<38:54,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2938/7208 [22:45<30:48,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2939/7208 [22:46<31:50,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2940/7208 [22:47<37:44,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2941/7208 [22:47<31:35,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2942/7208 [22:47<28:15,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2943/7208 [22:47<24:22,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2944/7208 [22:48<26:50,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2945/7208 [22:49<39:22,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2946/7208 [22:49<33:43,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2947/7208 [22:50<38:04,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2948/7208 [22:51<47:19,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2949/7208 [22:51<38:46,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2950/7208 [22:51<30:48,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2951/7208 [22:52<32:51,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2952/7208 [22:53<43:42,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2953/7208 [22:53<35:31,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2954/7208 [22:54<40:33,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2955/7208 [22:54<44:55,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2956/7208 [22:55<35:30,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2957/7208 [22:55<29:06,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2958/7208 [22:55<24:01,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2959/7208 [22:55<19:49,  3.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2960/7208 [22:56<27:33,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2961/7208 [22:57<46:38,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2962/7208 [22:58<45:45,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2963/7208 [22:59<52:19,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2964/7208 [22:59<40:07,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2965/7208 [22:59<32:04,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2966/7208 [23:01<55:26,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2967/7208 [23:01<42:13,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2968/7208 [23:01<34:12,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2969/7208 [23:02<53:46,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2970/7208 [23:02<40:16,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2971/7208 [23:03<31:30,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2972/7208 [23:03<27:05,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 2973/7208 [23:04<50:58,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2974/7208 [23:05<38:59,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2975/7208 [23:05<32:48,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2976/7208 [23:05<34:14,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2977/7208 [23:06<44:03,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2978/7208 [23:06<34:08,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2979/7208 [23:07<30:06,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2980/7208 [23:07<31:38,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2981/7208 [23:08<45:40,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2982/7208 [23:09<38:35,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2983/7208 [23:09<36:58,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2984/7208 [23:10<36:19,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2985/7208 [23:10<36:48,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2987/7208 [23:11<34:54,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2988/7208 [23:12<35:16,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2989/7208 [23:12<37:29,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2990/7208 [23:13<42:40,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 2991/7208 [23:14<41:33,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 2992/7208 [23:15<57:27,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 2993/7208 [23:15<45:44,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 2994/7208 [23:16<51:01,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 2996/7208 [23:17<43:31,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 2997/7208 [23:18<56:55,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 2999/7208 [23:19<46:38,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3000/7208 [23:20<57:16,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3001/7208 [23:20<42:36,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3002/7208 [23:21<42:44,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3003/7208 [23:22<1:00:15,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3004/7208 [23:22<52:00,  1.35draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3005/7208 [23:23<44:57,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3006/7208 [23:24<48:51,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3007/7208 [23:24<37:31,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3008/7208 [23:24<37:40,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3009/7208 [23:25<35:39,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3010/7208 [23:26<41:45,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3011/7208 [23:26<35:32,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3012/7208 [23:26<32:26,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3013/7208 [23:27<32:45,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3014/7208 [23:28<43:03,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3015/7208 [23:28<40:07,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3016/7208 [23:29<38:19,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3017/7208 [23:30<43:48,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3018/7208 [23:30<37:10,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3019/7208 [23:30<31:08,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3021/7208 [23:31<27:40,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3022/7208 [23:32<44:46,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3023/7208 [23:32<35:02,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3024/7208 [23:33<53:26,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3025/7208 [23:34<45:00,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3026/7208 [23:34<35:18,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3027/7208 [23:35<44:12,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3028/7208 [23:36<47:47,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3029/7208 [23:37<56:27,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3030/7208 [23:37<49:47,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3031/7208 [23:38<41:42,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3032/7208 [23:39<51:50,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3033/7208 [23:39<46:30,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3034/7208 [23:40<40:06,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3035/7208 [23:41<48:27,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3037/7208 [23:41<39:50,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3038/7208 [23:42<39:52,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3039/7208 [23:42<35:30,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3040/7208 [23:42<33:43,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3041/7208 [23:43<34:54,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3042/7208 [23:44<43:52,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3043/7208 [23:44<39:57,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3044/7208 [23:45<39:17,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3045/7208 [23:46<46:29,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3046/7208 [23:46<42:09,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3047/7208 [23:47<40:37,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3048/7208 [23:47<37:24,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3049/7208 [23:47<30:04,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3050/7208 [23:48<26:54,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3051/7208 [23:49<40:04,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3052/7208 [23:49<36:53,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3053/7208 [23:50<35:30,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3054/7208 [23:51<46:05,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3055/7208 [23:51<41:10,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3056/7208 [23:51<33:04,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3057/7208 [23:52<28:24,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3058/7208 [23:53<39:37,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3060/7208 [23:53<33:11,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3061/7208 [23:54<51:49,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3063/7208 [23:55<42:03,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3064/7208 [23:55<33:13,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3065/7208 [23:55<27:31,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3066/7208 [23:56<41:11,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3067/7208 [23:57<46:15,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3068/7208 [23:58<52:08,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3069/7208 [23:58<38:52,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3070/7208 [23:59<38:15,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3071/7208 [23:59<30:04,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3072/7208 [24:00<43:38,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3073/7208 [24:00<33:09,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3074/7208 [24:02<59:57,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3075/7208 [24:02<44:44,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3076/7208 [24:03<43:40,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3077/7208 [24:03<33:04,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3078/7208 [24:03<25:28,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3079/7208 [24:03<20:19,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3080/7208 [24:05<51:09,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3081/7208 [24:05<38:29,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3082/7208 [24:07<1:00:14,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3083/7208 [24:07<44:52,  1.53draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3085/7208 [24:07<33:34,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3086/7208 [24:08<43:59,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3087/7208 [24:09<46:55,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3088/7208 [24:10<52:44,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3089/7208 [24:10<41:05,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3090/7208 [24:11<41:44,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3091/7208 [24:11<31:33,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3092/7208 [24:12<42:15,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3093/7208 [24:12<34:29,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3094/7208 [24:14<58:32,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3095/7208 [24:14<46:21,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3096/7208 [24:14<45:18,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3097/7208 [24:15<34:40,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3098/7208 [24:15<28:19,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3099/7208 [24:16<33:43,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3100/7208 [24:16<43:08,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3101/7208 [24:17<36:19,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3102/7208 [24:18<45:08,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3103/7208 [24:18<44:48,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3105/7208 [24:19<32:58,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3106/7208 [24:19<26:20,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3107/7208 [24:20<38:00,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3108/7208 [24:20<39:36,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3109/7208 [24:21<34:30,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3110/7208 [24:22<44:01,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3111/7208 [24:22<43:33,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3113/7208 [24:22<32:33,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3114/7208 [24:23<25:42,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3115/7208 [24:24<37:57,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3116/7208 [24:24<38:49,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3117/7208 [24:25<54:42,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3118/7208 [24:26<50:06,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3119/7208 [24:26<37:32,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3120/7208 [24:26<29:02,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3121/7208 [24:27<43:17,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3122/7208 [24:28<41:10,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3123/7208 [24:29<57:04,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3124/7208 [24:30<50:41,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3125/7208 [24:30<38:55,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3126/7208 [24:30<30:23,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3127/7208 [24:31<43:21,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3128/7208 [24:32<41:09,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3129/7208 [24:33<57:05,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3130/7208 [24:34<51:21,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3131/7208 [24:34<39:06,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3132/7208 [24:34<30:58,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3133/7208 [24:35<42:10,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3134/7208 [24:36<41:48,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3135/7208 [24:36<32:07,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3136/7208 [24:37<39:14,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3137/7208 [24:37<34:27,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3138/7208 [24:38<43:38,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3140/7208 [24:39<36:55,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3141/7208 [24:39<32:42,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3142/7208 [24:40<39:36,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3143/7208 [24:40<30:28,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3145/7208 [24:41<31:05,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3146/7208 [24:42<38:51,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3147/7208 [24:42<29:38,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3148/7208 [24:42<33:42,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3149/7208 [24:43<30:07,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3150/7208 [24:44<38:20,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3151/7208 [24:44<30:28,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3152/7208 [24:44<33:04,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3153/7208 [24:45<29:24,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3154/7208 [24:46<38:41,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3156/7208 [24:47<37:23,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3157/7208 [24:47<36:01,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3158/7208 [24:48<35:02,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3159/7208 [24:48<26:42,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3160/7208 [24:48<26:04,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3161/7208 [24:48<22:01,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3162/7208 [24:50<41:12,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3164/7208 [24:50<33:24,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3165/7208 [24:50<27:16,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3166/7208 [24:51<34:29,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3167/7208 [24:51<35:06,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3169/7208 [24:52<30:46,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3170/7208 [24:53<36:44,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3171/7208 [24:53<37:16,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3173/7208 [24:54<32:14,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3174/7208 [24:55<37:10,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3175/7208 [24:55<38:01,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3176/7208 [24:56<39:02,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3177/7208 [24:57<39:10,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3178/7208 [24:57<29:31,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3179/7208 [24:57<33:57,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3180/7208 [24:58<29:42,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3181/7208 [24:58<25:52,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3182/7208 [24:58<30:34,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3183/7208 [25:00<42:23,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3184/7208 [25:00<34:36,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3185/7208 [25:00<33:11,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3186/7208 [25:00<27:27,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3187/7208 [25:01<38:29,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3189/7208 [25:02<29:46,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3190/7208 [25:02<30:11,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3191/7208 [25:02<26:27,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3192/7208 [25:03<36:50,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3194/7208 [25:04<28:21,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3195/7208 [25:04<29:22,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3196/7208 [25:04<25:47,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3197/7208 [25:05<36:51,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3198/7208 [25:05<30:22,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3199/7208 [25:06<31:23,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3200/7208 [25:06<26:37,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3201/7208 [25:07<37:43,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3202/7208 [25:07<30:47,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3203/7208 [25:08<32:14,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3204/7208 [25:08<26:50,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3205/7208 [25:09<37:57,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3206/7208 [25:09<30:48,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3207/7208 [25:10<32:39,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3208/7208 [25:10<26:34,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3209/7208 [25:11<37:45,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3211/7208 [25:11<28:39,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3212/7208 [25:12<31:12,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3213/7208 [25:12<25:23,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3214/7208 [25:13<36:50,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3216/7208 [25:13<28:05,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3217/7208 [25:14<30:55,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3218/7208 [25:15<43:51,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3220/7208 [25:15<33:02,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3221/7208 [25:16<37:37,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3222/7208 [25:17<45:26,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3224/7208 [25:17<34:00,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3225/7208 [25:18<36:30,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3226/7208 [25:19<46:25,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3227/7208 [25:19<34:37,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3228/7208 [25:19<26:58,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3229/7208 [25:19<31:09,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3230/7208 [25:21<42:46,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3231/7208 [25:21<32:11,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3232/7208 [25:21<25:11,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3233/7208 [25:21<29:45,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3234/7208 [25:23<42:30,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3236/7208 [25:23<31:50,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3237/7208 [25:23<35:31,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3239/7208 [25:25<36:15,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3241/7208 [25:25<33:28,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3243/7208 [25:26<34:39,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3245/7208 [25:27<32:23,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3247/7208 [25:28<32:47,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3248/7208 [25:28<25:19,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3249/7208 [25:29<33:19,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3251/7208 [25:30<33:34,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3252/7208 [25:30<25:28,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3254/7208 [25:31<25:52,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3255/7208 [25:32<38:05,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3256/7208 [25:32<28:42,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3258/7208 [25:33<28:16,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3259/7208 [25:34<39:01,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3260/7208 [25:34<29:31,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3262/7208 [25:35<29:06,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3264/7208 [25:36<29:35,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3266/7208 [25:36<22:42,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3267/7208 [25:37<31:15,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3269/7208 [25:38<30:56,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3270/7208 [25:38<26:56,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3271/7208 [25:39<33:07,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3273/7208 [25:40<29:49,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3274/7208 [25:40<31:49,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3275/7208 [25:41<35:50,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3277/7208 [25:41<27:57,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3278/7208 [25:41<26:36,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3279/7208 [25:42<30:32,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3280/7208 [25:42<28:09,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3281/7208 [25:43<26:21,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3282/7208 [25:44<43:34,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3283/7208 [25:44<36:15,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3284/7208 [25:45<31:49,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3286/7208 [25:45<28:25,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3287/7208 [25:46<34:08,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3288/7208 [25:46<28:48,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3289/7208 [25:47<26:05,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3290/7208 [25:47<31:23,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3291/7208 [25:48<36:45,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3292/7208 [25:48<35:05,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3294/7208 [25:49<31:38,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3295/7208 [25:50<36:29,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3296/7208 [25:50<34:10,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3297/7208 [25:51<38:36,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3298/7208 [25:51<30:56,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3299/7208 [25:52<32:13,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3300/7208 [25:52<26:39,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3301/7208 [25:52<24:59,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3302/7208 [25:53<33:37,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3303/7208 [25:54<34:40,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3304/7208 [25:54<27:59,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3305/7208 [25:55<34:46,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3306/7208 [25:55<31:56,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3307/7208 [25:56<33:40,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3308/7208 [25:56<26:56,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3309/7208 [25:56<23:10,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3310/7208 [25:56<18:39,  3.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3311/7208 [25:57<21:40,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3312/7208 [25:57<18:30,  3.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3313/7208 [25:58<28:23,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3314/7208 [25:58<27:17,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3315/7208 [25:58<21:42,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3316/7208 [25:59<24:07,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3317/7208 [25:59<20:05,  3.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3318/7208 [25:59<18:22,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3319/7208 [26:00<33:49,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3320/7208 [26:01<32:44,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3321/7208 [26:01<26:15,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3322/7208 [26:01<22:35,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3323/7208 [26:02<36:18,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3324/7208 [26:03<35:09,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3325/7208 [26:03<27:35,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3326/7208 [26:03<23:20,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3327/7208 [26:03<28:03,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3328/7208 [26:04<22:38,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3329/7208 [26:04<21:26,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3330/7208 [26:04<25:10,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3331/7208 [26:05<24:04,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3332/7208 [26:06<31:37,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3333/7208 [26:06<38:22,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3334/7208 [26:07<32:35,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3335/7208 [26:07<37:56,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3336/7208 [26:08<42:56,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3337/7208 [26:09<35:17,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3338/7208 [26:09<40:58,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3339/7208 [26:10<34:22,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3340/7208 [26:10<34:06,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3341/7208 [26:11<45:44,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3342/7208 [26:12<38:13,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3343/7208 [26:12<36:01,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3344/7208 [26:12<29:52,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3345/7208 [26:13<34:34,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3346/7208 [26:13<27:31,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3347/7208 [26:14<25:34,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3348/7208 [26:14<27:55,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3349/7208 [26:15<36:29,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3350/7208 [26:15<29:25,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3351/7208 [26:16<26:41,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3352/7208 [26:16<29:14,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3353/7208 [26:17<46:46,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3354/7208 [26:18<44:09,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3355/7208 [26:19<46:23,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3356/7208 [26:19<36:58,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3357/7208 [26:19<31:35,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3358/7208 [26:20<33:53,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3359/7208 [26:20<30:29,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3360/7208 [26:21<29:07,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3361/7208 [26:21<25:32,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3362/7208 [26:21<26:24,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3363/7208 [26:22<33:57,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3364/7208 [26:23<36:50,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3365/7208 [26:23<34:53,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3366/7208 [26:24<39:08,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3367/7208 [26:25<34:34,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3368/7208 [26:25<30:03,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3369/7208 [26:25<30:44,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3370/7208 [26:26<35:48,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3371/7208 [26:26<29:36,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3372/7208 [26:27<28:53,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3373/7208 [26:27<25:58,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3374/7208 [26:27<23:06,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3375/7208 [26:28<23:49,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3376/7208 [26:28<27:48,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3378/7208 [26:29<25:59,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3379/7208 [26:29<23:48,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3380/7208 [26:30<23:38,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3381/7208 [26:30<28:10,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3383/7208 [26:31<26:04,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3384/7208 [26:31<24:40,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3385/7208 [26:32<23:18,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3386/7208 [26:32<27:25,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3388/7208 [26:33<25:46,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3389/7208 [26:33<25:23,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3390/7208 [26:34<22:42,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3391/7208 [26:34<29:40,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3392/7208 [26:35<31:15,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3393/7208 [26:35<30:04,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3394/7208 [26:35<25:04,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3395/7208 [26:36<22:54,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3396/7208 [26:36<21:39,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3397/7208 [26:37<28:19,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3399/7208 [26:37<26:04,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3400/7208 [26:38<24:27,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3401/7208 [26:39<35:10,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3403/7208 [26:39<30:40,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3404/7208 [26:40<32:05,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3405/7208 [26:40<29:58,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3406/7208 [26:41<27:14,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3408/7208 [26:42<34:12,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3409/7208 [26:42<30:09,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3411/7208 [26:44<31:06,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3412/7208 [26:44<24:00,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3413/7208 [26:44<24:54,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3414/7208 [26:44<23:38,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3416/7208 [26:45<25:43,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3418/7208 [26:46<19:48,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3419/7208 [26:46<22:04,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3420/7208 [26:47<40:28,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3422/7208 [26:47<29:44,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3423/7208 [26:48<29:16,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3424/7208 [26:48<29:01,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3425/7208 [26:49<36:41,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3427/7208 [26:49<26:57,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3428/7208 [26:50<27:27,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3429/7208 [26:50<28:05,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3430/7208 [26:51<35:27,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3431/7208 [26:51<27:11,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3433/7208 [26:52<23:34,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3434/7208 [26:52<25:35,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3436/7208 [26:53<26:52,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3438/7208 [26:54<27:55,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3440/7208 [26:55<27:33,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3442/7208 [26:55<20:28,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3443/7208 [26:56<31:46,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3445/7208 [26:57<30:24,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3447/7208 [26:57<22:34,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3448/7208 [26:58<32:45,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3450/7208 [26:59<31:26,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3452/7208 [26:59<23:09,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3453/7208 [27:00<32:42,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3455/7208 [27:01<31:37,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3457/7208 [27:01<23:15,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3458/7208 [27:02<32:27,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3459/7208 [27:02<24:36,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3460/7208 [27:03<33:04,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3462/7208 [27:03<24:14,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3463/7208 [27:04<32:50,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3464/7208 [27:04<25:12,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3465/7208 [27:05<33:21,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3468/7208 [27:05<24:06,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3470/7208 [27:06<25:57,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3471/7208 [27:07<33:22,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3473/7208 [27:07<24:45,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3474/7208 [27:07<32:19,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3476/7208 [27:08<24:05,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3477/7208 [27:09<32:47,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3478/7208 [27:09<24:54,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3479/7208 [27:09<32:32,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3481/7208 [27:10<24:09,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3482/7208 [27:10<32:02,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3484/7208 [27:11<23:48,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3485/7208 [27:11<31:38,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3487/7208 [27:12<23:36,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3488/7208 [27:12<31:19,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3491/7208 [27:13<28:00,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3492/7208 [27:13<22:15,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3493/7208 [27:14<30:09,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3496/7208 [27:15<28:10,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3497/7208 [27:16<34:10,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3500/7208 [27:17<27:04,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3501/7208 [27:17<27:38,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3502/7208 [27:17<22:24,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3503/7208 [27:18<29:43,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3505/7208 [27:19<25:42,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3506/7208 [27:19<26:31,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3507/7208 [27:19<21:50,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3508/7208 [27:20<28:55,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3509/7208 [27:20<24:25,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3510/7208 [27:20<22:56,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3511/7208 [27:21<24:39,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3512/7208 [27:21<20:34,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3513/7208 [27:22<27:34,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3514/7208 [27:22<29:42,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3515/7208 [27:23<27:59,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3517/7208 [27:23<22:01,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3518/7208 [27:25<45:32,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3519/7208 [27:25<34:39,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3520/7208 [27:25<26:51,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3521/7208 [27:26<30:55,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3522/7208 [27:26<32:55,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3523/7208 [27:27<29:16,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3524/7208 [27:27<23:50,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3525/7208 [27:27<19:17,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3526/7208 [27:28<25:05,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3527/7208 [27:28<29:25,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3528/7208 [27:28<23:51,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3529/7208 [27:29<19:07,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3530/7208 [27:29<19:42,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3531/7208 [27:30<31:27,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3532/7208 [27:30<28:11,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3533/7208 [27:30<22:56,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3534/7208 [27:30<17:54,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3535/7208 [27:31<18:54,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3536/7208 [27:31<22:48,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3537/7208 [27:32<30:25,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3538/7208 [27:32<25:50,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3539/7208 [27:33<24:58,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3540/7208 [27:33<27:29,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3542/7208 [27:34<26:06,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3543/7208 [27:35<29:58,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3544/7208 [27:35<30:53,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3546/7208 [27:36<28:31,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3547/7208 [27:36<23:40,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3548/7208 [27:37<24:28,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3549/7208 [27:37<26:40,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3551/7208 [27:38<22:43,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3552/7208 [27:38<22:39,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3553/7208 [27:39<36:04,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3555/7208 [27:39<29:26,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3556/7208 [27:40<27:46,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3557/7208 [27:40<28:26,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3559/7208 [27:41<25:21,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3561/7208 [27:41<21:55,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3562/7208 [27:42<32:56,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3563/7208 [27:43<32:37,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3565/7208 [27:43<26:49,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3566/7208 [27:44<35:43,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3568/7208 [27:45<29:58,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3570/7208 [27:46<29:44,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3571/7208 [27:46<28:59,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3572/7208 [27:47<29:36,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3574/7208 [27:48<29:33,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3575/7208 [27:48<28:44,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3577/7208 [27:49<24:56,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3579/7208 [27:50<30:10,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3580/7208 [27:51<30:23,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3582/7208 [27:51<25:21,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3583/7208 [27:52<26:49,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3584/7208 [27:52<27:08,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3586/7208 [27:53<23:45,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3587/7208 [27:53<33:12,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3588/7208 [27:54<32:04,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3589/7208 [27:54<30:59,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3591/7208 [27:55<26:09,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3592/7208 [27:56<37:22,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3593/7208 [27:56<33:00,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3595/7208 [27:57<27:35,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3596/7208 [27:57<27:33,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3597/7208 [27:58<28:25,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3598/7208 [27:58<28:01,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3600/7208 [27:59<23:55,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3601/7208 [28:00<33:59,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3603/7208 [28:00<25:22,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3604/7208 [28:00<23:52,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3605/7208 [28:01<25:57,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3606/7208 [28:01<25:30,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3607/7208 [28:02<30:15,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3608/7208 [28:02<25:57,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3610/7208 [28:03<23:26,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3611/7208 [28:04<33:54,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3612/7208 [28:04<25:38,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3613/7208 [28:04<22:30,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3614/7208 [28:06<44:14,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3615/7208 [28:06<36:53,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3617/7208 [28:08<40:09,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3619/7208 [28:08<30:49,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3621/7208 [28:09<32:14,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3622/7208 [28:09<30:16,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3623/7208 [28:10<23:08,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3624/7208 [28:10<20:38,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3625/7208 [28:10<17:29,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3626/7208 [28:11<29:18,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3627/7208 [28:11<28:26,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3628/7208 [28:11<21:53,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3629/7208 [28:12<19:24,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3630/7208 [28:13<33:42,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3631/7208 [28:13<31:42,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3632/7208 [28:13<24:09,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3633/7208 [28:14<20:43,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3634/7208 [28:14<17:36,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3635/7208 [28:15<37:47,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3637/7208 [28:16<29:10,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3638/7208 [28:17<40:45,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 3639/7208 [28:17<37:39,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3641/7208 [28:17<28:35,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3642/7208 [28:19<40:43,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3643/7208 [28:19<38:31,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3645/7208 [28:19<28:33,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3646/7208 [28:21<40:50,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3647/7208 [28:21<38:42,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3649/7208 [28:21<28:34,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3650/7208 [28:22<34:08,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3651/7208 [28:22<27:03,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3652/7208 [28:22<22:32,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3653/7208 [28:23<27:22,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3654/7208 [28:24<35:02,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3655/7208 [28:24<28:03,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3656/7208 [28:24<23:07,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3657/7208 [28:25<28:01,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3658/7208 [28:26<34:54,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3659/7208 [28:26<28:16,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3660/7208 [28:26<23:00,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3661/7208 [28:27<27:55,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3662/7208 [28:28<34:36,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3663/7208 [28:28<28:26,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3664/7208 [28:28<22:43,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3665/7208 [28:29<28:26,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3666/7208 [28:29<21:42,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3667/7208 [28:29<17:45,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3668/7208 [28:30<22:37,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3669/7208 [28:31<36:06,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3671/7208 [28:31<26:56,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3672/7208 [28:32<29:18,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3673/7208 [28:33<41:16,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3675/7208 [28:33<30:11,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3676/7208 [28:33<27:27,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3677/7208 [28:34<29:42,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3678/7208 [28:34<27:03,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3679/7208 [28:35<27:14,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3681/7208 [28:35<23:22,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3682/7208 [28:36<24:42,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3683/7208 [28:36<19:30,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3684/7208 [28:36<19:56,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3685/7208 [28:37<22:46,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3686/7208 [28:37<23:57,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3687/7208 [28:38<25:36,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3689/7208 [28:38<22:03,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3690/7208 [28:39<23:43,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3692/7208 [28:39<20:51,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3693/7208 [28:40<24:29,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 3694/7208 [28:40<23:00,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3695/7208 [28:40<20:39,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3697/7208 [28:41<16:44,  3.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3698/7208 [28:41<20:27,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3699/7208 [28:41<18:44,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3700/7208 [28:42<28:49,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3702/7208 [28:42<22:25,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3703/7208 [28:43<24:33,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3704/7208 [28:43<21:39,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3705/7208 [28:43<18:30,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3706/7208 [28:44<21:52,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3707/7208 [28:44<18:30,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3709/7208 [28:45<22:24,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3711/7208 [28:45<16:55,  3.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 3712/7208 [28:46<23:54,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3713/7208 [28:46<18:57,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3714/7208 [28:46<15:35,  3.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3715/7208 [28:47<25:25,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3717/7208 [28:48<24:58,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3718/7208 [28:48<19:56,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3719/7208 [28:48<16:00,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3720/7208 [28:49<25:56,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3722/7208 [28:50<25:13,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3723/7208 [28:50<20:20,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3725/7208 [28:51<22:40,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3728/7208 [28:52<20:29,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3729/7208 [28:52<17:16,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3730/7208 [28:52<20:27,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3731/7208 [28:53<22:33,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3734/7208 [28:54<20:19,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3735/7208 [28:54<17:22,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3737/7208 [28:55<20:25,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3739/7208 [28:56<21:02,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3740/7208 [28:56<18:03,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3742/7208 [28:57<20:52,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3745/7208 [28:58<20:17,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3746/7208 [28:58<26:59,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3747/7208 [28:59<22:35,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3750/7208 [29:00<25:39,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3751/7208 [29:01<21:44,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3754/7208 [29:02<21:00,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3755/7208 [29:02<27:09,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3756/7208 [29:03<22:30,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3758/7208 [29:03<24:02,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3761/7208 [29:04<21:25,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3762/7208 [29:05<34:16,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3765/7208 [29:07<35:07,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3768/7208 [29:08<29:35,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3770/7208 [29:08<21:46,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3771/7208 [29:09<31:03,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3773/7208 [29:10<29:12,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3775/7208 [29:10<21:52,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3776/7208 [29:11<30:12,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3778/7208 [29:12<28:49,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3780/7208 [29:12<21:50,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3781/7208 [29:13<29:13,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3782/7208 [29:13<22:26,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 3783/7208 [29:14<29:34,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3785/7208 [29:14<21:58,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3787/7208 [29:15<22:26,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3788/7208 [29:16<32:00,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3790/7208 [29:16<23:52,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3792/7208 [29:17<23:23,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3793/7208 [29:18<32:53,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3795/7208 [29:18<24:37,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3797/7208 [29:19<23:45,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3798/7208 [29:20<32:53,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3800/7208 [29:20<24:43,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3802/7208 [29:20<19:38,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3803/7208 [29:21<22:28,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3804/7208 [29:21<18:41,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3805/7208 [29:21<17:33,  3.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3806/7208 [29:22<24:22,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3807/7208 [29:22<21:09,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3808/7208 [29:23<23:40,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3809/7208 [29:23<19:40,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3811/7208 [29:23<15:52,  3.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3812/7208 [29:24<23:12,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3813/7208 [29:24<20:18,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3814/7208 [29:25<23:04,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3815/7208 [29:25<19:42,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3816/7208 [29:25<17:32,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3817/7208 [29:26<24:39,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3819/7208 [29:26<19:08,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3820/7208 [29:26<22:46,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3821/7208 [29:27<22:41,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3822/7208 [29:28<28:38,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3823/7208 [29:28<23:25,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3824/7208 [29:28<25:53,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3825/7208 [29:29<22:02,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3826/7208 [29:29<18:09,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3827/7208 [29:30<25:44,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3828/7208 [29:30<21:09,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3829/7208 [29:30<24:15,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3830/7208 [29:31<20:41,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3832/7208 [29:31<15:58,  3.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3833/7208 [29:32<24:32,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3834/7208 [29:32<19:53,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3835/7208 [29:32<23:36,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3836/7208 [29:32<20:26,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3838/7208 [29:33<15:33,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3839/7208 [29:33<24:37,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3840/7208 [29:34<19:36,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3841/7208 [29:34<23:42,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3842/7208 [29:34<20:32,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3844/7208 [29:35<15:25,  3.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3845/7208 [29:35<24:52,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3846/7208 [29:36<19:32,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3847/7208 [29:36<24:11,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3848/7208 [29:36<20:24,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3849/7208 [29:36<16:11,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3851/7208 [29:37<16:48,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3852/7208 [29:37<17:14,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3853/7208 [29:38<26:02,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3854/7208 [29:38<20:12,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 3856/7208 [29:39<19:43,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3857/7208 [29:39<18:30,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3858/7208 [29:40<24:32,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3859/7208 [29:40<19:54,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3861/7208 [29:40<15:14,  3.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3862/7208 [29:41<21:19,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3863/7208 [29:41<19:05,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3865/7208 [29:42<20:51,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3867/7208 [29:42<15:57,  3.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3868/7208 [29:43<21:35,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3869/7208 [29:43<18:30,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3870/7208 [29:43<15:17,  3.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3871/7208 [29:44<24:31,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3872/7208 [29:45<30:04,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 3873/7208 [29:45<24:21,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3875/7208 [29:46<26:20,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3876/7208 [29:47<29:09,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3877/7208 [29:47<23:17,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3879/7208 [29:47<17:29,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3880/7208 [29:48<23:23,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3881/7208 [29:48<21:13,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3882/7208 [29:49<28:29,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3884/7208 [29:50<28:55,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3885/7208 [29:51<33:49,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3887/7208 [29:52<31:15,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3888/7208 [29:53<38:23,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3891/7208 [29:54<32:59,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3892/7208 [29:55<36:50,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3893/7208 [29:57<57:18,  1.04s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3894/7208 [29:57<41:48,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3896/7208 [29:58<37:36,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3897/7208 [29:58<39:29,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3898/7208 [30:00<59:24,  1.08s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3899/7208 [30:01<43:52,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3901/7208 [30:01<37:33,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3902/7208 [30:02<28:51,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3903/7208 [30:02<33:31,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3904/7208 [30:03<39:20,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3905/7208 [30:04<45:53,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3906/7208 [30:05<34:23,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3907/7208 [30:05<34:49,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3908/7208 [30:05<27:03,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3909/7208 [30:06<31:56,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3910/7208 [30:06<25:25,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3911/7208 [30:07<30:22,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3912/7208 [30:08<36:54,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3913/7208 [30:08<29:24,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3914/7208 [30:08<23:20,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3915/7208 [30:09<25:40,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3916/7208 [30:09<21:28,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3917/7208 [30:10<27:23,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3918/7208 [30:10<22:55,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3919/7208 [30:11<28:13,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3920/7208 [30:12<35:28,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3921/7208 [30:12<28:40,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3922/7208 [30:13<31:51,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3923/7208 [30:13<25:45,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3924/7208 [30:14<30:15,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3925/7208 [30:14<25:19,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3926/7208 [30:15<29:10,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3927/7208 [30:15<24:01,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 3928/7208 [30:16<28:46,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3929/7208 [30:16<24:39,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3930/7208 [30:16<21:36,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3931/7208 [30:17<21:51,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3932/7208 [30:17<19:10,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3933/7208 [30:18<25:14,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3934/7208 [30:18<22:26,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3936/7208 [30:19<23:08,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3937/7208 [30:19<18:18,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3938/7208 [30:20<27:30,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3940/7208 [30:21<26:33,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3941/7208 [30:21<20:53,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3942/7208 [30:22<29:10,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3944/7208 [30:23<27:38,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3945/7208 [30:24<36:17,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3947/7208 [30:24<27:41,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3948/7208 [30:25<29:17,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3949/7208 [30:26<37:19,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3951/7208 [30:27<33:33,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3952/7208 [30:28<39:58,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3954/7208 [30:28<35:27,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3957/7208 [30:29<30:14,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3959/7208 [30:30<28:42,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3962/7208 [30:31<25:23,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3963/7208 [30:32<22:22,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 3964/7208 [30:32<26:24,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3967/7208 [30:33<23:45,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3968/7208 [30:34<32:04,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3970/7208 [30:35<30:17,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3971/7208 [30:35<25:26,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3972/7208 [30:36<28:55,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3975/7208 [30:37<25:25,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3976/7208 [30:38<33:08,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3979/7208 [30:39<28:41,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3980/7208 [30:39<23:13,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3981/7208 [30:40<27:21,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3984/7208 [30:41<24:14,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3985/7208 [30:41<18:44,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3986/7208 [30:42<26:37,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3988/7208 [30:42<19:45,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3989/7208 [30:43<26:50,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3990/7208 [30:43<21:24,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3991/7208 [30:43<16:56,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3992/7208 [30:44<22:35,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3994/7208 [30:45<24:56,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3995/7208 [30:46<29:47,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3996/7208 [30:46<22:29,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 3998/7208 [30:47<24:17,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4000/7208 [30:48<22:54,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4001/7208 [30:48<18:10,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4002/7208 [30:49<29:43,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4003/7208 [30:50<32:15,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4004/7208 [30:50<24:57,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4005/7208 [30:51<34:34,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4007/7208 [30:51<29:43,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4008/7208 [30:52<23:20,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4009/7208 [30:52<18:08,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4010/7208 [30:53<38:40,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4011/7208 [30:53<29:50,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4012/7208 [30:54<22:56,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4013/7208 [30:55<31:56,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4015/7208 [30:55<28:50,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4016/7208 [30:56<22:10,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4017/7208 [30:57<32:28,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4018/7208 [30:57<34:27,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4019/7208 [30:57<26:20,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4020/7208 [30:58<34:03,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4022/7208 [30:59<31:23,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4023/7208 [31:00<38:32,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4024/7208 [31:01<39:01,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4025/7208 [31:01<29:23,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4026/7208 [31:02<36:42,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4028/7208 [31:03<32:56,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4029/7208 [31:04<39:27,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4030/7208 [31:05<40:54,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4032/7208 [31:06<37:09,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4034/7208 [31:07<33:26,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4035/7208 [31:08<38:46,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4036/7208 [31:09<42:15,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4038/7208 [31:10<38:21,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4039/7208 [31:11<39:23,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4042/7208 [31:12<33:45,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4043/7208 [31:13<35:03,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4044/7208 [31:13<26:20,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4045/7208 [31:15<46:47,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4046/7208 [31:15<34:44,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4048/7208 [31:16<33:27,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4049/7208 [31:17<33:07,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4050/7208 [31:17<26:17,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4052/7208 [31:19<31:49,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4053/7208 [31:19<26:02,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4054/7208 [31:20<35:42,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4055/7208 [31:20<33:42,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4056/7208 [31:21<28:01,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4058/7208 [31:22<32:20,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4059/7208 [31:23<27:28,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4060/7208 [31:24<36:15,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4061/7208 [31:24<33:33,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4062/7208 [31:25<28:36,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4063/7208 [31:25<22:07,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4064/7208 [31:25<17:40,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4065/7208 [31:27<38:29,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4066/7208 [31:27<30:41,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4067/7208 [31:28<34:24,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4068/7208 [31:29<37:44,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4069/7208 [31:29<29:17,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4071/7208 [31:30<28:08,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4072/7208 [31:31<34:34,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4074/7208 [31:32<31:18,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4076/7208 [31:32<28:36,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4077/7208 [31:33<22:18,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4078/7208 [31:33<30:33,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4079/7208 [31:34<36:15,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4080/7208 [31:35<27:05,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4081/7208 [31:35<32:09,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4083/7208 [31:36<29:19,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4085/7208 [31:36<22:01,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4086/7208 [31:37<28:35,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4087/7208 [31:38<34:51,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4088/7208 [31:39<39:14,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4090/7208 [31:40<34:46,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4092/7208 [31:40<25:41,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4093/7208 [31:42<45:03,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4094/7208 [31:42<34:12,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4095/7208 [31:43<36:14,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4096/7208 [31:43<26:59,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4097/7208 [31:44<32:22,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4099/7208 [31:46<37:50,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4101/7208 [31:46<27:28,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4102/7208 [31:47<32:14,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4104/7208 [31:49<37:33,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4105/7208 [31:50<43:10,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4106/7208 [31:51<43:06,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4108/7208 [31:52<38:05,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4109/7208 [31:53<40:45,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4111/7208 [31:54<36:23,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4113/7208 [31:55<32:26,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4114/7208 [31:57<52:54,  1.03s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4115/7208 [31:58<53:25,  1.04s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4117/7208 [31:59<44:18,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4119/7208 [32:00<38:58,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4121/7208 [32:00<34:19,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4123/7208 [32:01<31:55,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4125/7208 [32:02<29:33,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4127/7208 [32:03<28:03,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4130/7208 [32:03<20:09,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4132/7208 [32:05<28:08,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4135/7208 [32:07<29:24,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4138/7208 [32:07<21:07,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4140/7208 [32:09<28:41,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4142/7208 [32:09<20:52,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4144/7208 [32:11<28:18,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4146/7208 [32:11<20:45,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4148/7208 [32:12<20:52,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4149/7208 [32:13<29:36,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4150/7208 [32:13<22:39,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4152/7208 [32:14<22:15,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4153/7208 [32:15<30:08,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4154/7208 [32:15<23:38,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4156/7208 [32:16<22:48,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4157/7208 [32:16<18:32,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4158/7208 [32:17<24:34,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4159/7208 [32:17<19:41,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4160/7208 [32:18<26:36,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4161/7208 [32:18<21:05,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4162/7208 [32:19<26:18,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4164/7208 [32:19<19:38,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4166/7208 [32:20<19:48,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4167/7208 [32:21<28:39,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4169/7208 [32:21<21:12,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4171/7208 [32:21<16:14,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4172/7208 [32:22<26:09,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4173/7208 [32:23<28:24,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4175/7208 [32:23<21:01,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4176/7208 [32:24<31:28,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4177/7208 [32:25<32:30,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4179/7208 [32:25<23:49,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4180/7208 [32:26<30:49,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4181/7208 [32:26<23:45,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4182/7208 [32:27<27:39,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4183/7208 [32:27<21:08,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4184/7208 [32:28<29:12,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4185/7208 [32:28<22:08,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4186/7208 [32:28<26:56,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4187/7208 [32:29<20:49,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4188/7208 [32:30<29:14,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4191/7208 [32:30<24:32,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4192/7208 [32:32<34:21,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4195/7208 [32:32<27:55,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4196/7208 [32:33<37:08,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4199/7208 [32:34<29:44,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4200/7208 [32:34<24:16,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4201/7208 [32:35<31:14,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4204/7208 [32:36<25:29,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4205/7208 [32:36<21:13,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4207/7208 [32:37<22:15,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4208/7208 [32:37<17:20,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4209/7208 [32:38<20:42,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4210/7208 [32:38<17:57,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4212/7208 [32:39<17:57,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4213/7208 [32:39<16:55,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4214/7208 [32:39<13:45,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4215/7208 [32:40<21:15,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4216/7208 [32:41<19:25,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4217/7208 [32:41<19:38,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4218/7208 [32:41<20:19,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4219/7208 [32:41<16:02,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4220/7208 [32:42<21:02,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4221/7208 [32:42<19:19,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4222/7208 [32:43<19:17,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4223/7208 [32:43<20:26,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4224/7208 [32:44<25:37,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4225/7208 [32:44<22:54,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4226/7208 [32:45<21:24,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4227/7208 [32:45<22:19,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4228/7208 [32:45<17:22,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4229/7208 [32:46<21:15,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4230/7208 [32:46<20:19,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4231/7208 [32:47<19:04,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4232/7208 [32:47<20:55,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4233/7208 [32:48<25:10,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4234/7208 [32:48<23:37,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4235/7208 [32:49<20:42,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4236/7208 [32:49<24:37,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4237/7208 [32:50<25:33,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4238/7208 [32:50<23:48,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4239/7208 [32:50<20:30,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4240/7208 [32:51<22:43,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4241/7208 [32:51<18:05,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4242/7208 [32:52<20:47,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4243/7208 [32:52<24:02,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4244/7208 [32:53<27:51,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4245/7208 [32:54<27:13,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4246/7208 [32:54<28:19,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4247/7208 [32:54<21:36,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4248/7208 [32:55<25:02,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4249/7208 [32:55<19:53,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4250/7208 [32:56<18:47,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4251/7208 [32:56<24:37,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4252/7208 [32:57<27:06,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4253/7208 [32:57<25:50,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4254/7208 [32:59<39:42,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4255/7208 [32:59<29:33,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4256/7208 [32:59<25:30,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4257/7208 [33:00<29:53,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4258/7208 [33:01<30:40,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4259/7208 [33:01<22:58,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4260/7208 [33:01<19:52,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4262/7208 [33:02<20:31,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4263/7208 [33:03<25:50,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4264/7208 [33:03<21:41,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4266/7208 [33:04<22:33,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4267/7208 [33:05<25:32,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4268/7208 [33:05<21:44,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4269/7208 [33:06<28:24,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4271/7208 [33:07<25:17,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4272/7208 [33:07<21:58,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4273/7208 [33:08<29:31,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4274/7208 [33:09<30:10,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4275/7208 [33:09<25:35,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4277/7208 [33:10<24:37,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4279/7208 [33:10<22:12,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4280/7208 [33:11<20:08,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4281/7208 [33:12<27:55,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4283/7208 [33:12<24:17,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4284/7208 [33:13<21:41,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4286/7208 [33:14<26:41,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4287/7208 [33:15<23:36,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4289/7208 [33:16<23:53,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4290/7208 [33:16<24:41,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4291/7208 [33:17<22:22,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4293/7208 [33:18<23:21,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4295/7208 [33:18<19:54,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4296/7208 [33:18<19:14,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4297/7208 [33:20<29:07,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4299/7208 [33:20<23:42,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4300/7208 [33:20<22:23,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4301/7208 [33:21<31:20,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4303/7208 [33:22<25:02,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4304/7208 [33:22<23:38,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4305/7208 [33:23<24:14,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4306/7208 [33:23<24:53,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4308/7208 [33:24<23:48,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4309/7208 [33:25<23:32,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4310/7208 [33:25<24:44,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4311/7208 [33:25<19:12,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4312/7208 [33:26<24:19,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4313/7208 [33:27<23:34,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4314/7208 [33:27<25:05,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4315/7208 [33:27<19:59,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4316/7208 [33:28<24:19,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4318/7208 [33:29<20:10,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4319/7208 [33:29<23:16,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4320/7208 [33:30<20:56,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4321/7208 [33:30<22:22,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4322/7208 [33:30<17:18,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4323/7208 [33:31<26:01,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4324/7208 [33:31<21:34,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4326/7208 [33:32<16:54,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4327/7208 [33:32<17:11,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4328/7208 [33:33<20:34,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4329/7208 [33:33<19:40,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4330/7208 [33:33<19:13,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4332/7208 [33:35<21:58,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4333/7208 [33:35<20:27,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4334/7208 [33:35<19:38,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4335/7208 [33:35<15:30,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4336/7208 [33:37<31:13,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4337/7208 [33:37<23:54,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4338/7208 [33:37<21:41,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4340/7208 [33:39<25:27,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4341/7208 [33:39<25:07,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4343/7208 [33:40<21:46,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4344/7208 [33:41<27:00,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4345/7208 [33:41<26:31,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4346/7208 [33:42<26:33,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4347/7208 [33:42<24:22,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4348/7208 [33:43<23:06,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4349/7208 [33:43<23:54,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4351/7208 [33:44<20:36,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4352/7208 [33:44<20:25,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4353/7208 [33:44<20:33,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4354/7208 [33:45<21:51,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4356/7208 [33:46<19:01,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4358/7208 [33:46<16:28,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4359/7208 [33:47<25:15,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4361/7208 [33:47<21:08,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4362/7208 [33:48<16:42,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4363/7208 [33:48<16:30,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4364/7208 [33:49<25:12,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4366/7208 [33:49<20:55,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4367/7208 [33:49<16:57,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4368/7208 [33:50<23:22,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4369/7208 [33:51<23:55,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4370/7208 [33:51<22:20,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4371/7208 [33:51<18:10,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4372/7208 [33:52<24:21,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4373/7208 [33:53<24:30,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4374/7208 [33:53<22:27,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4376/7208 [33:53<17:18,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4377/7208 [33:55<30:45,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4378/7208 [33:55<26:33,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4380/7208 [33:55<20:32,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4381/7208 [33:56<19:00,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4382/7208 [33:56<19:52,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4383/7208 [33:57<25:56,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4384/7208 [33:57<19:41,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4385/7208 [33:57<16:40,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4386/7208 [33:58<15:48,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4387/7208 [33:58<17:38,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4388/7208 [33:59<24:12,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4389/7208 [33:59<18:43,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4390/7208 [33:59<15:56,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4391/7208 [33:59<15:09,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4392/7208 [34:00<17:26,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4393/7208 [34:01<23:36,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4394/7208 [34:01<18:45,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4395/7208 [34:01<15:58,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4396/7208 [34:01<15:00,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4397/7208 [34:02<20:23,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4398/7208 [34:03<22:11,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4399/7208 [34:03<18:11,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4400/7208 [34:03<19:31,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4401/7208 [34:04<23:31,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4402/7208 [34:05<23:54,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4403/7208 [34:05<19:47,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4404/7208 [34:05<20:39,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4405/7208 [34:06<24:11,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4406/7208 [34:06<24:05,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4407/7208 [34:07<26:52,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4408/7208 [34:08<28:37,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4409/7208 [34:08<27:16,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4410/7208 [34:09<22:38,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4411/7208 [34:09<22:33,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4412/7208 [34:10<25:13,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4413/7208 [34:10<24:48,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4414/7208 [34:11<20:57,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4415/7208 [34:11<21:45,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4416/7208 [34:12<24:16,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4417/7208 [34:12<24:14,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4418/7208 [34:13<20:30,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4419/7208 [34:13<21:35,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4420/7208 [34:14<23:41,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4421/7208 [34:14<21:26,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4422/7208 [34:14<17:43,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4423/7208 [34:14<15:51,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4424/7208 [34:16<26:39,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4425/7208 [34:16<23:38,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4426/7208 [34:16<19:10,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4427/7208 [34:16<17:04,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4428/7208 [34:17<27:12,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4429/7208 [34:18<24:05,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4430/7208 [34:18<19:22,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4431/7208 [34:18<17:33,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4432/7208 [34:20<32:25,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4433/7208 [34:20<24:55,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4434/7208 [34:20<21:47,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4435/7208 [34:21<30:21,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4436/7208 [34:22<26:10,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4437/7208 [34:22<20:12,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4438/7208 [34:22<18:51,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4439/7208 [34:22<14:51,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4440/7208 [34:24<28:43,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4441/7208 [34:24<21:49,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4442/7208 [34:24<20:12,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4443/7208 [34:26<34:03,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4444/7208 [34:26<25:16,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4445/7208 [34:26<22:57,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4447/7208 [34:27<19:17,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4448/7208 [34:28<28:05,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4449/7208 [34:28<25:14,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4450/7208 [34:28<23:58,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4452/7208 [34:29<23:24,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4454/7208 [34:30<19:56,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4456/7208 [34:30<16:59,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4458/7208 [34:32<22:02,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4460/7208 [34:32<18:25,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4462/7208 [34:33<19:46,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4463/7208 [34:34<20:01,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4465/7208 [34:34<17:27,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4466/7208 [34:34<15:12,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4467/7208 [34:35<17:13,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4468/7208 [34:35<15:33,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4469/7208 [34:36<17:54,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4471/7208 [34:36<15:31,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4472/7208 [34:37<20:38,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4473/7208 [34:37<17:39,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4474/7208 [34:38<20:02,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4475/7208 [34:38<19:19,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4476/7208 [34:39<21:26,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4477/7208 [34:39<17:06,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4478/7208 [34:39<14:55,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4479/7208 [34:40<18:21,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4480/7208 [34:40<15:02,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4481/7208 [34:41<21:50,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4482/7208 [34:41<19:50,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4483/7208 [34:42<22:24,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4484/7208 [34:42<17:30,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4485/7208 [34:42<14:52,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4486/7208 [34:43<20:51,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4487/7208 [34:43<25:28,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4489/7208 [34:44<20:04,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4490/7208 [34:45<24:46,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4491/7208 [34:45<19:41,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4492/7208 [34:45<22:57,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4493/7208 [34:46<19:59,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4494/7208 [34:46<24:57,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4495/7208 [34:47<28:35,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4497/7208 [34:48<22:06,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4498/7208 [34:48<26:56,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4499/7208 [34:49<29:21,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4501/7208 [34:50<22:40,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4502/7208 [34:50<27:17,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4503/7208 [34:51<29:27,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4504/7208 [34:51<22:01,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▎   | 4505/7208 [34:51<18:16,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4506/7208 [34:52<24:22,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4507/7208 [34:53<27:04,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4508/7208 [34:53<21:05,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4509/7208 [34:53<16:58,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4510/7208 [34:54<23:40,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4511/7208 [34:55<26:12,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4512/7208 [34:55<20:40,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4513/7208 [34:55<16:20,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4514/7208 [34:56<22:33,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4515/7208 [34:56<17:19,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4516/7208 [34:57<21:00,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4517/7208 [34:57<18:50,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4518/7208 [34:58<24:33,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4519/7208 [34:58<19:05,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4520/7208 [34:59<21:41,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4521/7208 [34:59<19:10,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4522/7208 [35:00<24:59,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4523/7208 [35:00<20:04,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4524/7208 [35:01<21:42,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4525/7208 [35:01<18:51,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4526/7208 [35:02<25:07,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4527/7208 [35:03<27:33,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4528/7208 [35:03<22:11,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4530/7208 [35:04<21:57,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4531/7208 [35:04<18:35,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4532/7208 [35:05<19:35,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4533/7208 [35:05<16:48,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4535/7208 [35:06<18:11,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4536/7208 [35:06<22:26,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4537/7208 [35:07<18:54,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4539/7208 [35:08<19:38,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4540/7208 [35:08<17:29,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4541/7208 [35:08<17:58,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4542/7208 [35:09<15:45,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4544/7208 [35:10<17:22,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4546/7208 [35:10<16:54,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4547/7208 [35:11<15:25,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4548/7208 [35:11<23:03,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4550/7208 [35:12<18:19,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4551/7208 [35:12<18:08,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4552/7208 [35:12<15:41,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4554/7208 [35:13<17:18,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4557/7208 [35:14<13:36,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4558/7208 [35:14<17:39,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4561/7208 [35:15<16:34,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4563/7208 [35:16<17:54,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4565/7208 [35:17<18:50,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4567/7208 [35:18<15:35,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4568/7208 [35:18<18:42,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4569/7208 [35:18<14:28,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4570/7208 [35:19<22:38,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4571/7208 [35:20<19:33,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4572/7208 [35:20<21:17,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4573/7208 [35:20<16:24,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4574/7208 [35:21<23:58,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4575/7208 [35:22<27:48,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4576/7208 [35:22<21:08,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 4577/7208 [35:23<27:25,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4578/7208 [35:23<23:27,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4579/7208 [35:24<24:38,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4580/7208 [35:25<29:51,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4582/7208 [35:26<26:14,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4583/7208 [35:26<20:25,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4584/7208 [35:27<27:06,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4585/7208 [35:27<23:13,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4586/7208 [35:28<21:58,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4587/7208 [35:28<18:11,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4588/7208 [35:29<25:29,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4589/7208 [35:30<26:56,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4590/7208 [35:30<22:23,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4592/7208 [35:31<21:56,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4593/7208 [35:31<19:26,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4594/7208 [35:31<18:15,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 4595/7208 [35:32<16:35,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4596/7208 [35:33<24:08,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4598/7208 [35:33<21:09,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4599/7208 [35:34<18:53,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4601/7208 [35:35<19:28,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4603/7208 [35:35<16:04,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4604/7208 [35:35<14:30,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4605/7208 [35:36<14:25,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4607/7208 [35:36<14:06,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4608/7208 [35:37<14:16,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4610/7208 [35:38<16:14,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4612/7208 [35:38<15:12,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4613/7208 [35:39<16:31,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4614/7208 [35:39<16:21,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4615/7208 [35:39<18:06,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4617/7208 [35:40<16:17,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4618/7208 [35:41<23:44,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4619/7208 [35:41<21:49,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4621/7208 [35:42<22:00,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4622/7208 [35:43<20:52,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4624/7208 [35:43<18:04,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4625/7208 [35:45<31:11,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4626/7208 [35:45<26:51,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4627/7208 [35:45<20:21,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4628/7208 [35:47<32:10,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4630/7208 [35:48<28:49,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4631/7208 [35:49<32:24,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4633/7208 [35:49<25:13,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4634/7208 [35:50<31:01,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4635/7208 [35:51<28:41,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4637/7208 [35:51<22:42,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4638/7208 [35:52<28:08,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4639/7208 [35:53<27:03,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4640/7208 [35:53<23:11,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4642/7208 [35:54<22:40,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4643/7208 [35:54<23:20,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4645/7208 [35:55<18:23,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4647/7208 [35:56<19:17,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4648/7208 [35:56<21:17,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 4649/7208 [35:57<18:44,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4651/7208 [35:58<19:29,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4652/7208 [35:58<21:37,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4654/7208 [35:59<17:01,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4656/7208 [36:00<18:15,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4657/7208 [36:00<15:32,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4658/7208 [36:00<16:26,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4659/7208 [36:01<14:55,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4661/7208 [36:02<21:09,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4662/7208 [36:02<17:48,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4664/7208 [36:04<20:20,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4665/7208 [36:04<20:14,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4666/7208 [36:04<16:47,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4668/7208 [36:05<18:28,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4669/7208 [36:06<21:15,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4670/7208 [36:06<17:29,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4671/7208 [36:06<13:40,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4672/7208 [36:07<18:33,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4673/7208 [36:08<24:30,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4674/7208 [36:08<19:32,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4675/7208 [36:08<15:36,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4676/7208 [36:10<30:56,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4677/7208 [36:10<24:16,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4678/7208 [36:11<27:26,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4679/7208 [36:12<30:29,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4680/7208 [36:12<24:19,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4681/7208 [36:12<19:09,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4682/7208 [36:13<20:23,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4683/7208 [36:14<26:18,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 4684/7208 [36:15<30:31,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4687/7208 [36:16<27:09,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4688/7208 [36:17<25:41,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4691/7208 [36:18<23:49,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4692/7208 [36:19<23:07,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4695/7208 [36:20<22:03,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4696/7208 [36:21<21:54,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4699/7208 [36:21<19:19,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4700/7208 [36:22<19:01,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4701/7208 [36:22<20:26,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4703/7208 [36:23<19:59,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4704/7208 [36:24<19:34,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4705/7208 [36:24<20:46,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4707/7208 [36:25<20:24,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4708/7208 [36:26<26:32,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4709/7208 [36:27<30:39,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4710/7208 [36:28<26:43,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4711/7208 [36:28<26:10,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4712/7208 [36:29<30:02,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4713/7208 [36:30<25:40,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4714/7208 [36:30<25:30,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4715/7208 [36:31<29:59,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4716/7208 [36:32<25:16,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4717/7208 [36:32<25:12,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4720/7208 [36:33<21:41,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 4721/7208 [36:34<26:45,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4723/7208 [36:35<24:52,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4725/7208 [36:36<23:03,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4726/7208 [36:36<18:36,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4727/7208 [36:37<23:03,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4729/7208 [36:38<21:43,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4730/7208 [36:39<27:47,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4732/7208 [36:40<24:59,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4733/7208 [36:40<20:59,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4734/7208 [36:41<23:56,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4736/7208 [36:42<22:14,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4738/7208 [36:43<21:56,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4740/7208 [36:44<20:49,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4741/7208 [36:44<18:16,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4742/7208 [36:45<21:51,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4744/7208 [36:46<20:45,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4746/7208 [36:46<15:10,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4747/7208 [36:46<13:00,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4748/7208 [36:47<28:58,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4750/7208 [36:48<20:54,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4751/7208 [36:48<17:14,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4752/7208 [36:49<20:52,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4753/7208 [36:49<25:34,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4755/7208 [36:50<19:53,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4756/7208 [36:50<22:49,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4757/7208 [36:51<26:33,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4758/7208 [36:51<19:48,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4759/7208 [36:52<16:40,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4760/7208 [36:52<13:30,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4761/7208 [36:52<16:35,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4762/7208 [36:53<23:24,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4764/7208 [36:54<17:56,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4765/7208 [36:54<13:54,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4766/7208 [36:54<15:29,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4767/7208 [36:54<12:19,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4768/7208 [36:55<19:10,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4769/7208 [36:55<14:40,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4771/7208 [36:56<12:27,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4772/7208 [36:56<16:03,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4773/7208 [36:57<21:52,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 4775/7208 [36:57<16:04,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4776/7208 [36:58<15:05,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4777/7208 [36:58<14:00,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4778/7208 [36:58<13:47,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4779/7208 [36:59<21:20,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4781/7208 [36:59<16:59,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4782/7208 [37:00<19:30,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4783/7208 [37:01<25:17,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4785/7208 [37:01<19:42,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4786/7208 [37:02<17:39,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4787/7208 [37:02<16:06,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4788/7208 [37:03<22:57,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4790/7208 [37:03<17:59,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4791/7208 [37:04<16:43,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4792/7208 [37:04<15:20,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 4793/7208 [37:05<22:19,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4795/7208 [37:05<17:32,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4796/7208 [37:06<16:35,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4797/7208 [37:07<26:20,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4799/7208 [37:07<20:37,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4800/7208 [37:08<26:15,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4801/7208 [37:09<25:08,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4802/7208 [37:09<18:58,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4803/7208 [37:09<20:43,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4804/7208 [37:10<22:15,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4805/7208 [37:11<21:51,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4806/7208 [37:11<17:37,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4807/7208 [37:11<19:12,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4808/7208 [37:12<18:30,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4809/7208 [37:12<15:32,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4810/7208 [37:13<16:53,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4811/7208 [37:13<23:18,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4812/7208 [37:14<19:49,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4813/7208 [37:14<15:51,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4814/7208 [37:15<22:33,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4815/7208 [37:15<20:03,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4816/7208 [37:15<15:45,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4817/7208 [37:16<15:18,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4818/7208 [37:17<23:27,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4819/7208 [37:17<20:35,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4820/7208 [37:17<16:34,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4821/7208 [37:18<16:07,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4822/7208 [37:19<23:19,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4823/7208 [37:19<20:21,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4824/7208 [37:19<16:48,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4825/7208 [37:20<16:28,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4826/7208 [37:21<23:13,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4827/7208 [37:21<20:03,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4828/7208 [37:21<17:04,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4829/7208 [37:22<16:25,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4830/7208 [37:23<22:57,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4831/7208 [37:23<19:45,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4832/7208 [37:23<17:30,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4833/7208 [37:24<16:28,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4834/7208 [37:25<22:41,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4836/7208 [37:25<17:40,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4837/7208 [37:25<16:31,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4838/7208 [37:26<18:41,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4839/7208 [37:26<20:49,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4841/7208 [37:27<18:26,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4842/7208 [37:28<20:03,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4843/7208 [37:28<21:42,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4844/7208 [37:28<16:29,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4845/7208 [37:29<18:00,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4846/7208 [37:29<16:06,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4847/7208 [37:30<14:57,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4848/7208 [37:30<19:33,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4849/7208 [37:31<19:51,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4850/7208 [37:31<17:41,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4851/7208 [37:31<13:55,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4852/7208 [37:32<11:38,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4853/7208 [37:32<16:15,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4854/7208 [37:32<12:47,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4855/7208 [37:33<14:37,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4857/7208 [37:33<13:03,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4858/7208 [37:33<10:48,  3.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4859/7208 [37:34<11:58,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4860/7208 [37:34<13:33,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4861/7208 [37:35<15:02,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4863/7208 [37:35<14:09,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4864/7208 [37:36<14:26,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 4865/7208 [37:36<15:20,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4866/7208 [37:37<15:57,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4868/7208 [37:37<14:48,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4869/7208 [37:38<15:04,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4870/7208 [37:38<15:50,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4871/7208 [37:39<16:15,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4872/7208 [37:39<18:27,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4873/7208 [37:40<17:48,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4874/7208 [37:40<17:43,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4875/7208 [37:40<17:27,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4876/7208 [37:41<19:16,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4877/7208 [37:41<18:37,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4878/7208 [37:42<18:13,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4879/7208 [37:42<18:45,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4880/7208 [37:43<18:17,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4882/7208 [37:43<15:47,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4883/7208 [37:44<16:12,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4885/7208 [37:44<14:07,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4887/7208 [37:45<13:16,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4888/7208 [37:45<13:43,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4890/7208 [37:46<12:54,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4891/7208 [37:47<20:06,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4892/7208 [37:47<18:40,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4894/7208 [37:48<16:17,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4895/7208 [37:48<16:25,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4896/7208 [37:49<17:30,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4897/7208 [37:49<16:58,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4899/7208 [37:50<14:59,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4900/7208 [37:50<15:21,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4901/7208 [37:51<16:56,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4902/7208 [37:51<16:54,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4903/7208 [37:52<17:47,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4904/7208 [37:52<17:17,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4906/7208 [37:53<15:10,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4907/7208 [37:53<15:33,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4909/7208 [37:54<13:55,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4910/7208 [37:54<14:44,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4911/7208 [37:54<16:18,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4912/7208 [37:55<16:27,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4914/7208 [37:56<16:49,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4916/7208 [37:56<14:53,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4917/7208 [37:57<15:33,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4919/7208 [37:57<13:48,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4920/7208 [37:58<14:48,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4921/7208 [37:59<21:22,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4923/7208 [37:59<17:50,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4924/7208 [38:00<17:05,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4925/7208 [38:00<18:07,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4927/7208 [38:01<15:39,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4928/7208 [38:01<15:58,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4930/7208 [38:02<13:27,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4931/7208 [38:02<10:45,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4932/7208 [38:02<12:34,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4934/7208 [38:03<14:17,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4936/7208 [38:04<13:01,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 4937/7208 [38:04<14:07,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4939/7208 [38:05<12:49,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4940/7208 [38:05<14:09,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4942/7208 [38:05<11:50,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4943/7208 [38:06<15:23,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4945/7208 [38:07<13:31,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4946/7208 [38:07<14:46,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4948/7208 [38:08<15:45,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4950/7208 [38:08<13:48,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4951/7208 [38:09<14:53,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4953/7208 [38:09<12:11,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4954/7208 [38:09<10:22,  3.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 4955/7208 [38:10<12:46,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4956/7208 [38:10<14:27,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4957/7208 [38:11<15:30,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4958/7208 [38:11<14:04,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4959/7208 [38:11<11:44,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4960/7208 [38:12<13:57,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4961/7208 [38:12<15:43,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4962/7208 [38:13<20:57,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4963/7208 [38:14<20:10,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4965/7208 [38:14<17:28,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4966/7208 [38:15<19:16,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4967/7208 [38:16<21:34,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4969/7208 [38:16<18:20,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4970/7208 [38:18<27:58,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4971/7208 [38:18<21:52,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4972/7208 [38:18<19:07,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4973/7208 [38:20<28:49,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4975/7208 [38:20<23:23,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4976/7208 [38:21<21:03,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4977/7208 [38:21<25:10,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4978/7208 [38:22<19:26,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4979/7208 [38:22<18:26,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4980/7208 [38:22<17:26,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4981/7208 [38:23<22:39,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4982/7208 [38:24<22:13,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4983/7208 [38:25<30:43,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4984/7208 [38:25<22:37,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4985/7208 [38:26<20:51,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4986/7208 [38:26<19:57,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4987/7208 [38:27<24:00,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4988/7208 [38:28<22:47,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4989/7208 [38:29<28:43,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4990/7208 [38:29<23:11,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4991/7208 [38:30<21:50,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4992/7208 [38:30<21:35,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4993/7208 [38:31<21:28,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4994/7208 [38:32<23:42,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4995/7208 [38:33<29:15,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4996/7208 [38:33<23:25,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4997/7208 [38:34<22:08,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4998/7208 [38:34<22:14,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 4999/7208 [38:35<21:23,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5000/7208 [38:36<23:56,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5001/7208 [38:37<28:59,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5002/7208 [38:37<23:40,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5003/7208 [38:38<22:15,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5004/7208 [38:38<22:19,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5005/7208 [38:38<19:34,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5006/7208 [38:39<15:05,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5007/7208 [38:40<30:39,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5009/7208 [38:41<23:55,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5010/7208 [38:42<28:48,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5011/7208 [38:42<24:34,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5013/7208 [38:44<27:47,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5015/7208 [38:45<21:50,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5016/7208 [38:46<26:47,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5017/7208 [38:46<23:30,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5019/7208 [38:48<27:01,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5021/7208 [38:49<21:36,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5022/7208 [38:49<20:09,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5023/7208 [38:50<19:33,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5024/7208 [38:50<18:39,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5026/7208 [38:52<23:30,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5028/7208 [38:53<19:28,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5029/7208 [38:53<23:27,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5030/7208 [38:54<21:29,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5032/7208 [38:56<25:28,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5034/7208 [38:56<20:42,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5035/7208 [38:57<24:15,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5036/7208 [38:58<22:22,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5038/7208 [38:58<18:24,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5039/7208 [39:00<28:10,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5041/7208 [39:00<22:21,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5042/7208 [39:01<20:39,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5043/7208 [39:01<19:22,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5044/7208 [39:02<19:54,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5045/7208 [39:02<18:15,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5046/7208 [39:03<17:56,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5047/7208 [39:04<24:02,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5048/7208 [39:04<20:42,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5049/7208 [39:04<19:47,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5050/7208 [39:05<15:08,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5051/7208 [39:05<14:06,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5052/7208 [39:05<15:28,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5053/7208 [39:06<15:42,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5054/7208 [39:07<18:06,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5055/7208 [39:07<21:21,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5056/7208 [39:08<19:51,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5057/7208 [39:09<21:39,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5058/7208 [39:09<17:31,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5059/7208 [39:09<17:52,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5060/7208 [39:10<17:19,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5061/7208 [39:11<28:02,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5062/7208 [39:12<24:04,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5063/7208 [39:12<22:47,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5064/7208 [39:12<18:55,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5065/7208 [39:13<14:43,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5066/7208 [39:14<20:17,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5067/7208 [39:14<20:38,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5068/7208 [39:15<28:17,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5069/7208 [39:16<26:40,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5070/7208 [39:16<22:21,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5072/7208 [39:17<20:27,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5073/7208 [39:18<21:33,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5074/7208 [39:19<28:12,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5075/7208 [39:20<27:10,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5076/7208 [39:20<21:42,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5078/7208 [39:20<16:09,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5079/7208 [39:21<16:57,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5080/7208 [39:22<19:50,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5081/7208 [39:22<18:36,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5083/7208 [39:23<18:20,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5084/7208 [39:24<22:24,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5086/7208 [39:24<16:24,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5087/7208 [39:25<21:00,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5088/7208 [39:26<23:57,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5089/7208 [39:26<17:50,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5090/7208 [39:26<16:28,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5091/7208 [39:27<17:43,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5092/7208 [39:28<22:33,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5094/7208 [39:28<17:43,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5096/7208 [39:29<15:29,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5097/7208 [39:30<21:00,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5098/7208 [39:30<18:39,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5099/7208 [39:31<19:20,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5100/7208 [39:31<17:29,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5101/7208 [39:32<18:25,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5103/7208 [39:32<14:53,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5104/7208 [39:32<11:43,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5105/7208 [39:34<23:04,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5106/7208 [39:34<20:21,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5107/7208 [39:35<20:05,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5108/7208 [39:36<24:07,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5110/7208 [39:36<19:05,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5111/7208 [39:37<19:00,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5112/7208 [39:38<24:40,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5113/7208 [39:38<20:34,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5114/7208 [39:39<19:51,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5115/7208 [39:40<28:33,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5116/7208 [39:40<23:02,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5117/7208 [39:40<18:32,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5118/7208 [39:42<24:30,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5119/7208 [39:42<20:26,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5120/7208 [39:42<19:46,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5121/7208 [39:43<24:10,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5122/7208 [39:44<21:23,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5123/7208 [39:45<30:47,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5124/7208 [39:45<22:53,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5125/7208 [39:46<18:55,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5126/7208 [39:46<19:07,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5127/7208 [39:48<27:18,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5128/7208 [39:48<24:05,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5129/7208 [39:48<18:02,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5130/7208 [39:49<23:45,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5131/7208 [39:50<19:06,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5132/7208 [39:50<19:43,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5133/7208 [39:51<27:35,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5134/7208 [39:52<25:31,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5135/7208 [39:53<28:52,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5136/7208 [39:53<22:48,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5137/7208 [39:54<22:29,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5138/7208 [39:55<28:58,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5139/7208 [39:56<27:11,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5140/7208 [39:56<20:04,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5141/7208 [39:57<23:42,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5142/7208 [39:57<18:41,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5143/7208 [39:58<20:19,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5144/7208 [39:59<24:36,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5145/7208 [39:59<19:18,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5146/7208 [40:00<20:51,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5147/7208 [40:01<26:52,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5148/7208 [40:02<26:16,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5149/7208 [40:03<28:33,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5150/7208 [40:03<21:58,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5151/7208 [40:04<23:04,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5152/7208 [40:04<18:15,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5154/7208 [40:05<16:42,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5155/7208 [40:06<21:27,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5156/7208 [40:06<16:57,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5157/7208 [40:07<19:47,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5158/7208 [40:08<23:47,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5159/7208 [40:08<18:18,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5160/7208 [40:08<15:17,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5161/7208 [40:08<16:09,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5162/7208 [40:09<21:19,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5163/7208 [40:10<16:26,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5164/7208 [40:10<19:25,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5165/7208 [40:11<23:42,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5166/7208 [40:12<18:01,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5167/7208 [40:12<20:31,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5168/7208 [40:13<24:37,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5169/7208 [40:13<18:29,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5170/7208 [40:14<21:01,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5171/7208 [40:14<16:19,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5172/7208 [40:15<21:06,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5173/7208 [40:16<20:39,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5174/7208 [40:16<16:53,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5175/7208 [40:17<22:29,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5177/7208 [40:18<20:06,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5178/7208 [40:19<24:50,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5180/7208 [40:20<21:17,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5182/7208 [40:21<20:43,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5184/7208 [40:22<17:30,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5185/7208 [40:22<14:40,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5186/7208 [40:23<19:58,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5188/7208 [40:23<14:42,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5189/7208 [40:25<28:10,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5191/7208 [40:25<20:27,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5192/7208 [40:27<31:59,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5194/7208 [40:27<23:10,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5195/7208 [40:29<33:50,  1.01s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5197/7208 [40:30<28:36,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5198/7208 [40:30<29:24,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5200/7208 [40:31<21:28,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5202/7208 [40:32<24:00,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5203/7208 [40:33<18:32,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5204/7208 [40:33<20:47,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5205/7208 [40:34<24:05,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5206/7208 [40:35<18:31,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5208/7208 [40:35<17:44,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5209/7208 [40:36<20:13,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5210/7208 [40:37<24:31,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5212/7208 [40:38<21:29,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5213/7208 [40:38<16:58,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5214/7208 [40:39<21:08,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5215/7208 [40:40<22:34,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5216/7208 [40:40<17:49,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5217/7208 [40:41<21:41,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5219/7208 [40:42<19:01,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5220/7208 [40:42<15:05,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5221/7208 [40:43<18:14,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5222/7208 [40:43<14:32,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5224/7208 [40:44<14:00,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5225/7208 [40:45<21:14,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5227/7208 [40:45<15:32,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5228/7208 [40:46<16:56,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5229/7208 [40:47<23:19,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5231/7208 [40:48<20:00,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5232/7208 [40:49<25:51,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5234/7208 [40:50<21:34,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5235/7208 [40:51<27:21,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5237/7208 [40:52<22:25,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5238/7208 [40:53<28:05,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5240/7208 [40:53<21:33,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5241/7208 [40:53<17:37,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5242/7208 [40:54<16:07,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5243/7208 [40:55<20:12,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5245/7208 [40:55<17:11,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5246/7208 [40:57<24:49,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5248/7208 [40:57<20:22,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5249/7208 [40:58<18:22,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5250/7208 [40:59<21:35,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5253/7208 [41:00<18:15,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5255/7208 [41:01<17:25,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5257/7208 [41:01<15:05,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5258/7208 [41:01<14:17,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5260/7208 [41:02<14:40,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5263/7208 [41:03<11:49,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5264/7208 [41:03<13:05,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5266/7208 [41:04<13:52,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5267/7208 [41:05<18:57,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5269/7208 [41:06<17:53,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5270/7208 [41:07<17:16,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5271/7208 [41:07<16:33,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5273/7208 [41:08<16:13,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5274/7208 [41:09<17:45,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5275/7208 [41:09<15:18,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5277/7208 [41:10<15:22,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5278/7208 [41:11<19:51,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5280/7208 [41:11<15:11,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5281/7208 [41:13<26:33,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5282/7208 [41:13<21:03,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5283/7208 [41:14<23:54,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5284/7208 [41:14<19:23,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5285/7208 [41:15<17:45,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5286/7208 [41:16<23:51,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5287/7208 [41:17<21:32,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5288/7208 [41:17<19:21,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5289/7208 [41:18<25:43,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5290/7208 [41:19<22:03,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5291/7208 [41:19<17:29,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5292/7208 [41:21<28:24,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5293/7208 [41:21<21:56,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5294/7208 [41:22<24:29,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5295/7208 [41:22<20:27,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5296/7208 [41:23<18:01,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5297/7208 [41:24<23:45,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5298/7208 [41:24<23:41,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5300/7208 [41:25<17:38,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5301/7208 [41:26<25:01,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5302/7208 [41:26<20:54,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5303/7208 [41:27<16:49,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5304/7208 [41:28<21:03,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5305/7208 [41:28<21:27,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5306/7208 [41:29<17:29,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5307/7208 [41:30<21:17,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5308/7208 [41:30<18:28,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5309/7208 [41:30<13:52,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5310/7208 [41:30<11:50,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5311/7208 [41:31<15:09,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5312/7208 [41:32<18:54,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5313/7208 [41:32<16:13,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5314/7208 [41:32<13:47,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5315/7208 [41:33<13:58,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5316/7208 [41:34<18:46,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5317/7208 [41:34<15:23,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5318/7208 [41:36<26:28,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5320/7208 [41:36<19:39,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5321/7208 [41:37<20:33,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5322/7208 [41:38<23:24,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5323/7208 [41:38<18:39,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5324/7208 [41:39<19:56,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5325/7208 [41:39<16:05,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5326/7208 [41:40<18:09,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5328/7208 [41:40<15:32,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5329/7208 [41:41<16:22,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5330/7208 [41:41<18:27,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5331/7208 [41:43<23:57,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5332/7208 [41:43<23:42,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5334/7208 [41:45<22:05,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5335/7208 [41:45<22:24,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5336/7208 [41:47<26:41,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5337/7208 [41:47<25:29,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5339/7208 [41:48<21:13,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5340/7208 [41:48<16:57,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5341/7208 [41:48<14:02,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5342/7208 [41:49<12:47,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5343/7208 [41:49<14:51,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5344/7208 [41:50<17:06,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5345/7208 [41:51<20:50,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5346/7208 [41:51<16:44,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5347/7208 [41:52<18:29,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5348/7208 [41:53<18:22,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5349/7208 [41:53<16:21,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5350/7208 [41:53<13:29,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5351/7208 [41:55<25:09,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5352/7208 [41:55<19:48,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5353/7208 [41:56<20:21,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5355/7208 [41:56<17:07,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5356/7208 [41:57<15:09,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5357/7208 [41:57<12:56,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5358/7208 [41:59<24:28,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5359/7208 [41:59<19:40,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5360/7208 [42:00<20:13,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5361/7208 [42:00<16:42,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5362/7208 [42:00<14:44,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5363/7208 [42:01<13:35,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5364/7208 [42:02<20:55,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5365/7208 [42:03<20:48,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5366/7208 [42:04<23:20,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5367/7208 [42:04<18:49,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5369/7208 [42:04<14:45,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5370/7208 [42:05<22:07,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5371/7208 [42:06<21:08,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5372/7208 [42:06<17:51,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5373/7208 [42:08<24:27,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5374/7208 [42:08<18:07,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5375/7208 [42:08<14:17,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5376/7208 [42:08<12:53,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5377/7208 [42:09<17:42,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5378/7208 [42:10<15:42,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5379/7208 [42:10<16:23,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5380/7208 [42:11<20:11,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5381/7208 [42:12<20:20,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5382/7208 [42:13<25:29,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5383/7208 [42:13<21:15,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5384/7208 [42:14<17:49,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5385/7208 [42:14<14:49,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5386/7208 [42:15<19:02,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5387/7208 [42:16<20:47,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5388/7208 [42:17<24:24,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5389/7208 [42:17<21:01,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5390/7208 [42:18<17:36,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5391/7208 [42:18<14:05,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5392/7208 [42:19<18:31,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5393/7208 [42:19<16:56,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5394/7208 [42:20<14:48,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5395/7208 [42:20<12:43,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5396/7208 [42:21<16:49,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5397/7208 [42:21<15:53,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5398/7208 [42:21<14:06,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5399/7208 [42:22<11:24,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5400/7208 [42:23<20:50,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5401/7208 [42:23<17:30,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5402/7208 [42:24<13:46,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5403/7208 [42:25<22:40,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5404/7208 [42:25<18:38,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5405/7208 [42:25<14:26,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5406/7208 [42:26<18:44,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5407/7208 [42:27<17:49,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5408/7208 [42:27<15:01,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5409/7208 [42:27<11:49,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5410/7208 [42:28<10:41,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5411/7208 [42:28<13:36,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5412/7208 [42:29<14:39,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5413/7208 [42:29<12:31,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5414/7208 [42:30<18:22,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5415/7208 [42:31<18:14,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5416/7208 [42:31<15:05,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5417/7208 [42:31<14:17,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5418/7208 [42:32<15:34,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5419/7208 [42:33<16:32,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5420/7208 [42:33<14:24,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5421/7208 [42:34<18:36,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5422/7208 [42:35<19:01,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5423/7208 [42:35<15:26,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5424/7208 [42:36<19:55,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5425/7208 [42:37<19:47,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5426/7208 [42:37<15:55,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5427/7208 [42:38<17:36,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5428/7208 [42:38<15:19,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5429/7208 [42:39<18:18,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5430/7208 [42:39<16:33,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5431/7208 [42:39<14:13,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5432/7208 [42:40<13:12,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5433/7208 [42:41<16:37,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5434/7208 [42:41<17:57,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5435/7208 [42:42<15:47,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5436/7208 [42:43<18:26,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5437/7208 [42:43<13:58,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5438/7208 [42:43<14:58,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5439/7208 [42:44<13:41,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5440/7208 [42:45<17:59,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5441/7208 [42:46<20:58,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 5442/7208 [42:46<22:59,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5443/7208 [42:47<19:42,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5444/7208 [42:47<15:46,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5445/7208 [42:47<13:48,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5446/7208 [42:48<18:22,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5447/7208 [42:49<18:11,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5448/7208 [42:49<15:27,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5449/7208 [42:50<19:38,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5450/7208 [42:51<17:40,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5451/7208 [42:51<13:35,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5452/7208 [42:51<12:15,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5453/7208 [42:52<16:56,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5455/7208 [42:53<14:44,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5456/7208 [42:53<12:56,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5457/7208 [42:54<17:24,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5459/7208 [42:56<20:31,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5460/7208 [42:56<15:28,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5461/7208 [42:57<15:39,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5462/7208 [42:58<21:35,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5463/7208 [42:58<16:42,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5464/7208 [42:59<15:35,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5466/7208 [43:00<16:31,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5467/7208 [43:00<13:23,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5468/7208 [43:01<13:54,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5469/7208 [43:01<11:46,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5470/7208 [43:02<16:39,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5471/7208 [43:02<13:21,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5472/7208 [43:02<13:16,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5474/7208 [43:03<11:28,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5475/7208 [43:04<14:43,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5476/7208 [43:04<14:32,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5477/7208 [43:04<12:29,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5478/7208 [43:05<12:02,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5479/7208 [43:06<16:42,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5480/7208 [43:06<16:04,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5482/7208 [43:08<17:21,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5483/7208 [43:08<15:02,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5484/7208 [43:08<13:03,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5485/7208 [43:09<11:58,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5486/7208 [43:10<16:39,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5487/7208 [43:10<16:20,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5489/7208 [43:11<13:12,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5490/7208 [43:11<14:39,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5491/7208 [43:12<13:06,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5492/7208 [43:12<12:13,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5493/7208 [43:13<13:43,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5494/7208 [43:13<14:59,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5495/7208 [43:13<13:18,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 5496/7208 [43:14<12:22,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5497/7208 [43:14<10:31,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5498/7208 [43:15<13:41,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5499/7208 [43:15<11:53,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5500/7208 [43:16<14:11,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5501/7208 [43:17<18:07,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5502/7208 [43:17<14:53,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5503/7208 [43:18<16:22,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5504/7208 [43:18<13:41,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5505/7208 [43:19<15:30,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5506/7208 [43:19<13:00,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5507/7208 [43:20<14:52,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5509/7208 [43:21<14:37,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5510/7208 [43:21<12:14,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5511/7208 [43:22<14:43,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5512/7208 [43:22<12:39,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5513/7208 [43:23<14:41,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 5514/7208 [43:23<12:08,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5515/7208 [43:23<14:44,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5516/7208 [43:24<18:32,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5517/7208 [43:25<14:41,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5518/7208 [43:25<16:48,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5519/7208 [43:26<14:27,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5520/7208 [43:26<15:32,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5521/7208 [43:27<12:20,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5522/7208 [43:27<15:02,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5524/7208 [43:28<14:39,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5525/7208 [43:28<11:37,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5526/7208 [43:29<15:03,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5527/7208 [43:30<13:30,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5528/7208 [43:30<14:43,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5529/7208 [43:30<11:14,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5530/7208 [43:31<14:27,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5532/7208 [43:31<10:50,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5533/7208 [43:32<11:00,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5534/7208 [43:33<15:56,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5535/7208 [43:33<13:13,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5536/7208 [43:33<11:39,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5537/7208 [43:33<09:50,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5539/7208 [43:34<11:00,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5540/7208 [43:35<12:21,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5541/7208 [43:35<10:15,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5542/7208 [43:36<17:18,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5543/7208 [43:37<18:07,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5544/7208 [43:37<14:35,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5545/7208 [43:38<16:14,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5546/7208 [43:38<13:42,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5547/7208 [43:39<13:30,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5548/7208 [43:39<11:06,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5549/7208 [43:39<10:02,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5551/7208 [43:40<09:50,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5552/7208 [43:40<09:42,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5553/7208 [43:41<11:51,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5554/7208 [43:41<11:00,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5555/7208 [43:42<12:53,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5556/7208 [43:42<12:01,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5557/7208 [43:43<11:38,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5558/7208 [43:43<09:45,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5559/7208 [43:43<09:57,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5560/7208 [43:44<11:41,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5561/7208 [43:44<11:26,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5562/7208 [43:45<12:38,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5563/7208 [43:45<12:08,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5565/7208 [43:46<10:46,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5566/7208 [43:46<10:55,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5567/7208 [43:46<10:26,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5568/7208 [43:47<08:33,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5570/7208 [43:47<07:59,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5571/7208 [43:48<09:45,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5572/7208 [43:48<10:44,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5573/7208 [43:49<11:26,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5574/7208 [43:49<11:48,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5575/7208 [43:50<12:16,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5576/7208 [43:50<12:54,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5577/7208 [43:50<11:00,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5578/7208 [43:51<09:11,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5579/7208 [43:51<14:14,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5580/7208 [43:52<14:35,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5581/7208 [43:52<13:20,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5582/7208 [43:53<13:57,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5584/7208 [43:53<11:20,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5585/7208 [43:54<14:23,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 5586/7208 [43:55<16:22,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5588/7208 [43:55<12:50,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5589/7208 [43:56<16:46,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5590/7208 [43:57<16:58,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5591/7208 [43:58<21:01,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5592/7208 [43:58<15:44,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5593/7208 [43:59<16:25,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5595/7208 [43:59<12:37,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5596/7208 [44:00<16:36,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5597/7208 [44:01<17:04,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5598/7208 [44:01<14:11,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5599/7208 [44:02<16:33,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5600/7208 [44:02<12:36,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5601/7208 [44:03<14:18,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5603/7208 [44:03<11:04,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5604/7208 [44:04<15:27,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5605/7208 [44:05<16:18,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5606/7208 [44:05<12:24,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5607/7208 [44:06<16:38,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5608/7208 [44:06<12:30,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5609/7208 [44:07<14:14,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5610/7208 [44:07<12:04,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5611/7208 [44:08<16:10,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5612/7208 [44:08<16:53,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5613/7208 [44:09<13:19,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5615/7208 [44:10<13:07,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5617/7208 [44:10<12:24,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5618/7208 [44:11<10:05,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5620/7208 [44:11<09:04,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5621/7208 [44:11<08:43,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5622/7208 [44:13<15:05,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5623/7208 [44:13<14:22,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5624/7208 [44:13<12:33,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5625/7208 [44:13<10:03,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5626/7208 [44:15<18:29,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5627/7208 [44:15<15:30,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5628/7208 [44:16<20:07,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5629/7208 [44:17<17:19,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5630/7208 [44:17<14:52,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5631/7208 [44:17<11:36,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5632/7208 [44:18<16:06,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5633/7208 [44:19<14:33,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5634/7208 [44:20<22:01,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5635/7208 [44:21<18:49,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5636/7208 [44:21<15:52,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5637/7208 [44:22<20:05,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5638/7208 [44:23<17:22,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5639/7208 [44:23<14:53,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5640/7208 [44:24<19:26,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5641/7208 [44:25<16:48,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5642/7208 [44:25<14:35,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5643/7208 [44:25<11:01,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5644/7208 [44:26<16:03,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5645/7208 [44:26<14:08,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5646/7208 [44:28<22:12,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5647/7208 [44:28<18:08,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5648/7208 [44:29<15:48,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5650/7208 [44:30<15:46,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5651/7208 [44:30<13:15,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5652/7208 [44:32<22:05,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5653/7208 [44:32<17:30,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5654/7208 [44:33<15:50,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5656/7208 [44:34<15:53,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5657/7208 [44:34<12:45,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 5658/7208 [44:36<22:25,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5659/7208 [44:36<16:56,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5660/7208 [44:36<15:39,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5662/7208 [44:38<15:52,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5663/7208 [44:38<12:14,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5664/7208 [44:40<22:19,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5665/7208 [44:40<16:37,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5666/7208 [44:40<15:18,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5668/7208 [44:42<15:48,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5669/7208 [44:42<11:51,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5670/7208 [44:44<22:26,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5672/7208 [44:44<17:43,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5673/7208 [44:44<13:20,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5674/7208 [44:45<12:10,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 5675/7208 [44:45<15:29,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5677/7208 [44:46<12:46,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5678/7208 [44:46<10:04,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5679/7208 [44:46<09:44,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5680/7208 [44:47<13:50,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5682/7208 [44:48<11:37,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5683/7208 [44:49<15:24,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5684/7208 [44:49<14:15,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5685/7208 [44:50<13:38,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5687/7208 [44:51<15:00,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5689/7208 [44:52<12:59,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5690/7208 [44:53<18:35,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5692/7208 [44:54<14:51,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5693/7208 [44:54<11:48,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5694/7208 [44:55<17:34,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5696/7208 [44:56<14:54,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5697/7208 [44:57<19:38,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5699/7208 [44:57<15:33,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5700/7208 [44:58<12:31,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5701/7208 [44:59<17:57,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5703/7208 [44:59<14:33,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5704/7208 [45:00<11:29,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5705/7208 [45:01<17:15,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5706/7208 [45:01<15:19,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5707/7208 [45:02<12:43,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5708/7208 [45:03<18:02,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5709/7208 [45:03<16:40,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5710/7208 [45:03<12:51,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5711/7208 [45:05<18:03,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5712/7208 [45:05<15:44,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5713/7208 [45:05<13:14,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5714/7208 [45:07<18:14,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5715/7208 [45:07<17:19,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5716/7208 [45:07<12:59,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5717/7208 [45:09<18:00,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5718/7208 [45:09<15:30,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5719/7208 [45:09<12:32,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5720/7208 [45:09<09:44,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5721/7208 [45:10<15:30,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5722/7208 [45:11<16:32,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5723/7208 [45:12<20:11,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5724/7208 [45:13<16:48,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5725/7208 [45:13<13:58,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5726/7208 [45:13<10:37,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5727/7208 [45:13<08:56,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5728/7208 [45:15<18:09,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5729/7208 [45:15<13:29,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 5730/7208 [45:15<11:05,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5731/7208 [45:17<17:05,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5732/7208 [45:17<14:25,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5734/7208 [45:17<11:23,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5735/7208 [45:19<19:35,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5737/7208 [45:19<15:01,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5738/7208 [45:20<19:12,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5739/7208 [45:21<16:12,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5741/7208 [45:21<12:37,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5742/7208 [45:22<15:47,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5743/7208 [45:23<15:39,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5744/7208 [45:24<20:21,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5745/7208 [45:24<15:53,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5746/7208 [45:25<14:19,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5748/7208 [45:26<14:32,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5749/7208 [45:27<15:39,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5751/7208 [45:27<11:40,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5752/7208 [45:28<16:48,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5753/7208 [45:29<15:46,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5755/7208 [45:29<11:40,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5756/7208 [45:30<20:52,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5758/7208 [45:31<15:10,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5759/7208 [45:32<17:32,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5760/7208 [45:32<14:03,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5761/7208 [45:32<13:50,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5762/7208 [45:33<10:47,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5763/7208 [45:34<14:26,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5764/7208 [45:34<15:56,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 5765/7208 [45:34<12:11,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5767/7208 [45:35<12:00,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5768/7208 [45:36<10:04,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5769/7208 [45:36<11:12,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5770/7208 [45:37<15:53,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5771/7208 [45:38<16:53,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5772/7208 [45:38<13:00,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5774/7208 [45:39<12:34,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5775/7208 [45:39<10:04,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5776/7208 [45:40<11:21,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5777/7208 [45:41<16:09,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5778/7208 [45:42<16:53,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5779/7208 [45:42<13:06,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5781/7208 [45:43<13:05,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5782/7208 [45:44<13:45,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5783/7208 [45:44<10:43,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5784/7208 [45:45<13:15,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5785/7208 [45:45<11:18,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5786/7208 [45:46<12:40,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5787/7208 [45:46<09:54,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5788/7208 [45:46<07:45,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5789/7208 [45:46<07:13,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5790/7208 [45:48<15:04,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5791/7208 [45:48<11:25,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5792/7208 [45:50<20:41,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5793/7208 [45:50<15:17,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5794/7208 [45:50<12:07,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5795/7208 [45:50<09:44,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5796/7208 [45:51<10:03,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5797/7208 [45:51<07:52,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5798/7208 [45:52<11:25,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5799/7208 [45:53<14:41,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5800/7208 [45:53<11:11,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5801/7208 [45:54<14:37,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 5802/7208 [45:54<11:48,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5803/7208 [45:54<09:12,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5804/7208 [45:54<07:42,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5805/7208 [45:56<15:05,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5806/7208 [45:56<14:20,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5807/7208 [45:57<19:35,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5808/7208 [45:58<15:44,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5810/7208 [45:58<11:54,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5811/7208 [45:59<17:47,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5812/7208 [46:00<16:23,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5813/7208 [46:01<20:55,  1.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5814/7208 [46:02<17:01,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5816/7208 [46:02<12:51,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5817/7208 [46:02<11:21,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5818/7208 [46:03<14:35,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5819/7208 [46:04<12:25,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5820/7208 [46:04<11:01,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5821/7208 [46:04<09:44,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5822/7208 [46:05<15:37,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5824/7208 [46:06<12:13,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5825/7208 [46:06<10:18,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5826/7208 [46:06<09:25,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5827/7208 [46:08<16:03,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5828/7208 [46:08<12:48,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5829/7208 [46:08<11:04,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5830/7208 [46:09<12:13,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5831/7208 [46:09<11:38,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5832/7208 [46:10<10:19,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5833/7208 [46:10<08:30,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5834/7208 [46:10<08:00,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5835/7208 [46:11<10:05,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5836/7208 [46:11<10:18,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5837/7208 [46:12<09:31,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5838/7208 [46:12<07:38,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5839/7208 [46:12<07:23,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5840/7208 [46:14<15:19,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5841/7208 [46:14<11:38,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5842/7208 [46:14<10:15,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5843/7208 [46:15<11:34,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5844/7208 [46:15<11:44,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5845/7208 [46:16<10:16,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5846/7208 [46:16<10:21,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5847/7208 [46:17<11:25,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5848/7208 [46:17<11:42,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5849/7208 [46:17<10:10,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5850/7208 [46:18<07:53,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5851/7208 [46:18<07:58,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5852/7208 [46:19<13:21,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5853/7208 [46:19<11:18,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5854/7208 [46:20<11:10,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5855/7208 [46:21<15:32,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 5856/7208 [46:21<12:55,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5857/7208 [46:21<09:53,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5858/7208 [46:22<09:09,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5859/7208 [46:23<14:13,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5860/7208 [46:23<12:01,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5861/7208 [46:23<09:10,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5862/7208 [46:24<08:41,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5863/7208 [46:25<13:55,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5864/7208 [46:25<12:35,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5865/7208 [46:26<11:06,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5866/7208 [46:27<15:34,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5867/7208 [46:27<13:04,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5868/7208 [46:27<09:53,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5869/7208 [46:28<09:05,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5870/7208 [46:29<14:19,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5871/7208 [46:29<12:51,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5872/7208 [46:29<10:57,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5873/7208 [46:31<15:53,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 5874/7208 [46:31<13:28,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5876/7208 [46:31<10:31,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5877/7208 [46:33<15:43,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5878/7208 [46:33<13:15,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5880/7208 [46:33<10:21,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5881/7208 [46:35<15:37,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5882/7208 [46:35<13:10,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5884/7208 [46:35<10:16,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5885/7208 [46:36<15:40,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5886/7208 [46:37<13:09,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5888/7208 [46:37<10:13,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5889/7208 [46:37<09:18,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5890/7208 [46:39<14:56,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5892/7208 [46:39<11:32,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5893/7208 [46:39<10:09,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5894/7208 [46:40<09:06,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5895/7208 [46:40<10:39,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5896/7208 [46:41<09:25,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5898/7208 [46:41<07:42,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5899/7208 [46:42<09:23,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5900/7208 [46:42<11:03,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5902/7208 [46:43<08:55,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5903/7208 [46:43<07:49,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5904/7208 [46:43<08:36,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5905/7208 [46:44<11:31,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5907/7208 [46:45<10:00,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5908/7208 [46:45<10:16,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5909/7208 [46:46<12:33,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5911/7208 [46:47<10:41,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5912/7208 [46:47<11:02,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5913/7208 [46:48<12:53,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5915/7208 [46:49<10:56,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5916/7208 [46:49<11:00,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5917/7208 [46:50<12:55,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5918/7208 [46:51<12:59,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5919/7208 [46:51<11:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5920/7208 [46:51<08:52,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5921/7208 [46:52<11:22,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5922/7208 [46:52<08:41,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5923/7208 [46:53<09:19,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5924/7208 [46:53<09:44,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5925/7208 [46:53<09:41,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5926/7208 [46:54<08:59,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5927/7208 [46:54<10:10,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5928/7208 [46:55<10:36,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5929/7208 [46:56<12:16,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5930/7208 [46:56<09:55,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5931/7208 [46:56<09:25,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5932/7208 [46:57<08:52,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5933/7208 [46:57<07:35,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5934/7208 [46:58<10:00,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5935/7208 [46:58<10:47,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5936/7208 [46:59<09:49,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5937/7208 [46:59<10:38,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5938/7208 [47:00<11:51,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5939/7208 [47:00<09:56,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5940/7208 [47:01<09:15,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5941/7208 [47:01<08:27,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5942/7208 [47:01<07:40,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5943/7208 [47:02<11:24,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5944/7208 [47:02<10:23,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5945/7208 [47:03<10:53,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 5946/7208 [47:04<12:17,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5947/7208 [47:04<09:57,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5948/7208 [47:04<09:21,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5949/7208 [47:05<08:49,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5950/7208 [47:06<13:29,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5951/7208 [47:06<11:52,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5952/7208 [47:08<17:11,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5953/7208 [47:08<12:39,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5954/7208 [47:08<11:19,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5955/7208 [47:09<10:36,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5956/7208 [47:10<14:18,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5957/7208 [47:10<12:27,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5958/7208 [47:12<18:07,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5960/7208 [47:12<13:54,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5961/7208 [47:13<12:51,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5962/7208 [47:14<15:29,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5964/7208 [47:14<11:57,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5965/7208 [47:15<17:52,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5967/7208 [47:16<13:42,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5968/7208 [47:16<13:05,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5969/7208 [47:17<15:03,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5970/7208 [47:17<11:16,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5971/7208 [47:18<09:40,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5972/7208 [47:18<10:07,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5973/7208 [47:19<12:57,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5974/7208 [47:19<10:09,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5975/7208 [47:20<08:33,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5976/7208 [47:20<09:47,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5977/7208 [47:21<12:18,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5978/7208 [47:21<09:54,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5979/7208 [47:22<08:11,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5980/7208 [47:23<14:53,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5981/7208 [47:23<11:58,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5982/7208 [47:24<09:34,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5983/7208 [47:24<10:31,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5984/7208 [47:25<12:25,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5985/7208 [47:25<10:36,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5986/7208 [47:25<08:26,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5987/7208 [47:26<09:36,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5988/7208 [47:27<11:44,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5989/7208 [47:27<10:24,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5990/7208 [47:27<08:05,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5991/7208 [47:28<09:17,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5992/7208 [47:28<08:39,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5993/7208 [47:29<08:53,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5994/7208 [47:29<08:30,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5995/7208 [47:29<06:35,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5996/7208 [47:30<08:19,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5997/7208 [47:31<10:43,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 5998/7208 [47:31<09:53,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6000/7208 [47:32<09:05,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6001/7208 [47:32<08:16,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6002/7208 [47:33<08:33,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6003/7208 [47:33<08:32,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6004/7208 [47:34<10:19,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6005/7208 [47:34<08:39,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6007/7208 [47:35<07:36,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6008/7208 [47:36<12:15,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6009/7208 [47:36<10:01,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6011/7208 [47:36<08:30,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6012/7208 [47:37<07:12,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6013/7208 [47:38<12:16,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6015/7208 [47:38<10:00,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6016/7208 [47:39<08:22,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6018/7208 [47:40<09:27,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6019/7208 [47:40<09:22,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6020/7208 [47:40<07:59,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6022/7208 [47:41<08:25,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6023/7208 [47:42<07:30,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6024/7208 [47:42<07:47,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6025/7208 [47:42<07:15,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6026/7208 [47:43<10:29,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6028/7208 [47:44<08:15,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6029/7208 [47:44<07:59,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6030/7208 [47:45<09:19,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6031/7208 [47:45<09:59,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6033/7208 [47:46<08:10,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6034/7208 [47:46<07:25,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6035/7208 [47:47<12:26,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6036/7208 [47:47<09:23,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6037/7208 [47:48<08:17,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6038/7208 [47:48<07:22,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6039/7208 [47:48<08:41,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6040/7208 [47:50<12:12,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6041/7208 [47:50<10:12,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6042/7208 [47:50<10:45,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6043/7208 [47:51<11:01,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6044/7208 [47:51<10:09,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6045/7208 [47:52<08:50,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6046/7208 [47:52<07:14,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6047/7208 [47:52<07:41,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6048/7208 [47:53<08:39,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6049/7208 [47:54<10:14,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6050/7208 [47:54<08:15,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6051/7208 [47:54<08:23,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6052/7208 [47:56<13:09,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6053/7208 [47:56<10:28,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6054/7208 [47:56<08:25,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6055/7208 [47:57<10:37,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6056/7208 [47:57<08:12,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6057/7208 [47:57<08:47,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6058/7208 [47:58<07:57,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6059/7208 [47:59<11:40,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6060/7208 [47:59<11:09,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6061/7208 [48:00<09:56,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6063/7208 [48:01<09:39,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6065/7208 [48:01<08:24,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6066/7208 [48:02<08:23,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6067/7208 [48:03<11:05,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6069/7208 [48:03<09:18,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6070/7208 [48:04<09:02,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6072/7208 [48:05<08:59,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6074/7208 [48:05<07:43,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6075/7208 [48:06<07:59,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6077/7208 [48:06<08:16,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6078/7208 [48:07<08:36,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6079/7208 [48:07<08:35,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6081/7208 [48:08<08:41,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6084/7208 [48:09<07:02,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6085/7208 [48:09<07:51,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6086/7208 [48:10<08:00,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6087/7208 [48:10<08:04,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6090/7208 [48:11<07:34,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6091/7208 [48:12<07:48,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6092/7208 [48:12<07:53,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6095/7208 [48:13<07:16,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6097/7208 [48:14<07:54,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6099/7208 [48:15<08:00,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6101/7208 [48:16<07:12,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6102/7208 [48:16<07:24,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6104/7208 [48:17<07:40,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6105/7208 [48:18<11:01,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6107/7208 [48:19<10:07,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6108/7208 [48:20<10:36,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6109/7208 [48:20<09:37,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6111/7208 [48:22<11:59,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6113/7208 [48:23<12:37,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6114/7208 [48:24<10:49,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6116/7208 [48:25<09:52,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6117/7208 [48:25<10:45,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6118/7208 [48:26<09:29,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6120/7208 [48:27<08:54,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6121/7208 [48:28<12:05,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6122/7208 [48:28<09:01,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6123/7208 [48:29<14:14,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6124/7208 [48:30<11:52,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6125/7208 [48:30<08:54,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6126/7208 [48:30<10:12,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6127/7208 [48:31<10:58,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6128/7208 [48:31<09:39,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6129/7208 [48:32<07:31,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6130/7208 [48:32<09:39,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6131/7208 [48:33<09:55,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6132/7208 [48:34<09:56,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6133/7208 [48:34<10:47,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6135/7208 [48:36<10:57,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6136/7208 [48:36<11:29,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6137/7208 [48:37<11:03,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6138/7208 [48:38<11:22,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6139/7208 [48:38<11:32,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6141/7208 [48:39<09:32,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6142/7208 [48:40<10:39,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6143/7208 [48:40<09:50,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6144/7208 [48:40<07:58,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6145/7208 [48:41<12:33,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6146/7208 [48:42<12:09,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6148/7208 [48:43<11:59,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6149/7208 [48:44<10:10,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6150/7208 [48:44<08:39,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6152/7208 [48:45<09:31,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6153/7208 [48:46<08:10,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6154/7208 [48:46<07:24,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6156/7208 [48:46<06:07,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6157/7208 [48:48<10:42,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6158/7208 [48:48<09:15,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6160/7208 [48:48<07:26,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6161/7208 [48:49<06:30,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6162/7208 [48:49<08:15,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6163/7208 [48:50<08:51,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6165/7208 [48:51<09:41,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6166/7208 [48:52<09:45,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6168/7208 [48:52<08:26,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6169/7208 [48:53<09:42,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6170/7208 [48:54<09:45,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6172/7208 [48:55<10:24,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6173/7208 [48:56<10:05,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6175/7208 [48:56<08:42,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6176/7208 [48:57<07:43,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6177/7208 [48:57<07:43,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6178/7208 [48:58<08:15,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6179/7208 [48:58<08:51,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6180/7208 [48:58<07:52,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6181/7208 [48:59<07:48,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6182/7208 [48:59<08:18,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6183/7208 [49:00<07:52,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6184/7208 [49:00<08:16,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6185/7208 [49:01<10:47,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6186/7208 [49:02<09:37,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6187/7208 [49:02<07:44,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6188/7208 [49:02<07:19,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6189/7208 [49:03<09:53,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6191/7208 [49:04<08:01,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6192/7208 [49:04<08:12,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6193/7208 [49:05<10:35,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6195/7208 [49:06<08:39,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6196/7208 [49:06<06:36,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6197/7208 [49:06<06:24,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6198/7208 [49:07<09:50,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6199/7208 [49:08<09:06,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6200/7208 [49:08<08:35,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6201/7208 [49:09<08:44,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6202/7208 [49:09<08:40,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6203/7208 [49:10<08:28,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6204/7208 [49:10<07:58,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6205/7208 [49:11<08:21,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6206/7208 [49:11<07:55,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6208/7208 [49:12<06:57,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6209/7208 [49:13<11:38,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6211/7208 [49:14<09:27,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6213/7208 [49:15<10:04,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6215/7208 [49:16<08:31,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6216/7208 [49:16<10:43,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6217/7208 [49:17<09:16,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6218/7208 [49:17<07:02,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6219/7208 [49:17<06:56,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6221/7208 [49:18<05:56,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6222/7208 [49:19<09:23,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6223/7208 [49:19<09:07,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6224/7208 [49:20<08:05,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6225/7208 [49:21<10:26,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6226/7208 [49:21<09:56,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6228/7208 [49:23<10:20,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6230/7208 [49:23<08:46,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6231/7208 [49:25<12:30,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6233/7208 [49:25<10:12,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6235/7208 [49:26<07:59,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6236/7208 [49:27<10:32,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6237/7208 [49:27<10:05,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6239/7208 [49:27<07:51,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6240/7208 [49:28<10:07,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6242/7208 [49:29<08:45,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6243/7208 [49:30<11:58,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6245/7208 [49:31<10:02,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6246/7208 [49:32<12:52,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6248/7208 [49:33<10:42,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6250/7208 [49:34<10:23,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6252/7208 [49:35<09:00,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6253/7208 [49:36<11:55,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6255/7208 [49:37<10:01,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6257/7208 [49:38<09:51,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6259/7208 [49:39<09:09,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6260/7208 [49:40<11:28,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6261/7208 [49:41<10:48,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6262/7208 [49:41<08:02,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6263/7208 [49:41<06:24,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6264/7208 [49:41<04:58,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6265/7208 [49:42<07:33,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6266/7208 [49:42<08:26,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6267/7208 [49:43<07:41,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6268/7208 [49:44<09:33,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6269/7208 [49:44<09:41,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6270/7208 [49:45<07:35,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6271/7208 [49:45<05:58,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6273/7208 [49:46<07:57,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6274/7208 [49:46<06:19,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6275/7208 [49:47<05:10,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6276/7208 [49:48<11:16,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6277/7208 [49:48<08:30,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6279/7208 [49:49<06:23,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6280/7208 [49:50<08:57,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6281/7208 [49:50<09:12,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6282/7208 [49:50<07:07,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6283/7208 [49:51<05:47,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6284/7208 [49:52<08:30,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6285/7208 [49:52<08:54,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6286/7208 [49:52<06:54,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6288/7208 [49:52<05:13,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6289/7208 [49:54<11:01,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6290/7208 [49:54<08:25,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6291/7208 [49:54<06:34,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6292/7208 [49:55<08:58,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6293/7208 [49:56<09:13,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6294/7208 [49:56<07:23,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6296/7208 [49:56<05:23,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6297/7208 [49:57<08:06,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6298/7208 [49:58<08:37,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6299/7208 [49:58<07:04,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6301/7208 [49:59<07:16,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6302/7208 [50:00<08:07,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6303/7208 [50:00<06:41,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6306/7208 [50:01<06:12,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6307/7208 [50:02<07:20,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6308/7208 [50:02<06:12,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6310/7208 [50:03<06:37,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6311/7208 [50:04<07:35,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6312/7208 [50:04<06:22,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6315/7208 [50:05<06:43,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6316/7208 [50:06<05:26,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6317/7208 [50:06<04:47,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6318/7208 [50:06<05:54,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6319/7208 [50:07<04:54,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6320/7208 [50:07<04:22,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6321/7208 [50:07<05:38,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6322/7208 [50:08<05:36,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6323/7208 [50:08<04:27,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6324/7208 [50:08<05:57,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6325/7208 [50:09<07:37,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6326/7208 [50:10<06:58,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6327/7208 [50:10<08:15,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6328/7208 [50:11<06:36,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6329/7208 [50:11<07:11,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6330/7208 [50:12<06:39,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6331/7208 [50:12<07:12,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6332/7208 [50:12<05:52,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6333/7208 [50:13<04:55,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6334/7208 [50:13<05:57,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6335/7208 [50:13<05:51,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6336/7208 [50:14<06:33,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6337/7208 [50:14<05:23,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6338/7208 [50:14<04:40,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6339/7208 [50:15<05:40,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6340/7208 [50:15<05:43,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6341/7208 [50:16<04:39,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6342/7208 [50:16<04:58,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6343/7208 [50:16<04:17,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6344/7208 [50:17<08:07,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6345/7208 [50:18<08:00,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6346/7208 [50:18<06:22,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6347/7208 [50:19<09:37,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6348/7208 [50:19<07:31,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6349/7208 [50:20<06:42,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6350/7208 [50:20<05:27,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6351/7208 [50:20<04:55,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6352/7208 [50:21<07:32,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6353/7208 [50:22<07:30,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6354/7208 [50:22<05:54,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6355/7208 [50:23<08:09,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6356/7208 [50:23<06:58,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6357/7208 [50:23<05:55,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6358/7208 [50:24<05:22,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6359/7208 [50:24<05:33,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6360/7208 [50:25<06:36,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6361/7208 [50:25<05:59,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6362/7208 [50:26<06:24,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6363/7208 [50:26<08:31,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6364/7208 [50:27<06:24,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6365/7208 [50:27<05:52,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6366/7208 [50:27<05:36,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6367/7208 [50:27<04:38,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6368/7208 [50:28<05:04,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6369/7208 [50:29<06:10,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6370/7208 [50:29<05:42,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6371/7208 [50:29<06:13,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6372/7208 [50:30<06:09,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6373/7208 [50:30<06:56,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6374/7208 [50:31<06:15,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6375/7208 [50:31<06:02,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6376/7208 [50:31<04:43,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6377/7208 [50:32<05:08,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6378/7208 [50:32<06:14,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 6379/7208 [50:33<05:45,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6380/7208 [50:33<06:10,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6381/7208 [50:33<04:44,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6382/7208 [50:34<04:43,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6383/7208 [50:34<05:17,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6385/7208 [50:35<05:41,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6387/7208 [50:35<04:13,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6388/7208 [50:36<06:25,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6390/7208 [50:37<06:28,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6392/7208 [50:38<06:26,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6393/7208 [50:38<05:29,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6394/7208 [50:39<05:34,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6395/7208 [50:39<05:22,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6396/7208 [50:39<04:27,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 6397/7208 [50:40<04:48,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6398/7208 [50:40<05:33,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6399/7208 [50:41<05:34,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6400/7208 [50:41<05:27,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6401/7208 [50:41<04:26,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6402/7208 [50:42<04:46,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6403/7208 [50:42<05:32,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6404/7208 [50:43<05:30,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6405/7208 [50:43<05:23,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6406/7208 [50:43<04:26,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6407/7208 [50:44<06:58,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6408/7208 [50:44<06:25,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6409/7208 [50:46<10:34,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6410/7208 [50:46<08:55,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6411/7208 [50:47<07:56,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6412/7208 [50:47<06:15,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6413/7208 [50:47<05:46,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6414/7208 [50:48<05:14,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6415/7208 [50:48<04:44,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6416/7208 [50:48<04:51,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6417/7208 [50:49<07:14,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6418/7208 [50:50<07:13,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6419/7208 [50:50<06:43,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6420/7208 [50:51<06:48,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6421/7208 [50:51<06:30,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6422/7208 [50:51<05:34,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6423/7208 [50:52<06:38,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6424/7208 [50:53<06:38,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6425/7208 [50:54<08:24,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6426/7208 [50:55<10:14,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6427/7208 [50:55<09:19,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6428/7208 [50:56<07:29,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6429/7208 [50:56<07:10,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6430/7208 [50:57<10:33,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6431/7208 [50:58<09:16,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6432/7208 [50:59<11:09,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6433/7208 [50:59<08:40,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6434/7208 [51:00<07:55,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6435/7208 [51:01<10:12,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6436/7208 [51:01<08:02,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6437/7208 [51:02<07:27,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6438/7208 [51:02<07:08,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6439/7208 [51:02<05:47,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6440/7208 [51:04<08:45,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6441/7208 [51:04<08:05,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6442/7208 [51:05<08:11,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6443/7208 [51:05<06:51,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6444/7208 [51:06<06:30,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6445/7208 [51:06<06:30,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6446/7208 [51:07<07:00,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6447/7208 [51:08<07:48,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6448/7208 [51:08<07:30,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6449/7208 [51:09<07:28,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6450/7208 [51:09<06:44,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 6451/7208 [51:10<06:47,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6452/7208 [51:10<06:52,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6453/7208 [51:11<07:59,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6454/7208 [51:11<06:59,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6455/7208 [51:12<05:21,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6456/7208 [51:12<05:32,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6457/7208 [51:13<07:31,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6458/7208 [51:13<06:58,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6459/7208 [51:14<07:23,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6460/7208 [51:15<08:14,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6461/7208 [51:15<06:56,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6463/7208 [51:17<07:52,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6464/7208 [51:17<06:33,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6466/7208 [51:18<06:10,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6467/7208 [51:19<07:19,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6468/7208 [51:19<06:01,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6470/7208 [51:20<05:34,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6471/7208 [51:21<07:31,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6472/7208 [51:21<05:58,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6474/7208 [51:22<05:35,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6475/7208 [51:23<07:26,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6476/7208 [51:23<06:12,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6477/7208 [51:24<06:53,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6478/7208 [51:25<08:22,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6479/7208 [51:25<06:24,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6481/7208 [51:26<05:57,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6482/7208 [51:26<04:49,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6483/7208 [51:27<06:11,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6484/7208 [51:27<04:50,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6486/7208 [51:28<04:51,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 6487/7208 [51:29<06:52,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6488/7208 [51:29<05:18,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6490/7208 [51:29<05:10,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6491/7208 [51:30<04:17,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6492/7208 [51:30<05:45,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6493/7208 [51:31<04:37,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6495/7208 [51:31<04:38,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6496/7208 [51:32<06:38,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6497/7208 [51:33<05:18,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6499/7208 [51:33<05:04,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6500/7208 [51:34<04:18,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6501/7208 [51:34<03:31,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6502/7208 [51:34<05:11,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6504/7208 [51:35<05:18,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6505/7208 [51:36<04:19,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6506/7208 [51:36<05:56,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6507/7208 [51:37<04:35,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6508/7208 [51:37<05:56,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6509/7208 [51:37<04:40,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6511/7208 [51:38<04:39,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6513/7208 [51:39<05:14,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6514/7208 [51:40<06:17,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6515/7208 [51:40<04:46,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6516/7208 [51:41<07:01,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6518/7208 [51:42<06:10,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6519/7208 [51:42<04:45,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6520/7208 [51:43<06:58,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6521/7208 [51:44<07:21,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6522/7208 [51:44<05:37,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 6523/7208 [51:45<06:43,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6524/7208 [51:45<05:17,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6526/7208 [51:45<03:54,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6527/7208 [51:46<04:56,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6528/7208 [51:47<07:22,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6530/7208 [51:48<06:24,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6531/7208 [51:49<08:33,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6534/7208 [51:50<06:44,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6535/7208 [51:50<05:38,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6536/7208 [51:51<07:08,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6538/7208 [51:52<06:06,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6539/7208 [51:52<05:13,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6540/7208 [51:53<07:05,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6542/7208 [51:53<05:56,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6543/7208 [51:54<05:05,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6544/7208 [51:54<05:47,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6545/7208 [51:55<05:21,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6546/7208 [51:56<06:34,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6547/7208 [51:56<06:45,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6548/7208 [51:57<06:06,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6550/7208 [51:58<05:40,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6551/7208 [51:58<04:22,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6552/7208 [51:59<08:00,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6553/7208 [52:00<06:34,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6554/7208 [52:00<05:01,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6555/7208 [52:00<05:06,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6556/7208 [52:01<07:48,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6557/7208 [52:02<05:58,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6558/7208 [52:02<05:35,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6559/7208 [52:03<07:17,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6560/7208 [52:03<05:59,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6561/7208 [52:04<04:44,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6562/7208 [52:04<04:40,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6563/7208 [52:05<07:31,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6564/7208 [52:05<05:49,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6565/7208 [52:06<05:28,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6566/7208 [52:07<07:14,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6567/7208 [52:07<05:55,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6568/7208 [52:07<04:36,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6569/7208 [52:08<04:38,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6570/7208 [52:09<07:28,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6571/7208 [52:09<05:41,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6572/7208 [52:10<05:24,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6573/7208 [52:10<05:24,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6574/7208 [52:11<05:34,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6575/7208 [52:11<04:40,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6576/7208 [52:11<03:44,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 6577/7208 [52:12<04:09,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6578/7208 [52:12<04:24,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6579/7208 [52:13<04:51,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6580/7208 [52:13<04:07,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6581/7208 [52:14<06:24,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6582/7208 [52:15<06:15,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6583/7208 [52:15<05:02,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6584/7208 [52:15<04:04,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6585/7208 [52:16<04:37,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6587/7208 [52:17<05:01,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6588/7208 [52:17<04:05,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6589/7208 [52:18<04:40,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6591/7208 [52:19<05:01,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6592/7208 [52:19<04:08,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6593/7208 [52:20<04:39,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6594/7208 [52:21<06:43,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 6595/7208 [52:21<05:20,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6596/7208 [52:21<05:30,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6597/7208 [52:23<07:15,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6598/7208 [52:23<05:45,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6599/7208 [52:23<05:47,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6600/7208 [52:24<07:23,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6601/7208 [52:25<05:52,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6602/7208 [52:25<05:53,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6603/7208 [52:25<04:47,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6604/7208 [52:26<03:48,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6605/7208 [52:26<04:49,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6606/7208 [52:27<05:50,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6607/7208 [52:28<05:13,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6608/7208 [52:28<05:23,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6609/7208 [52:28<04:10,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6610/7208 [52:29<06:22,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6612/7208 [52:30<05:23,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6613/7208 [52:30<04:06,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6614/7208 [52:31<05:02,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6615/7208 [52:31<04:57,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6616/7208 [52:32<04:13,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6617/7208 [52:32<03:56,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6618/7208 [52:32<03:05,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6619/7208 [52:33<05:44,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6620/7208 [52:34<04:54,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6621/7208 [52:34<04:16,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6622/7208 [52:34<03:17,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6623/7208 [52:35<04:48,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6624/7208 [52:35<04:25,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6625/7208 [52:36<05:06,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6626/7208 [52:37<06:05,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6627/7208 [52:37<05:20,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6628/7208 [52:38<04:52,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6629/7208 [52:38<04:12,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6630/7208 [52:39<05:29,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6631/7208 [52:39<04:55,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6632/7208 [52:40<05:18,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6633/7208 [52:40<04:38,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6634/7208 [52:41<04:56,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6635/7208 [52:41<04:31,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6636/7208 [52:41<04:26,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6637/7208 [52:42<03:36,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6638/7208 [52:43<05:11,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6640/7208 [52:43<04:08,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6641/7208 [52:44<04:36,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6642/7208 [52:45<05:56,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6643/7208 [52:45<05:10,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6644/7208 [52:45<05:05,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6646/7208 [52:46<05:00,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6648/7208 [52:47<04:00,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6649/7208 [52:47<04:17,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6650/7208 [52:48<05:50,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6652/7208 [52:49<04:35,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6653/7208 [52:49<04:43,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6654/7208 [52:50<06:06,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6656/7208 [52:51<04:45,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6657/7208 [52:51<04:46,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6660/7208 [52:52<03:43,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6661/7208 [52:52<04:15,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6662/7208 [52:53<03:56,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6663/7208 [52:53<04:14,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6666/7208 [52:54<03:20,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 6667/7208 [52:55<06:23,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6670/7208 [52:55<04:50,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6671/7208 [52:56<04:59,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6672/7208 [52:56<04:29,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6673/7208 [52:57<04:29,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6676/7208 [52:58<04:03,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6677/7208 [52:58<03:48,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6678/7208 [52:59<04:02,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6681/7208 [53:00<03:44,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6682/7208 [53:00<03:30,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6683/7208 [53:01<03:49,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6685/7208 [53:01<02:49,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6686/7208 [53:02<04:31,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6687/7208 [53:02<03:55,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6688/7208 [53:03<04:05,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6690/7208 [53:03<03:03,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6691/7208 [53:04<04:37,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6692/7208 [53:04<03:57,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6693/7208 [53:05<04:05,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6695/7208 [53:05<03:03,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6696/7208 [53:06<04:36,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6697/7208 [53:06<03:55,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6698/7208 [53:07<04:03,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6700/7208 [53:07<03:02,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6701/7208 [53:08<04:33,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6702/7208 [53:08<03:53,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6703/7208 [53:08<04:00,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6705/7208 [53:09<03:00,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6706/7208 [53:09<02:48,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6707/7208 [53:10<03:40,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6708/7208 [53:10<04:29,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6710/7208 [53:11<03:22,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6711/7208 [53:11<03:07,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6712/7208 [53:12<03:48,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6713/7208 [53:12<04:29,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6715/7208 [53:13<03:24,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6716/7208 [53:13<03:08,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6717/7208 [53:13<03:46,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6718/7208 [53:14<04:24,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6720/7208 [53:14<03:22,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6721/7208 [53:15<03:06,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6722/7208 [53:15<03:08,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6723/7208 [53:15<02:48,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6724/7208 [53:16<03:39,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6726/7208 [53:17<03:13,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6727/7208 [53:17<03:50,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6728/7208 [53:18<04:17,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6730/7208 [53:18<03:20,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6731/7208 [53:19<03:01,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6732/7208 [53:19<03:10,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6733/7208 [53:20<04:17,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6735/7208 [53:20<03:21,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6736/7208 [53:21<03:02,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6737/7208 [53:21<03:41,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 6738/7208 [53:22<04:04,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6740/7208 [53:22<03:34,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6741/7208 [53:23<03:29,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6742/7208 [53:23<02:58,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6743/7208 [53:24<03:31,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6744/7208 [53:24<03:14,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6745/7208 [53:24<02:59,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6746/7208 [53:25<02:46,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6747/7208 [53:25<02:12,  3.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6748/7208 [53:26<04:16,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6749/7208 [53:26<03:48,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6750/7208 [53:27<03:12,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6751/7208 [53:27<02:36,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6752/7208 [53:28<05:16,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6753/7208 [53:28<04:11,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6754/7208 [53:29<03:22,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6755/7208 [53:30<04:30,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6756/7208 [53:30<03:39,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 6757/7208 [53:30<03:16,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6758/7208 [53:30<02:46,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6759/7208 [53:31<02:22,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6760/7208 [53:32<03:48,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6761/7208 [53:32<03:09,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6762/7208 [53:32<02:56,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6763/7208 [53:32<02:30,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6764/7208 [53:32<02:11,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6765/7208 [53:33<03:39,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6766/7208 [53:34<03:03,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6767/7208 [53:34<02:54,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6768/7208 [53:34<02:24,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6769/7208 [53:34<02:09,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6770/7208 [53:35<03:36,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6771/7208 [53:36<03:00,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6772/7208 [53:36<02:55,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6773/7208 [53:36<02:18,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6774/7208 [53:37<04:13,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6775/7208 [53:38<03:29,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6776/7208 [53:38<03:12,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6778/7208 [53:39<03:16,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6779/7208 [53:39<03:01,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6780/7208 [53:39<02:39,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6781/7208 [53:40<02:46,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6782/7208 [53:41<03:53,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6783/7208 [53:41<03:21,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6784/7208 [53:41<02:56,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6785/7208 [53:42<02:54,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6786/7208 [53:43<04:07,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6787/7208 [53:43<03:25,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6788/7208 [53:43<02:58,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6789/7208 [53:44<02:51,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6790/7208 [53:44<02:41,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6791/7208 [53:45<03:53,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6792/7208 [53:45<03:14,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6793/7208 [53:46<02:59,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6794/7208 [53:47<04:24,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6795/7208 [53:47<03:27,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6796/7208 [53:47<02:57,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6797/7208 [53:48<02:45,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6798/7208 [53:48<02:39,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6799/7208 [53:48<03:04,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6800/7208 [53:49<02:37,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6801/7208 [53:49<02:04,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6802/7208 [53:49<02:01,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6803/7208 [53:50<02:46,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6804/7208 [53:50<03:07,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6805/7208 [53:51<02:55,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6806/7208 [53:51<02:40,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6807/7208 [53:52<03:08,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6808/7208 [53:52<03:21,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6809/7208 [53:53<03:03,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6810/7208 [53:53<02:51,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 6811/7208 [53:54<04:22,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6812/7208 [53:55<03:49,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6813/7208 [53:55<03:48,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6814/7208 [53:56<05:17,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6816/7208 [53:57<04:02,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6817/7208 [53:57<03:15,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6818/7208 [53:58<04:50,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6819/7208 [53:59<04:07,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6820/7208 [53:59<03:18,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6821/7208 [54:00<04:10,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6822/7208 [54:00<03:35,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6824/7208 [54:01<03:25,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6825/7208 [54:02<03:33,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6826/7208 [54:03<04:00,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6827/7208 [54:03<03:45,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6828/7208 [54:04<03:46,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6829/7208 [54:04<03:19,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6831/7208 [54:05<02:52,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6832/7208 [54:05<02:40,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6833/7208 [54:06<02:59,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6834/7208 [54:06<03:00,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6835/7208 [54:07<02:46,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6836/7208 [54:08<03:59,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6837/7208 [54:08<03:27,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6838/7208 [54:09<03:18,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6839/7208 [54:10<04:22,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6840/7208 [54:10<03:41,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6841/7208 [54:10<02:47,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6842/7208 [54:10<02:36,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6843/7208 [54:11<02:04,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6844/7208 [54:12<03:41,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6846/7208 [54:12<03:06,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 6847/7208 [54:14<04:35,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6849/7208 [54:14<03:24,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6850/7208 [54:14<03:04,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6851/7208 [54:15<02:53,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6852/7208 [54:16<03:37,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6853/7208 [54:16<02:54,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6854/7208 [54:16<02:48,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6855/7208 [54:17<02:36,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6856/7208 [54:18<03:23,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6857/7208 [54:18<02:44,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6858/7208 [54:18<02:43,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6859/7208 [54:19<02:31,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6860/7208 [54:20<03:16,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6861/7208 [54:20<02:28,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6862/7208 [54:20<01:58,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6863/7208 [54:20<02:09,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6864/7208 [54:21<03:37,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6865/7208 [54:22<02:47,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6866/7208 [54:22<02:07,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6867/7208 [54:22<02:15,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6868/7208 [54:23<03:39,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6869/7208 [54:24<02:50,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6870/7208 [54:24<02:14,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6871/7208 [54:24<02:12,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6872/7208 [54:25<03:36,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6873/7208 [54:25<02:49,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6874/7208 [54:26<02:49,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6875/7208 [54:27<04:01,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6876/7208 [54:27<03:06,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6877/7208 [54:28<02:36,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6878/7208 [54:28<02:13,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6879/7208 [54:29<03:33,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6880/7208 [54:29<02:47,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6881/7208 [54:30<02:48,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6882/7208 [54:31<03:31,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 6883/7208 [54:31<02:49,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6884/7208 [54:31<02:20,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6885/7208 [54:32<02:08,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6886/7208 [54:32<02:33,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6887/7208 [54:33<02:36,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6888/7208 [54:33<02:08,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6889/7208 [54:33<01:54,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6890/7208 [54:34<01:49,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6891/7208 [54:34<01:35,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6892/7208 [54:34<01:49,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6893/7208 [54:35<02:21,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6894/7208 [54:35<02:03,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6895/7208 [54:35<01:56,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6896/7208 [54:36<01:39,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6897/7208 [54:36<01:51,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6898/7208 [54:37<02:20,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6899/7208 [54:37<02:04,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6900/7208 [54:37<01:58,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6901/7208 [54:38<01:40,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6902/7208 [54:38<01:22,  3.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6903/7208 [54:39<02:15,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6904/7208 [54:39<01:43,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6905/7208 [54:39<01:38,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6906/7208 [54:39<01:44,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6907/7208 [54:40<01:30,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6909/7208 [54:41<01:48,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6910/7208 [54:41<01:43,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6911/7208 [54:41<01:49,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6912/7208 [54:42<01:35,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6913/7208 [54:43<02:33,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6914/7208 [54:43<02:15,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6915/7208 [54:43<02:11,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6916/7208 [54:43<01:50,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6918/7208 [54:45<02:12,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6919/7208 [54:45<02:11,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6920/7208 [54:45<01:51,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6922/7208 [54:47<02:10,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6923/7208 [54:47<02:10,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6924/7208 [54:47<01:49,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6926/7208 [54:48<01:56,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6928/7208 [54:49<01:32,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6929/7208 [54:49<01:45,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6930/7208 [54:50<02:49,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6931/7208 [54:50<02:07,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6932/7208 [54:50<01:42,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6933/7208 [54:51<01:54,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6934/7208 [54:51<01:45,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6935/7208 [54:52<02:18,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 6936/7208 [54:52<01:51,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6938/7208 [54:53<01:45,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6939/7208 [54:53<01:36,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6940/7208 [54:54<02:08,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6941/7208 [54:54<01:45,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6943/7208 [54:55<01:40,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6944/7208 [54:55<01:31,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6945/7208 [54:56<02:02,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6946/7208 [54:57<02:35,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6947/7208 [54:57<02:10,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6948/7208 [54:58<02:28,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6949/7208 [54:58<02:10,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6950/7208 [54:59<02:03,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6951/7208 [54:59<01:36,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6952/7208 [55:00<02:51,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6953/7208 [55:01<02:33,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6954/7208 [55:01<01:55,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 6955/7208 [55:01<02:24,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6956/7208 [55:02<01:54,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6957/7208 [55:02<01:45,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6958/7208 [55:03<01:54,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6959/7208 [55:03<02:24,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6960/7208 [55:04<02:21,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6961/7208 [55:04<02:15,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6962/7208 [55:05<02:39,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6963/7208 [55:06<02:03,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6964/7208 [55:06<01:54,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6965/7208 [55:06<01:54,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6966/7208 [55:07<02:25,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6967/7208 [55:07<01:53,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6968/7208 [55:08<01:47,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6969/7208 [55:08<01:47,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6970/7208 [55:09<02:19,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6971/7208 [55:10<02:19,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6972/7208 [55:11<03:10,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6973/7208 [55:11<02:26,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6974/7208 [55:12<02:10,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6975/7208 [55:12<02:00,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6976/7208 [55:13<02:27,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6977/7208 [55:14<02:22,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6978/7208 [55:14<02:09,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6979/7208 [55:15<02:33,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6980/7208 [55:15<02:02,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6981/7208 [55:16<01:47,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6982/7208 [55:16<01:22,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6983/7208 [55:17<02:23,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6984/7208 [55:17<02:15,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6985/7208 [55:19<03:08,  1.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6986/7208 [55:19<02:29,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6987/7208 [55:19<02:00,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6988/7208 [55:21<02:57,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6989/7208 [55:21<02:35,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6990/7208 [55:21<01:58,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6991/7208 [55:23<02:46,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6992/7208 [55:23<02:14,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6993/7208 [55:23<01:45,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6994/7208 [55:23<01:23,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6995/7208 [55:24<01:49,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6996/7208 [55:25<01:47,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6997/7208 [55:25<01:57,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6998/7208 [55:27<02:43,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 6999/7208 [55:27<02:09,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7000/7208 [55:28<02:17,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7001/7208 [55:29<03:07,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7002/7208 [55:30<02:43,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7003/7208 [55:31<03:00,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7004/7208 [55:32<03:04,  1.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7005/7208 [55:33<03:06,  1.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7007/7208 [55:33<02:18,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7008/7208 [55:35<03:12,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7009/7208 [55:35<02:27,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7010/7208 [55:36<03:22,  1.02s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7011/7208 [55:37<02:39,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7012/7208 [55:38<03:26,  1.05s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7013/7208 [55:39<02:49,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7014/7208 [55:40<03:24,  1.06s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7015/7208 [55:41<02:37,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7016/7208 [55:42<03:26,  1.08s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7017/7208 [55:42<02:35,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7018/7208 [55:43<02:09,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7019/7208 [55:44<02:46,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7020/7208 [55:45<02:33,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7021/7208 [55:46<02:57,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7022/7208 [55:46<02:12,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7023/7208 [55:47<02:01,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7024/7208 [55:48<02:31,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7025/7208 [55:48<01:53,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7026/7208 [55:49<01:52,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7027/7208 [55:50<02:20,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7028/7208 [55:51<02:23,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7029/7208 [55:52<02:37,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7030/7208 [55:52<01:57,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7031/7208 [55:53<02:03,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7032/7208 [55:54<02:18,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7033/7208 [55:55<02:26,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7035/7208 [55:56<02:05,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7036/7208 [55:56<01:33,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7037/7208 [55:57<01:48,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7038/7208 [55:57<01:21,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7039/7208 [55:58<02:27,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7040/7208 [55:59<01:51,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7041/7208 [55:59<01:57,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7043/7208 [56:01<01:51,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7044/7208 [56:01<01:50,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7046/7208 [56:03<01:48,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7047/7208 [56:03<01:44,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7049/7208 [56:04<01:21,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7050/7208 [56:05<02:10,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7052/7208 [56:06<01:41,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7053/7208 [56:07<02:16,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7055/7208 [56:08<01:48,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7056/7208 [56:09<02:13,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7058/7208 [56:10<01:49,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7059/7208 [56:11<02:07,  1.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7061/7208 [56:12<01:46,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7062/7208 [56:13<02:00,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7064/7208 [56:14<01:43,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7065/7208 [56:15<01:53,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7067/7208 [56:16<01:38,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7069/7208 [56:17<01:25,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7070/7208 [56:17<01:05,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7072/7208 [56:18<01:04,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7073/7208 [56:19<01:22,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7075/7208 [56:20<01:16,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7076/7208 [56:20<01:30,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7079/7208 [56:21<01:14,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7080/7208 [56:22<01:27,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7081/7208 [56:23<01:07,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7082/7208 [56:23<01:16,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7083/7208 [56:24<01:28,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7084/7208 [56:24<01:08,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7085/7208 [56:25<01:15,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7086/7208 [56:26<01:26,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7087/7208 [56:26<01:07,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7088/7208 [56:27<01:13,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7089/7208 [56:28<01:24,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7090/7208 [56:28<01:06,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7091/7208 [56:29<01:10,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7092/7208 [56:30<01:21,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7093/7208 [56:30<01:06,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7094/7208 [56:32<01:40,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7095/7208 [56:32<01:19,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7096/7208 [56:34<01:48,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7097/7208 [56:34<01:26,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7098/7208 [56:35<01:19,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7099/7208 [56:35<01:25,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7100/7208 [56:36<01:12,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7101/7208 [56:37<01:37,  1.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7102/7208 [56:38<01:20,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7103/7208 [56:38<01:12,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7104/7208 [56:39<01:19,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7105/7208 [56:40<01:08,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7106/7208 [56:40<01:02,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7107/7208 [56:41<00:57,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7108/7208 [56:41<00:54,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7109/7208 [56:42<01:05,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7110/7208 [56:43<00:58,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7111/7208 [56:43<00:54,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7112/7208 [56:44<01:04,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7113/7208 [56:44<00:58,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7114/7208 [56:45<00:53,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7115/7208 [56:45<00:50,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7116/7208 [56:46<00:47,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7117/7208 [56:46<00:46,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7118/7208 [56:47<00:43,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7119/7208 [56:47<00:44,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7120/7208 [56:48<00:41,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7121/7208 [56:48<00:43,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7122/7208 [56:49<00:39,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7123/7208 [56:49<00:46,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7124/7208 [56:50<00:36,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7125/7208 [56:50<00:44,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7126/7208 [56:50<00:34,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7127/7208 [56:51<00:43,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7128/7208 [56:51<00:33,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7129/7208 [56:52<00:42,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7130/7208 [56:52<00:32,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7131/7208 [56:53<00:41,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7132/7208 [56:53<00:31,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7133/7208 [56:54<00:43,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7134/7208 [56:55<00:48,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7135/7208 [56:55<00:36,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7136/7208 [56:57<01:04,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7138/7208 [56:59<01:03,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7140/7208 [57:01<01:02,  1.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7142/7208 [57:02<00:50,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7143/7208 [57:03<00:53,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7144/7208 [57:03<00:39,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7145/7208 [57:04<00:42,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7146/7208 [57:05<00:48,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7147/7208 [57:05<00:41,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7148/7208 [57:06<00:54,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7149/7208 [57:07<00:45,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7150/7208 [57:08<00:48,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7151/7208 [57:08<00:41,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7152/7208 [57:10<00:52,  1.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7153/7208 [57:10<00:42,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7154/7208 [57:11<00:38,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7155/7208 [57:12<00:47,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7156/7208 [57:13<00:41,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7157/7208 [57:14<00:48,  1.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7158/7208 [57:15<00:41,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7159/7208 [57:15<00:42,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7160/7208 [57:16<00:34,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7161/7208 [57:17<00:45,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7162/7208 [57:18<00:35,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7163/7208 [57:19<00:45,  1.00s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7164/7208 [57:20<00:35,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7165/7208 [57:20<00:32,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7166/7208 [57:21<00:34,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7167/7208 [57:22<00:27,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7168/7208 [57:22<00:26,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7169/7208 [57:24<00:39,  1.02s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7170/7208 [57:26<00:48,  1.28s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7171/7208 [57:27<00:43,  1.19s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7172/7208 [57:29<00:50,  1.40s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7173/7208 [57:30<00:44,  1.27s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7174/7208 [57:31<00:39,  1.17s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7175/7208 [57:33<00:45,  1.38s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7176/7208 [57:34<00:49,  1.54s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7177/7208 [57:36<00:51,  1.65s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7178/7208 [57:37<00:43,  1.44s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7179/7208 [57:39<00:45,  1.57s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7180/7208 [57:41<00:46,  1.67s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7181/7208 [57:42<00:39,  1.45s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7182/7208 [57:43<00:33,  1.30s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7183/7208 [57:45<00:37,  1.48s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7184/7208 [57:47<00:38,  1.61s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7185/7208 [57:49<00:38,  1.69s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7186/7208 [57:50<00:32,  1.47s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7187/7208 [57:51<00:27,  1.32s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7188/7208 [57:52<00:24,  1.21s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7189/7208 [57:52<00:21,  1.13s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7190/7208 [57:53<00:19,  1.08s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7191/7208 [57:54<00:17,  1.05s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7192/7208 [57:56<00:20,  1.31s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7193/7208 [57:57<00:18,  1.20s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7194/7208 [57:58<00:15,  1.13s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7195/7208 [57:59<00:14,  1.08s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7196/7208 [58:00<00:12,  1.04s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7197/7208 [58:01<00:11,  1.01s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7198/7208 [58:02<00:09,  1.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7199/7208 [58:03<00:08,  1.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7200/7208 [58:04<00:07,  1.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7201/7208 [58:05<00:06,  1.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7202/7208 [58:06<00:05,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7203/7208 [58:07<00:04,  1.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7204/7208 [58:09<00:05,  1.25s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7205/7208 [58:10<00:03,  1.17s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7206/7208 [58:12<00:02,  1.39s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7207/7208 [58:14<00:01,  1.55s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|██████████| 7208/7208 [58:15<00:00,  1.38s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 0/1208 [00:00<?, ?draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 10/1208 [00:00<00:12, 95.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 16/1208 [00:00<00:17, 69.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 20/1208 [00:02<02:59,  6.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 23/1208 [00:02<02:54,  6.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 25/1208 [00:04<06:56,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 27/1208 [00:04<05:41,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 29/1208 [00:06<08:55,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 30/1208 [00:06<06:51,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 31/1208 [00:06<05:38,  3.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 32/1208 [00:07<13:06,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 33/1208 [00:08<09:59,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 35/1208 [00:08<07:38,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 36/1208 [00:09<14:32,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 37/1208 [00:10<11:02,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 39/1208 [00:10<08:17,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 40/1208 [00:11<15:02,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 41/1208 [00:11<11:26,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 43/1208 [00:12<08:29,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 44/1208 [00:13<15:16,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 45/1208 [00:13<11:37,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 47/1208 [00:14<08:33,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 48/1208 [00:15<15:20,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 49/1208 [00:15<11:43,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 51/1208 [00:15<08:33,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 52/1208 [00:17<15:25,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 53/1208 [00:17<11:47,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 55/1208 [00:17<08:32,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 57/1208 [00:19<11:13,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 60/1208 [00:21<11:10,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 61/1208 [00:21<08:51,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 64/1208 [00:23<09:30,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 65/1208 [00:23<07:43,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 68/1208 [00:25<08:41,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 69/1208 [00:25<07:09,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 72/1208 [00:27<08:17,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 73/1208 [00:27<06:52,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 76/1208 [00:29<08:04,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 77/1208 [00:29<06:38,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 80/1208 [00:31<07:55,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 81/1208 [00:31<06:24,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 84/1208 [00:33<07:48,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 85/1208 [00:33<06:12,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 88/1208 [00:34<07:40,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 89/1208 [00:35<06:01,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 91/1208 [00:35<04:30,  4.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 92/1208 [00:36<12:39,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 93/1208 [00:36<09:32,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 95/1208 [00:37<06:57,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 97/1208 [00:38<09:54,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 99/1208 [00:39<07:13,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 101/1208 [00:40<10:04,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 102/1208 [00:40<07:36,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 104/1208 [00:42<10:00,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 105/1208 [00:42<07:39,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 106/1208 [00:42<05:58,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 108/1208 [00:44<08:49,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 109/1208 [00:44<06:49,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 110/1208 [00:44<05:26,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 112/1208 [00:46<08:25,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 113/1208 [00:46<06:31,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 114/1208 [00:46<05:16,  3.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 116/1208 [00:48<08:15,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 117/1208 [00:48<06:23,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 118/1208 [00:48<05:14,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 120/1208 [00:50<08:11,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 121/1208 [00:50<06:20,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 122/1208 [00:50<05:16,  3.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 124/1208 [00:52<08:10,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 125/1208 [00:52<06:18,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 126/1208 [00:52<05:20,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 128/1208 [00:54<08:09,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 129/1208 [00:54<06:16,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 130/1208 [00:54<05:24,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 132/1208 [00:56<08:09,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 134/1208 [00:56<06:31,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 136/1208 [00:58<08:55,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 138/1208 [00:58<07:04,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 139/1208 [00:58<05:32,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 140/1208 [00:59<12:02,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 142/1208 [01:00<09:14,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 143/1208 [01:00<07:08,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 144/1208 [01:01<13:03,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 146/1208 [01:02<09:57,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 147/1208 [01:02<07:38,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 148/1208 [01:02<08:12,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 149/1208 [01:03<08:02,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 150/1208 [01:03<08:29,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 152/1208 [01:04<06:43,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 153/1208 [01:04<05:21,  3.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 154/1208 [01:04<06:22,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 156/1208 [01:05<07:03,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 159/1208 [01:06<05:32,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 160/1208 [01:06<04:37,  3.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 161/1208 [01:06<05:45,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 162/1208 [01:06<04:40,  3.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 163/1208 [01:07<04:30,  3.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 164/1208 [01:07<03:48,  4.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 165/1208 [01:07<05:29,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 166/1208 [01:08<05:26,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 167/1208 [01:08<04:24,  3.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 168/1208 [01:08<06:10,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 169/1208 [01:09<05:40,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 170/1208 [01:09<07:23,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 172/1208 [01:10<06:14,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 173/1208 [01:11<08:51,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 174/1208 [01:11<09:36,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 176/1208 [01:12<07:31,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 178/1208 [01:12<07:44,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 179/1208 [01:13<08:48,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 181/1208 [01:13<06:59,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 183/1208 [01:14<06:31,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 184/1208 [01:14<06:21,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 185/1208 [01:15<07:35,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 187/1208 [01:15<06:17,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 188/1208 [01:16<07:29,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 189/1208 [01:16<06:58,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 190/1208 [01:17<07:54,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 192/1208 [01:17<06:31,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 193/1208 [01:18<07:37,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 194/1208 [01:18<07:03,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 195/1208 [01:19<07:56,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 197/1208 [01:19<06:33,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 198/1208 [01:20<07:36,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 199/1208 [01:20<07:05,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 201/1208 [01:21<06:24,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 203/1208 [01:22<06:58,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 204/1208 [01:22<06:41,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 206/1208 [01:23<06:06,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 207/1208 [01:24<09:14,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 208/1208 [01:24<08:25,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 210/1208 [01:25<07:16,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 211/1208 [01:26<09:53,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 213/1208 [01:26<07:59,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 215/1208 [01:27<06:53,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 216/1208 [01:27<07:06,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 217/1208 [01:28<07:23,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 218/1208 [01:28<07:27,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 220/1208 [01:29<06:27,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 221/1208 [01:29<07:01,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 222/1208 [01:29<06:27,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 223/1208 [01:30<07:30,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 224/1208 [01:31<07:40,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 225/1208 [01:31<07:59,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 226/1208 [01:31<06:57,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 227/1208 [01:32<07:57,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 229/1208 [01:32<06:43,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 230/1208 [01:33<07:22,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 231/1208 [01:33<06:21,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 232/1208 [01:33<05:35,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 233/1208 [01:34<04:50,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 234/1208 [01:34<06:51,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 235/1208 [01:35<08:34,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 236/1208 [01:35<07:13,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 237/1208 [01:36<06:00,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 238/1208 [01:36<07:36,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 239/1208 [01:37<09:12,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 240/1208 [01:37<07:32,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 241/1208 [01:38<06:17,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 242/1208 [01:38<07:46,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 243/1208 [01:39<06:54,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 244/1208 [01:39<07:23,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 245/1208 [01:39<05:48,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 246/1208 [01:39<05:26,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 247/1208 [01:40<08:38,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 248/1208 [01:41<08:34,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 249/1208 [01:41<06:36,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 250/1208 [01:41<06:00,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 252/1208 [01:42<06:39,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 253/1208 [01:43<06:57,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 254/1208 [01:43<05:41,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 255/1208 [01:43<05:15,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 257/1208 [01:44<06:09,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 258/1208 [01:45<06:26,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 259/1208 [01:45<05:32,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 260/1208 [01:45<05:00,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 261/1208 [01:46<08:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 262/1208 [01:47<08:04,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 263/1208 [01:47<06:46,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 264/1208 [01:47<05:45,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 265/1208 [01:48<08:42,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 266/1208 [01:49<08:24,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 267/1208 [01:49<07:04,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 268/1208 [01:49<05:57,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 269/1208 [01:50<08:41,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 270/1208 [01:51<08:23,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 271/1208 [01:51<07:11,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 272/1208 [01:51<05:57,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 273/1208 [01:52<08:38,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 274/1208 [01:53<08:19,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 275/1208 [01:53<07:19,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 276/1208 [01:53<05:53,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 277/1208 [01:54<08:35,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 278/1208 [01:55<08:11,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 279/1208 [01:55<07:19,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 280/1208 [01:55<05:57,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 281/1208 [01:56<08:30,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 282/1208 [01:56<08:04,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 283/1208 [01:57<07:16,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 284/1208 [01:57<06:00,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 285/1208 [01:58<08:26,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 286/1208 [01:58<08:00,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 287/1208 [01:59<07:20,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 288/1208 [01:59<05:58,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 289/1208 [02:00<08:25,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 290/1208 [02:00<07:55,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 291/1208 [02:01<07:24,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 292/1208 [02:01<05:42,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 294/1208 [02:02<06:18,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 295/1208 [02:02<06:12,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 296/1208 [02:03<06:11,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 297/1208 [02:03<04:57,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 299/1208 [02:04<05:42,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 301/1208 [02:04<04:52,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 302/1208 [02:05<05:14,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 303/1208 [02:05<04:29,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 304/1208 [02:06<07:31,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 306/1208 [02:06<06:03,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 307/1208 [02:07<06:06,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 308/1208 [02:07<05:10,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 309/1208 [02:07<05:12,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 310/1208 [02:08<06:23,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 312/1208 [02:08<05:16,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 313/1208 [02:08<05:28,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 314/1208 [02:09<04:49,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 315/1208 [02:09<04:53,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 316/1208 [02:10<06:13,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 318/1208 [02:10<05:58,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 319/1208 [02:11<05:15,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 320/1208 [02:11<05:05,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 321/1208 [02:11<04:19,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 322/1208 [02:12<05:16,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 323/1208 [02:12<06:46,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 324/1208 [02:13<07:07,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 325/1208 [02:13<05:52,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 326/1208 [02:14<06:15,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 327/1208 [02:14<05:34,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 328/1208 [02:14<04:51,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 329/1208 [02:14<04:23,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 330/1208 [02:15<05:12,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 332/1208 [02:15<04:12,  3.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 333/1208 [02:15<05:00,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 334/1208 [02:16<05:42,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 335/1208 [02:17<07:00,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 337/1208 [02:17<05:30,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 338/1208 [02:17<05:52,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 339/1208 [02:18<06:16,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 340/1208 [02:19<07:20,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 342/1208 [02:19<05:45,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 343/1208 [02:19<06:05,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 344/1208 [02:20<05:06,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 345/1208 [02:21<07:44,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 347/1208 [02:21<06:03,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 348/1208 [02:21<05:02,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 349/1208 [02:21<04:51,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 350/1208 [02:21<04:07,  3.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 351/1208 [02:22<07:02,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 352/1208 [02:23<06:11,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 353/1208 [02:23<05:14,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 354/1208 [02:23<04:57,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 355/1208 [02:23<04:09,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 356/1208 [02:24<06:20,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 357/1208 [02:24<05:08,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 358/1208 [02:25<04:50,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 359/1208 [02:25<04:14,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 360/1208 [02:25<04:20,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 361/1208 [02:26<07:12,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 362/1208 [02:26<05:32,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 363/1208 [02:27<05:18,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 364/1208 [02:27<04:22,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 365/1208 [02:27<04:34,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 366/1208 [02:27<03:40,  3.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 367/1208 [02:28<04:38,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 368/1208 [02:28<04:46,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 369/1208 [02:29<05:23,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 370/1208 [02:29<04:13,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 372/1208 [02:29<03:44,  3.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 373/1208 [02:30<04:44,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 374/1208 [02:30<03:44,  3.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 375/1208 [02:31<06:17,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 378/1208 [02:31<05:01,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 379/1208 [02:32<05:41,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 381/1208 [02:32<04:55,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 383/1208 [02:32<04:11,  3.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 384/1208 [02:33<03:42,  3.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 386/1208 [02:33<03:12,  4.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 387/1208 [02:33<02:47,  4.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 388/1208 [02:34<04:17,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 389/1208 [02:34<04:06,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 390/1208 [02:34<03:25,  3.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 392/1208 [02:35<03:28,  3.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 393/1208 [02:35<03:41,  3.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 394/1208 [02:35<03:05,  4.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 396/1208 [02:36<03:14,  4.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 397/1208 [02:36<03:33,  3.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 398/1208 [02:36<02:57,  4.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 399/1208 [02:36<04:11,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 400/1208 [02:37<04:41,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 401/1208 [02:37<03:44,  3.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 402/1208 [02:38<05:33,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 404/1208 [02:38<04:23,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 405/1208 [02:38<04:41,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 406/1208 [02:39<04:47,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 407/1208 [02:40<06:55,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 408/1208 [02:40<05:14,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 410/1208 [02:40<03:59,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 411/1208 [02:41<06:04,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 413/1208 [02:41<04:34,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 414/1208 [02:42<05:50,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 415/1208 [02:42<04:37,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 416/1208 [02:42<03:52,  3.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 417/1208 [02:43<05:53,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 419/1208 [02:43<04:27,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 420/1208 [02:44<05:42,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 421/1208 [02:44<04:33,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 422/1208 [02:44<03:50,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 423/1208 [02:44<04:36,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 424/1208 [02:45<04:28,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 426/1208 [02:45<04:43,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 427/1208 [02:46<03:53,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 428/1208 [02:46<05:23,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 429/1208 [02:47<04:56,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 431/1208 [02:47<05:01,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 432/1208 [02:48<04:08,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 433/1208 [02:48<05:38,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 434/1208 [02:49<04:58,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 436/1208 [02:49<05:02,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 437/1208 [02:50<04:09,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 438/1208 [02:50<06:00,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 439/1208 [02:51<04:50,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 441/1208 [02:51<04:53,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 442/1208 [02:52<07:19,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 443/1208 [02:52<05:31,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 445/1208 [02:53<05:23,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 446/1208 [02:54<07:46,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 448/1208 [02:54<05:43,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 449/1208 [02:55<06:44,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 450/1208 [02:56<08:45,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 452/1208 [02:56<06:26,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 453/1208 [02:57<07:06,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 454/1208 [02:57<05:22,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 455/1208 [02:57<04:26,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 456/1208 [02:58<06:03,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 458/1208 [02:58<04:34,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 459/1208 [02:59<05:01,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 460/1208 [02:59<04:12,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 462/1208 [03:00<04:24,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 464/1208 [03:00<03:33,  3.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 465/1208 [03:00<03:21,  3.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 466/1208 [03:01<04:45,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 467/1208 [03:01<04:31,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 468/1208 [03:02<05:03,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 469/1208 [03:02<04:16,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 470/1208 [03:02<03:59,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 471/1208 [03:03<05:06,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 472/1208 [03:03<04:53,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 473/1208 [03:04<05:09,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 474/1208 [03:04<04:18,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 475/1208 [03:04<04:09,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 476/1208 [03:05<04:36,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 477/1208 [03:05<03:40,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 478/1208 [03:05<03:57,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 479/1208 [03:06<04:27,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 480/1208 [03:06<03:45,  3.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 481/1208 [03:06<03:48,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 482/1208 [03:07<04:19,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 484/1208 [03:07<03:15,  3.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 486/1208 [03:08<03:46,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 488/1208 [03:08<02:57,  4.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 489/1208 [03:09<04:52,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 491/1208 [03:09<03:39,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 493/1208 [03:10<04:02,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 495/1208 [03:10<03:08,  3.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 496/1208 [03:11<05:00,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 498/1208 [03:11<03:43,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 500/1208 [03:11<03:18,  3.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 501/1208 [03:11<03:50,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 502/1208 [03:12<03:25,  3.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 503/1208 [03:12<03:34,  3.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 504/1208 [03:12<03:57,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 505/1208 [03:13<03:20,  3.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 506/1208 [03:13<03:43,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 507/1208 [03:13<04:00,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 509/1208 [03:14<04:28,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 510/1208 [03:15<03:45,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 511/1208 [03:15<03:59,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 512/1208 [03:15<04:08,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 514/1208 [03:16<04:34,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 515/1208 [03:16<03:55,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 516/1208 [03:17<04:03,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 517/1208 [03:17<04:06,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 519/1208 [03:18<03:54,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 520/1208 [03:18<03:59,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 521/1208 [03:18<03:34,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 522/1208 [03:19<03:22,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 523/1208 [03:19<02:46,  4.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 524/1208 [03:19<03:07,  3.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 525/1208 [03:20<04:18,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 526/1208 [03:20<04:09,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 527/1208 [03:20<03:48,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 528/1208 [03:21<03:28,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 529/1208 [03:21<02:53,  3.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 530/1208 [03:21<03:07,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 531/1208 [03:22<04:21,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 532/1208 [03:22<03:58,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 534/1208 [03:22<03:21,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 535/1208 [03:23<03:01,  3.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 536/1208 [03:23<03:31,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 538/1208 [03:24<04:04,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 540/1208 [03:24<03:29,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 541/1208 [03:24<02:58,  3.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 542/1208 [03:25<03:29,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 544/1208 [03:25<03:19,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 545/1208 [03:26<03:46,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 547/1208 [03:26<03:18,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 548/1208 [03:27<04:11,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 549/1208 [03:27<04:37,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 550/1208 [03:28<04:40,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 551/1208 [03:28<04:45,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 553/1208 [03:29<04:14,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 554/1208 [03:29<04:31,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 555/1208 [03:30<04:32,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 556/1208 [03:30<04:47,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 558/1208 [03:31<03:54,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 559/1208 [03:31<03:06,  3.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 560/1208 [03:31<02:31,  4.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 561/1208 [03:32<04:53,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 562/1208 [03:32<04:43,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 563/1208 [03:33<04:24,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 565/1208 [03:33<03:26,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 566/1208 [03:34<05:32,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 567/1208 [03:34<05:06,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 568/1208 [03:34<04:36,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 570/1208 [03:35<03:38,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 571/1208 [03:36<05:38,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 572/1208 [03:36<05:10,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 573/1208 [03:36<04:32,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 575/1208 [03:37<03:38,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 576/1208 [03:37<04:55,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 577/1208 [03:38<04:07,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 578/1208 [03:38<04:05,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 579/1208 [03:38<03:41,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 581/1208 [03:39<03:05,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 582/1208 [03:39<03:42,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 583/1208 [03:40<04:07,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 584/1208 [03:40<04:00,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 585/1208 [03:40<03:12,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 586/1208 [03:40<02:34,  4.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 588/1208 [03:41<02:22,  4.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 589/1208 [03:41<02:45,  3.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 590/1208 [03:42<03:49,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 591/1208 [03:42<03:45,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 592/1208 [03:42<03:19,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 594/1208 [03:43<04:24,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 595/1208 [03:44<04:10,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 596/1208 [03:44<03:33,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 598/1208 [03:45<04:34,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 599/1208 [03:46<04:17,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 600/1208 [03:46<03:36,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 602/1208 [03:47<04:35,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 603/1208 [03:48<04:19,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 604/1208 [03:48<03:35,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 606/1208 [03:49<03:40,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 607/1208 [03:49<04:22,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 608/1208 [03:50<04:42,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 610/1208 [03:51<04:27,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 611/1208 [03:51<04:54,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 612/1208 [03:52<05:01,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 613/1208 [03:52<03:49,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 614/1208 [03:53<04:44,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 615/1208 [03:53<05:05,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 616/1208 [03:54<05:06,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 617/1208 [03:54<03:55,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 618/1208 [03:54<03:43,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 619/1208 [03:54<03:40,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 620/1208 [03:55<04:22,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 621/1208 [03:56<04:30,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 622/1208 [03:56<03:28,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 623/1208 [03:56<03:29,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 624/1208 [03:56<03:28,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 625/1208 [03:57<02:48,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 626/1208 [03:57<02:18,  4.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 627/1208 [03:58<04:05,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 629/1208 [03:58<03:02,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 630/1208 [03:58<04:10,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 631/1208 [03:58<03:18,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 632/1208 [03:59<02:42,  3.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 633/1208 [03:59<04:13,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 634/1208 [04:00<05:24,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 635/1208 [04:00<04:08,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 636/1208 [04:01<03:18,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 637/1208 [04:01<04:34,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 639/1208 [04:02<04:25,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 640/1208 [04:02<03:49,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 641/1208 [04:03<04:55,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 643/1208 [04:04<04:41,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 644/1208 [04:04<03:57,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 645/1208 [04:05<05:01,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 647/1208 [04:06<04:46,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 648/1208 [04:06<03:57,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 649/1208 [04:07<04:59,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 651/1208 [04:08<04:45,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 652/1208 [04:08<03:55,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 653/1208 [04:09<04:56,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 655/1208 [04:09<03:41,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 656/1208 [04:09<02:55,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 657/1208 [04:10<03:29,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 659/1208 [04:11<03:56,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 660/1208 [04:11<03:37,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 661/1208 [04:12<03:58,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 663/1208 [04:12<02:56,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 664/1208 [04:13<04:43,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 665/1208 [04:13<04:11,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 666/1208 [04:14<04:18,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 668/1208 [04:14<03:12,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 669/1208 [04:15<04:52,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 670/1208 [04:15<04:17,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 671/1208 [04:16<04:17,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 673/1208 [04:16<03:13,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 674/1208 [04:17<04:49,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 675/1208 [04:17<04:17,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 676/1208 [04:17<03:21,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 677/1208 [04:18<03:09,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 679/1208 [04:18<03:04,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 680/1208 [04:19<04:23,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 681/1208 [04:20<04:11,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 683/1208 [04:20<03:47,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 684/1208 [04:21<04:50,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 685/1208 [04:22<04:32,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 686/1208 [04:22<03:30,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 687/1208 [04:22<03:49,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 688/1208 [04:22<03:18,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 689/1208 [04:23<02:52,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 690/1208 [04:23<02:55,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 691/1208 [04:23<03:14,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 692/1208 [04:24<04:35,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 693/1208 [04:25<03:49,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 694/1208 [04:25<03:27,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 695/1208 [04:25<03:40,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 696/1208 [04:26<04:51,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 698/1208 [04:27<03:45,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 699/1208 [04:27<03:13,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 700/1208 [04:28<05:49,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 701/1208 [04:28<04:20,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 702/1208 [04:29<03:38,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 703/1208 [04:29<02:59,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 704/1208 [04:30<05:40,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 705/1208 [04:30<04:16,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 706/1208 [04:30<03:33,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 707/1208 [04:31<02:55,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 708/1208 [04:32<05:36,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 709/1208 [04:32<04:16,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 710/1208 [04:32<03:31,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 711/1208 [04:33<02:49,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 712/1208 [04:34<05:33,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 713/1208 [04:34<04:15,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 714/1208 [04:34<03:26,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 715/1208 [04:35<02:45,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 716/1208 [04:35<04:17,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 717/1208 [04:36<04:13,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 718/1208 [04:36<03:22,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 719/1208 [04:36<02:44,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 720/1208 [04:36<02:13,  3.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 721/1208 [04:37<03:52,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 722/1208 [04:38<03:58,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 723/1208 [04:38<03:34,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 724/1208 [04:38<02:45,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 725/1208 [04:39<03:14,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 726/1208 [04:40<04:38,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 727/1208 [04:40<03:40,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 728/1208 [04:40<02:51,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 729/1208 [04:40<02:17,  3.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 730/1208 [04:41<02:56,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 731/1208 [04:41<03:12,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 732/1208 [04:42<04:03,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 733/1208 [04:42<03:06,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 735/1208 [04:44<04:13,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 737/1208 [04:44<03:10,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 739/1208 [04:46<04:15,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 741/1208 [04:46<03:12,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 743/1208 [04:48<04:14,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 745/1208 [04:48<03:10,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 746/1208 [04:48<02:27,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 747/1208 [04:49<03:58,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 748/1208 [04:50<04:27,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 749/1208 [04:50<03:23,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 750/1208 [04:50<02:39,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 751/1208 [04:50<02:23,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 752/1208 [04:51<03:23,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 753/1208 [04:52<03:49,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 754/1208 [04:52<02:55,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▎   | 755/1208 [04:52<02:34,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 756/1208 [04:52<02:11,  3.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 757/1208 [04:53<03:22,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 758/1208 [04:53<02:40,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 759/1208 [04:54<03:14,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 760/1208 [04:54<02:46,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 761/1208 [04:54<02:12,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 762/1208 [04:55<03:28,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 764/1208 [04:56<03:03,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 765/1208 [04:56<02:31,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 766/1208 [04:56<02:24,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 767/1208 [04:56<02:28,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 768/1208 [04:57<03:02,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 769/1208 [04:58<03:14,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 770/1208 [04:58<02:38,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 771/1208 [04:58<03:20,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 772/1208 [04:59<03:33,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 773/1208 [04:59<03:36,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 774/1208 [05:00<02:53,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 775/1208 [05:00<03:28,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 776/1208 [05:01<03:38,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 777/1208 [05:01<03:40,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 778/1208 [05:02<02:56,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 779/1208 [05:02<03:30,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 780/1208 [05:03<03:37,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 781/1208 [05:03<03:25,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 782/1208 [05:03<02:40,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 783/1208 [05:04<02:14,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 784/1208 [05:04<02:03,  3.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 785/1208 [05:04<02:21,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 787/1208 [05:05<02:40,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 788/1208 [05:05<02:09,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 789/1208 [05:06<01:53,  3.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 790/1208 [05:06<02:39,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 792/1208 [05:06<02:12,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 793/1208 [05:07<02:49,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 795/1208 [05:07<02:07,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 796/1208 [05:07<01:56,  3.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 797/1208 [05:08<02:34,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 799/1208 [05:08<01:57,  3.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 800/1208 [05:08<01:51,  3.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 801/1208 [05:09<02:29,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 803/1208 [05:09<02:07,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 804/1208 [05:10<02:40,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 806/1208 [05:10<02:01,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 807/1208 [05:10<01:50,  3.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 808/1208 [05:11<01:29,  4.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 809/1208 [05:11<02:02,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 810/1208 [05:11<02:08,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 811/1208 [05:11<01:42,  3.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 812/1208 [05:12<01:40,  3.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 813/1208 [05:12<01:38,  3.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 814/1208 [05:12<01:32,  4.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 816/1208 [05:12<01:20,  4.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 817/1208 [05:13<01:26,  4.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 818/1208 [05:13<01:27,  4.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 819/1208 [05:13<01:56,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 820/1208 [05:14<01:52,  3.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 821/1208 [05:14<01:45,  3.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 822/1208 [05:14<01:39,  3.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 824/1208 [05:14<01:23,  4.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 826/1208 [05:15<01:39,  3.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 828/1208 [05:15<01:24,  4.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 830/1208 [05:16<01:38,  3.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 832/1208 [05:16<01:23,  4.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 833/1208 [05:17<01:25,  4.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 834/1208 [05:17<01:53,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 835/1208 [05:17<01:47,  3.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 837/1208 [05:18<01:27,  4.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 838/1208 [05:18<01:52,  3.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 839/1208 [05:18<01:49,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 840/1208 [05:19<01:41,  3.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 841/1208 [05:19<02:32,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 842/1208 [05:19<02:11,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 843/1208 [05:20<02:22,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 844/1208 [05:20<02:35,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 845/1208 [05:21<02:15,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 846/1208 [05:21<02:27,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 847/1208 [05:21<02:07,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 848/1208 [05:22<01:56,  3.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 849/1208 [05:22<01:44,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 850/1208 [05:23<02:34,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 851/1208 [05:23<02:38,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 852/1208 [05:23<02:16,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 853/1208 [05:24<02:01,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 854/1208 [05:24<01:49,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 855/1208 [05:25<02:34,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 856/1208 [05:25<02:37,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 857/1208 [05:25<02:15,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 858/1208 [05:26<02:24,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 859/1208 [05:26<02:56,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 860/1208 [05:27<02:53,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 861/1208 [05:27<02:27,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 862/1208 [05:28<02:32,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 863/1208 [05:28<02:09,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 864/1208 [05:28<01:58,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 865/1208 [05:28<01:45,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 866/1208 [05:29<02:01,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 867/1208 [05:29<01:53,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 868/1208 [05:29<01:40,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 869/1208 [05:30<01:36,  3.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 870/1208 [05:30<01:28,  3.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 871/1208 [05:30<01:30,  3.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 872/1208 [05:30<01:24,  3.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 873/1208 [05:31<01:45,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 874/1208 [05:31<01:42,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 875/1208 [05:31<01:32,  3.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 876/1208 [05:32<01:32,  3.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 877/1208 [05:32<01:22,  4.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 878/1208 [05:32<01:27,  3.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 879/1208 [05:32<01:20,  4.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 880/1208 [05:33<01:41,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 881/1208 [05:33<01:41,  3.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 882/1208 [05:33<01:29,  3.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 883/1208 [05:34<01:30,  3.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 884/1208 [05:34<01:18,  4.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 885/1208 [05:34<01:26,  3.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 886/1208 [05:34<01:19,  4.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 887/1208 [05:35<01:36,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 888/1208 [05:35<01:40,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 889/1208 [05:35<01:29,  3.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 890/1208 [05:35<01:29,  3.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 892/1208 [05:36<01:08,  4.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 894/1208 [05:36<01:04,  4.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 895/1208 [05:36<00:56,  5.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 896/1208 [05:37<01:33,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 897/1208 [05:37<01:30,  3.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 898/1208 [05:37<01:13,  4.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 899/1208 [05:37<01:30,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 900/1208 [05:38<01:17,  3.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 901/1208 [05:38<01:19,  3.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 902/1208 [05:38<01:05,  4.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 903/1208 [05:38<01:26,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 904/1208 [05:39<01:37,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 905/1208 [05:39<01:17,  3.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 906/1208 [05:40<01:47,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 907/1208 [05:40<01:39,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 908/1208 [05:40<01:18,  3.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 909/1208 [05:41<02:12,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 910/1208 [05:41<01:41,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 911/1208 [05:41<02:04,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 912/1208 [05:42<01:50,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 913/1208 [05:42<02:01,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 914/1208 [05:42<01:33,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 915/1208 [05:43<01:45,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 916/1208 [05:43<02:07,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 917/1208 [05:44<02:35,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 918/1208 [05:45<02:35,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 919/1208 [05:45<02:42,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 920/1208 [05:46<02:21,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 921/1208 [05:46<02:15,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 922/1208 [05:46<01:48,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 923/1208 [05:47<01:47,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 924/1208 [05:47<02:08,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 925/1208 [05:48<02:35,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 926/1208 [05:49<02:31,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 927/1208 [05:49<02:39,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 928/1208 [05:50<02:18,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 929/1208 [05:50<02:15,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 930/1208 [05:50<01:48,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 932/1208 [05:51<02:07,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 933/1208 [05:52<02:10,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 934/1208 [05:52<01:43,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 936/1208 [05:53<02:03,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 937/1208 [05:54<02:08,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 938/1208 [05:54<01:41,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 940/1208 [05:55<02:00,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 941/1208 [05:56<02:08,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 942/1208 [05:56<01:39,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 944/1208 [05:57<01:58,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 945/1208 [05:58<02:06,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 946/1208 [05:58<01:38,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 948/1208 [05:59<01:56,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 949/1208 [06:00<02:05,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 950/1208 [06:00<01:36,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 952/1208 [06:01<01:55,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 953/1208 [06:02<02:02,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 954/1208 [06:03<03:12,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 955/1208 [06:03<02:53,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 956/1208 [06:04<02:14,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 957/1208 [06:04<01:44,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 958/1208 [06:05<02:34,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 959/1208 [06:05<02:26,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 960/1208 [06:06<01:57,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 961/1208 [06:07<02:50,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 962/1208 [06:08<02:54,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 963/1208 [06:08<02:16,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 964/1208 [06:09<02:46,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 965/1208 [06:09<02:41,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 966/1208 [06:10<02:01,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 967/1208 [06:11<02:49,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 968/1208 [06:11<02:43,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 969/1208 [06:11<02:06,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 970/1208 [06:12<01:39,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 972/1208 [06:13<01:43,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 973/1208 [06:13<01:57,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 974/1208 [06:13<01:39,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 975/1208 [06:14<01:16,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 976/1208 [06:15<02:02,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 977/1208 [06:15<02:06,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 978/1208 [06:16<01:51,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 980/1208 [06:16<01:22,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 981/1208 [06:17<01:55,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 982/1208 [06:17<02:01,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 983/1208 [06:18<01:51,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 985/1208 [06:18<01:23,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 986/1208 [06:19<01:50,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 987/1208 [06:19<01:55,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 988/1208 [06:19<01:45,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 990/1208 [06:20<01:20,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 991/1208 [06:20<01:45,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 992/1208 [06:21<01:51,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 993/1208 [06:21<01:40,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 995/1208 [06:22<01:17,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 996/1208 [06:22<01:41,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 997/1208 [06:22<01:18,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 998/1208 [06:23<01:24,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 999/1208 [06:23<01:19,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1000/1208 [06:24<01:12,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1001/1208 [06:25<02:12,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1002/1208 [06:25<01:53,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1003/1208 [06:26<01:36,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1004/1208 [06:26<01:58,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1005/1208 [06:27<01:50,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1006/1208 [06:27<01:56,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1007/1208 [06:28<02:09,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 1008/1208 [06:28<01:40,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 1009/1208 [06:29<01:28,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 1010/1208 [06:29<01:24,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 1011/1208 [06:29<01:16,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1012/1208 [06:30<01:38,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1013/1208 [06:31<01:37,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1014/1208 [06:31<01:48,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1015/1208 [06:32<01:58,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1016/1208 [06:32<01:36,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1017/1208 [06:33<01:44,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1018/1208 [06:34<02:11,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1019/1208 [06:34<01:46,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 1020/1208 [06:35<01:29,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1021/1208 [06:35<01:21,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1022/1208 [06:35<01:17,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1023/1208 [06:36<01:31,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1024/1208 [06:37<01:53,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 1026/1208 [06:37<01:28,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1027/1208 [06:38<01:31,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1028/1208 [06:38<01:10,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1029/1208 [06:39<01:22,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1030/1208 [06:39<01:12,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 1032/1208 [06:40<01:17,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1033/1208 [06:41<01:42,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1034/1208 [06:42<02:01,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1036/1208 [06:42<01:43,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1037/1208 [06:43<01:22,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1038/1208 [06:44<01:46,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 1041/1208 [06:45<01:29,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 1042/1208 [06:46<01:51,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 1044/1208 [06:46<01:36,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1045/1208 [06:47<01:16,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1046/1208 [06:48<01:39,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1049/1208 [06:48<01:21,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1051/1208 [06:49<01:20,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1052/1208 [06:49<01:01,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1054/1208 [06:50<01:01,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 1056/1208 [06:51<01:05,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1057/1208 [06:51<00:51,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1059/1208 [06:52<00:54,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1060/1208 [06:53<01:20,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1061/1208 [06:53<01:01,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1063/1208 [06:54<01:00,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1065/1208 [06:54<00:45,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1066/1208 [06:55<01:05,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1067/1208 [06:55<00:51,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1068/1208 [06:56<01:10,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 1069/1208 [06:56<00:55,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 1071/1208 [06:58<01:14,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1073/1208 [06:58<00:54,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1075/1208 [06:59<00:56,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1076/1208 [07:00<01:11,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1077/1208 [07:00<00:54,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1079/1208 [07:01<00:57,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1080/1208 [07:02<01:10,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 1081/1208 [07:02<00:53,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 1083/1208 [07:03<00:55,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 1085/1208 [07:04<00:53,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 1086/1208 [07:04<00:41,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1088/1208 [07:05<00:46,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1089/1208 [07:06<01:01,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1090/1208 [07:06<00:46,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1092/1208 [07:06<00:41,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 1093/1208 [07:07<00:44,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1095/1208 [07:08<00:44,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1096/1208 [07:09<01:03,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1097/1208 [07:09<00:49,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1098/1208 [07:10<01:00,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1099/1208 [07:10<00:47,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1100/1208 [07:10<00:50,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1101/1208 [07:11<00:42,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 1102/1208 [07:11<00:37,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 1103/1208 [07:12<00:48,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 1104/1208 [07:12<00:40,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 1105/1208 [07:13<00:51,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1106/1208 [07:13<00:41,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1107/1208 [07:14<00:52,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1108/1208 [07:14<00:42,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1109/1208 [07:14<00:40,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1110/1208 [07:14<00:35,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1111/1208 [07:15<00:28,  3.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1112/1208 [07:15<00:27,  3.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1113/1208 [07:15<00:28,  3.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1114/1208 [07:15<00:30,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1115/1208 [07:16<00:34,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1116/1208 [07:16<00:27,  3.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 1117/1208 [07:16<00:28,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1118/1208 [07:17<00:32,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1119/1208 [07:17<00:26,  3.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1120/1208 [07:17<00:27,  3.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1121/1208 [07:18<00:34,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1122/1208 [07:18<00:32,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1124/1208 [07:19<00:27,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1125/1208 [07:19<00:24,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1126/1208 [07:19<00:23,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1127/1208 [07:19<00:18,  4.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 1128/1208 [07:20<00:35,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 1130/1208 [07:21<00:34,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 1132/1208 [07:22<00:29,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1133/1208 [07:22<00:32,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1135/1208 [07:23<00:26,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1137/1208 [07:24<00:34,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1139/1208 [07:26<00:43,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 1141/1208 [07:27<00:34,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1142/1208 [07:27<00:33,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1143/1208 [07:28<00:42,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1145/1208 [07:29<00:33,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1146/1208 [07:29<00:32,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 1147/1208 [07:30<00:39,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1148/1208 [07:30<00:34,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1149/1208 [07:30<00:25,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1150/1208 [07:31<00:27,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1151/1208 [07:31<00:26,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1152/1208 [07:32<00:34,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 1153/1208 [07:33<00:32,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1154/1208 [07:34<00:36,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1155/1208 [07:34<00:26,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1156/1208 [07:34<00:24,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1157/1208 [07:35<00:26,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1158/1208 [07:36<00:38,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1159/1208 [07:37<00:34,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1160/1208 [07:38<00:36,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1161/1208 [07:38<00:26,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 1162/1208 [07:38<00:21,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 1163/1208 [07:38<00:16,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 1164/1208 [07:39<00:17,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 1165/1208 [07:39<00:13,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1166/1208 [07:39<00:13,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1167/1208 [07:40<00:16,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1168/1208 [07:41<00:22,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1169/1208 [07:41<00:20,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1170/1208 [07:42<00:20,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1171/1208 [07:43<00:24,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1172/1208 [07:43<00:21,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1173/1208 [07:44<00:19,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1174/1208 [07:44<00:18,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1175/1208 [07:45<00:17,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1176/1208 [07:46<00:25,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 1177/1208 [07:46<00:21,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1178/1208 [07:47<00:22,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1179/1208 [07:49<00:31,  1.10s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1180/1208 [07:50<00:26,  1.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1181/1208 [07:50<00:20,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1182/1208 [07:51<00:21,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1183/1208 [07:53<00:28,  1.13s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1184/1208 [07:54<00:24,  1.01s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1186/1208 [07:57<00:25,  1.14s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1187/1208 [08:00<00:40,  1.93s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1188/1208 [08:04<00:49,  2.49s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 1189/1208 [08:08<00:54,  2.89s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 1190/1208 [08:12<00:57,  3.17s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 1191/1208 [08:14<00:47,  2.79s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 1192/1208 [08:18<00:49,  3.12s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1193/1208 [08:20<00:41,  2.77s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1194/1208 [08:21<00:35,  2.52s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1195/1208 [08:23<00:30,  2.34s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1196/1208 [08:25<00:26,  2.21s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1197/1208 [08:27<00:23,  2.11s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1198/1208 [08:29<00:19,  1.95s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1199/1208 [08:31<00:17,  1.94s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1200/1208 [08:33<00:15,  1.92s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 1201/1208 [08:34<00:13,  1.92s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1202/1208 [08:36<00:11,  1.91s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1203/1208 [08:38<00:09,  1.91s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1204/1208 [08:40<00:07,  1.91s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1205/1208 [08:41<00:04,  1.62s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1206/1208 [08:43<00:03,  1.70s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 1207/1208 [08:44<00:01,  1.47s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|██████████| 1208/1208 [08:46<00:00,  1.60s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "sampler = xo.PyMC3Sampler(window=100, start=200, finish=300)\n",
    "with model:\n",
    "    burnin = sampler.tune(tune=3500, start=map_soln,\n",
    "                          step_kwargs=dict(target_accept=0.9),\n",
    "                          chains=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (4 chains in 4 jobs)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "NUTS: [logpower, logw0, logs2, omega_vec, ecc, logr, b, t0, logP, r_star, m_star, u_star, mean]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 0/8000 [00:00<?, ?draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 1/8000 [00:01<4:24:27,  1.98s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 5/8000 [00:03<3:24:34,  1.54s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 8/8000 [00:04<2:24:33,  1.09s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 9/8000 [00:05<2:55:20,  1.32s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 12/8000 [00:06<2:04:19,  1.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 14/8000 [00:07<1:46:45,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 15/8000 [00:07<1:49:08,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 17/8000 [00:08<1:37:12,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 19/8000 [00:09<1:25:55,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 21/8000 [00:10<1:21:53,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 23/8000 [00:11<1:14:16,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 24/8000 [00:11<56:50,  2.34draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 25/8000 [00:12<1:18:55,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 27/8000 [00:13<1:06:53,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 28/8000 [00:13<57:13,  2.32draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 29/8000 [00:14<1:24:05,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 31/8000 [00:15<1:10:39,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 32/8000 [00:15<59:34,  2.23draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 33/8000 [00:16<1:25:49,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 35/8000 [00:17<1:12:04,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 36/8000 [00:17<1:01:02,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 37/8000 [00:18<1:25:38,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 39/8000 [00:19<1:12:16,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   0%|          | 40/8000 [00:19<1:00:06,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 41/8000 [00:20<1:26:33,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 43/8000 [00:21<1:12:42,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 44/8000 [00:21<59:23,  2.23draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 45/8000 [00:21<49:48,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 46/8000 [00:22<1:13:10,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 48/8000 [00:23<1:02:49,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 49/8000 [00:23<52:08,  2.54draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 50/8000 [00:23<46:21,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 51/8000 [00:24<1:10:08,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 52/8000 [00:25<1:11:22,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 53/8000 [00:25<58:18,  2.27draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 54/8000 [00:25<50:37,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 56/8000 [00:25<41:25,  3.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 57/8000 [00:27<1:24:15,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 58/8000 [00:27<1:09:36,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 60/8000 [00:27<55:07,  2.40draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 61/8000 [00:29<1:32:10,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 62/8000 [00:29<1:15:52,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 64/8000 [00:29<59:29,  2.22draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 65/8000 [00:31<1:34:33,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 66/8000 [00:31<1:18:00,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 68/8000 [00:31<1:01:03,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 69/8000 [00:33<1:35:31,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 70/8000 [00:33<1:18:34,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 72/8000 [00:33<1:02:03,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 73/8000 [00:34<1:08:13,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 74/8000 [00:35<1:14:51,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 75/8000 [00:35<1:05:07,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 76/8000 [00:35<58:03,  2.28draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 77/8000 [00:36<1:05:58,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 78/8000 [00:37<1:12:54,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 79/8000 [00:37<1:03:59,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 80/8000 [00:37<57:04,  2.31draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 81/8000 [00:38<1:05:39,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 82/8000 [00:39<1:11:16,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 83/8000 [00:39<1:04:40,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 84/8000 [00:39<58:46,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 85/8000 [00:40<1:04:55,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 86/8000 [00:40<1:09:00,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 87/8000 [00:41<1:05:02,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 88/8000 [00:41<59:56,  2.20draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 89/8000 [00:42<1:04:29,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 90/8000 [00:42<53:32,  2.46draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 91/8000 [00:43<1:09:29,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 92/8000 [00:43<1:06:16,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 93/8000 [00:44<1:05:19,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 94/8000 [00:44<53:24,  2.47draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 95/8000 [00:45<1:08:27,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 97/8000 [00:45<58:07,  2.27draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 98/8000 [00:46<1:05:30,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|          | 99/8000 [00:47<1:17:35,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 101/8000 [00:47<1:05:40,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 102/8000 [00:48<1:07:55,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 103/8000 [00:49<1:20:10,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 105/8000 [00:49<1:07:30,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 106/8000 [00:50<1:09:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 107/8000 [00:51<1:20:28,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 109/8000 [00:51<1:07:53,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 110/8000 [00:52<1:02:51,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 111/8000 [00:52<50:52,  2.58draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 112/8000 [00:53<1:09:51,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 113/8000 [00:53<1:10:49,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 114/8000 [00:55<1:44:48,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 115/8000 [00:55<1:36:16,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 116/8000 [00:55<1:20:18,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 117/8000 [00:56<1:03:47,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 118/8000 [00:57<1:18:33,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   1%|▏         | 119/8000 [00:57<1:17:15,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 120/8000 [00:57<1:06:51,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 122/8000 [00:58<51:17,  2.56draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 123/8000 [00:59<1:30:38,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 124/8000 [00:59<1:16:24,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 125/8000 [00:59<57:47,  2.27draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 126/8000 [01:00<46:26,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 127/8000 [01:01<1:27:08,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 128/8000 [01:01<1:12:50,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 129/8000 [01:01<55:29,  2.36draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 130/8000 [01:02<45:42,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 131/8000 [01:03<1:25:26,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 132/8000 [01:03<1:11:59,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 133/8000 [01:03<54:40,  2.40draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 134/8000 [01:04<46:22,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 135/8000 [01:05<1:24:17,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 136/8000 [01:05<1:12:16,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 138/8000 [01:06<57:09,  2.29draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 139/8000 [01:07<1:31:34,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 140/8000 [01:07<1:16:12,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 142/8000 [01:09<1:25:46,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 143/8000 [01:09<1:11:47,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 145/8000 [01:10<56:48,  2.30draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 146/8000 [01:11<1:32:42,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 147/8000 [01:11<1:15:19,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 149/8000 [01:11<59:23,  2.20draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 151/8000 [01:13<1:08:28,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 152/8000 [01:13<1:01:53,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 153/8000 [01:13<51:48,  2.52draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 155/8000 [01:15<1:04:21,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 156/8000 [01:15<57:02,  2.29draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 157/8000 [01:15<47:58,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 158/8000 [01:17<1:30:46,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 159/8000 [01:17<1:15:09,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 160/8000 [01:17<59:43,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 162/8000 [01:19<1:10:35,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 163/8000 [01:19<1:01:26,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 164/8000 [01:19<49:24,  2.64draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 166/8000 [01:21<1:03:30,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 167/8000 [01:21<56:58,  2.29draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 168/8000 [01:21<45:39,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 169/8000 [01:21<36:24,  3.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 170/8000 [01:23<1:18:47,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 171/8000 [01:23<1:08:17,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 172/8000 [01:23<53:10,  2.45draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 173/8000 [01:23<42:29,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 174/8000 [01:25<1:22:26,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 175/8000 [01:25<1:10:34,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 176/8000 [01:25<54:43,  2.38draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 177/8000 [01:25<44:28,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 178/8000 [01:27<1:23:24,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 179/8000 [01:27<1:10:37,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 180/8000 [01:27<54:47,  2.38draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 181/8000 [01:27<45:28,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 182/8000 [01:28<1:02:36,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 183/8000 [01:29<1:04:29,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 184/8000 [01:29<57:18,  2.27draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 185/8000 [01:29<53:06,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 186/8000 [01:30<1:07:16,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 187/8000 [01:30<1:07:46,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 188/8000 [01:31<1:00:48,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 189/8000 [01:31<55:14,  2.36draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 190/8000 [01:32<1:07:50,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 191/8000 [01:32<1:08:25,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 192/8000 [01:33<1:01:59,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 193/8000 [01:33<55:52,  2.33draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 194/8000 [01:34<1:07:37,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 195/8000 [01:34<1:08:24,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 196/8000 [01:35<1:01:55,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 197/8000 [01:35<56:21,  2.31draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 198/8000 [01:36<1:07:17,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▏         | 199/8000 [01:36<1:08:12,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   2%|▎         | 200/8000 [01:37<1:02:11,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 201/8000 [01:37<55:32,  2.34draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 202/8000 [01:38<1:07:21,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 203/8000 [01:38<1:07:55,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 204/8000 [01:39<1:02:22,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 205/8000 [01:39<55:07,  2.36draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 206/8000 [01:40<1:07:45,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 207/8000 [01:40<1:06:41,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 209/8000 [01:41<55:05,  2.36draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 210/8000 [01:41<48:42,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 211/8000 [01:41<45:47,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 212/8000 [01:42<1:09:50,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 213/8000 [01:43<1:06:04,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 214/8000 [01:43<54:30,  2.38draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 215/8000 [01:43<50:51,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 216/8000 [01:44<1:14:00,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 217/8000 [01:45<1:08:47,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 218/8000 [01:45<55:13,  2.35draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 219/8000 [01:45<51:58,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 220/8000 [01:46<1:15:33,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 221/8000 [01:46<1:09:16,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 222/8000 [01:47<54:43,  2.37draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 223/8000 [01:47<52:08,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 224/8000 [01:48<1:16:49,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 225/8000 [01:48<1:09:36,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 226/8000 [01:49<53:41,  2.41draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 227/8000 [01:49<51:45,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 228/8000 [01:50<1:17:24,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 229/8000 [01:50<1:09:53,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 230/8000 [01:51<53:03,  2.44draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 231/8000 [01:51<51:47,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 232/8000 [01:52<1:17:28,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 233/8000 [01:52<1:10:28,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 235/8000 [01:53<58:29,  2.21draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 236/8000 [01:54<1:22:47,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 237/8000 [01:54<1:14:01,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 239/8000 [01:55<1:00:33,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 240/8000 [01:56<1:24:27,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 241/8000 [01:56<1:15:28,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 243/8000 [01:57<1:01:21,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 244/8000 [01:58<1:25:49,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 245/8000 [01:58<1:15:43,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 247/8000 [01:59<1:01:50,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 248/8000 [02:00<1:21:22,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 249/8000 [02:00<1:01:50,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 250/8000 [02:00<57:09,  2.26draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 252/8000 [02:02<1:09:12,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 254/8000 [02:02<56:35,  2.28draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 255/8000 [02:02<44:30,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 256/8000 [02:04<1:27:03,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 258/8000 [02:04<1:07:54,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 259/8000 [02:04<54:59,  2.35draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 260/8000 [02:05<56:58,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 261/8000 [02:06<1:16:36,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 263/8000 [02:06<57:13,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 264/8000 [02:06<54:24,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 265/8000 [02:07<1:00:58,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 266/8000 [02:07<1:01:21,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 267/8000 [02:08<56:22,  2.29draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 269/8000 [02:08<49:43,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 271/8000 [02:10<1:02:09,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 273/8000 [02:10<53:46,  2.40draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 275/8000 [02:12<1:04:52,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 277/8000 [02:12<55:52,  2.30draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   3%|▎         | 279/8000 [02:13<1:06:09,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 281/8000 [02:14<57:16,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 283/8000 [02:15<1:06:38,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 285/8000 [02:16<57:53,  2.22draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 287/8000 [02:17<1:06:48,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 289/8000 [02:18<58:04,  2.21draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 291/8000 [02:19<59:21,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 292/8000 [02:19<56:06,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 294/8000 [02:20<50:55,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 295/8000 [02:21<1:11:49,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 296/8000 [02:21<1:05:58,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▎         | 298/8000 [02:21<48:32,  2.64draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 300/8000 [02:22<44:05,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 302/8000 [02:23<47:29,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 303/8000 [02:23<50:31,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 304/8000 [02:24<1:00:17,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 306/8000 [02:25<58:07,  2.21draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 307/8000 [02:25<58:50,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 308/8000 [02:26<1:05:53,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 310/8000 [02:27<1:01:49,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 311/8000 [02:27<1:02:05,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 312/8000 [02:28<1:07:55,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 314/8000 [02:29<1:03:11,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 315/8000 [02:29<1:03:31,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 316/8000 [02:30<1:08:08,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 318/8000 [02:30<1:03:09,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 319/8000 [02:31<50:29,  2.54draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 320/8000 [02:31<49:04,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 321/8000 [02:32<1:01:40,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 322/8000 [02:32<53:14,  2.40draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 323/8000 [02:32<53:50,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 324/8000 [02:33<44:26,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 325/8000 [02:34<1:12:30,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 326/8000 [02:34<1:00:40,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 327/8000 [02:34<58:27,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 328/8000 [02:35<49:18,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 329/8000 [02:35<47:25,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 330/8000 [02:36<1:01:11,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 331/8000 [02:36<1:07:39,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 332/8000 [02:37<58:22,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 333/8000 [02:37<51:52,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 334/8000 [02:38<1:05:08,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 335/8000 [02:38<1:09:06,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 336/8000 [02:39<1:01:28,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 337/8000 [02:39<51:24,  2.48draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 338/8000 [02:39<43:24,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 339/8000 [02:40<52:40,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 340/8000 [02:40<1:00:12,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 341/8000 [02:41<1:03:25,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 342/8000 [02:41<52:24,  2.44draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 343/8000 [02:41<59:08,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 344/8000 [02:42<1:03:58,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 345/8000 [02:43<1:06:00,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 346/8000 [02:43<55:50,  2.28draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 347/8000 [02:43<1:00:25,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 348/8000 [02:44<1:04:08,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 349/8000 [02:45<1:06:34,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 350/8000 [02:45<56:50,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 351/8000 [02:45<1:00:23,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 352/8000 [02:46<1:03:43,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 353/8000 [02:47<1:06:51,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 354/8000 [02:47<57:16,  2.23draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 355/8000 [02:47<1:00:08,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 356/8000 [02:48<1:03:12,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 357/8000 [02:48<1:07:09,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 358/8000 [02:49<57:10,  2.23draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 359/8000 [02:49<1:00:17,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   4%|▍         | 360/8000 [02:50<1:02:06,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 361/8000 [02:50<1:07:14,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 362/8000 [02:51<57:32,  2.21draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 363/8000 [02:51<1:00:45,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 364/8000 [02:52<1:01:28,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 365/8000 [02:52<1:07:16,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 366/8000 [02:53<58:06,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 367/8000 [02:53<1:00:31,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 368/8000 [02:54<1:00:58,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 369/8000 [02:54<1:01:07,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 370/8000 [02:54<48:52,  2.60draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 371/8000 [02:56<1:22:26,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 373/8000 [02:56<1:07:55,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 374/8000 [02:56<52:44,  2.41draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 375/8000 [02:58<1:24:55,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 377/8000 [02:58<1:10:38,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 378/8000 [02:59<1:40:44,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 380/8000 [03:00<1:22:29,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 382/8000 [03:01<1:22:44,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 384/8000 [03:02<1:09:55,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 386/8000 [03:03<1:13:44,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 388/8000 [03:04<1:04:02,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 390/8000 [03:04<50:43,  2.50draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 391/8000 [03:05<1:15:04,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 392/8000 [03:06<1:15:56,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 393/8000 [03:06<1:04:11,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 394/8000 [03:07<1:25:19,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 395/8000 [03:08<1:23:24,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 397/8000 [03:08<1:03:05,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 398/8000 [03:09<1:25:04,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▍         | 399/8000 [03:10<1:23:06,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 401/8000 [03:10<1:02:28,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 402/8000 [03:11<1:21:24,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 403/8000 [03:11<1:01:30,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 404/8000 [03:12<1:06:48,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 405/8000 [03:12<53:46,  2.35draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 406/8000 [03:13<1:16:24,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 407/8000 [03:13<58:11,  2.17draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 408/8000 [03:14<1:04:02,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 409/8000 [03:14<51:15,  2.47draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 410/8000 [03:15<1:15:48,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 411/8000 [03:15<57:45,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 412/8000 [03:16<1:03:04,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 413/8000 [03:16<50:13,  2.52draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 415/8000 [03:17<57:48,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 416/8000 [03:18<1:03:11,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 417/8000 [03:18<50:01,  2.53draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 419/8000 [03:19<57:37,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 420/8000 [03:20<1:04:22,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 421/8000 [03:20<49:01,  2.58draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 422/8000 [03:20<38:50,  3.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 423/8000 [03:21<1:08:47,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 424/8000 [03:22<1:13:09,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 426/8000 [03:22<54:47,  2.30draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 427/8000 [03:22<43:15,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 428/8000 [03:24<1:32:33,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 430/8000 [03:24<1:08:02,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 431/8000 [03:24<52:49,  2.39draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 432/8000 [03:25<1:01:40,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 433/8000 [03:26<1:26:46,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 434/8000 [03:26<1:06:14,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 435/8000 [03:26<1:09:56,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 436/8000 [03:28<1:28:54,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 437/8000 [03:28<1:07:02,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 438/8000 [03:28<53:03,  2.38draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   5%|▌         | 439/8000 [03:28<58:58,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 440/8000 [03:29<45:33,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 441/8000 [03:30<1:13:17,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 442/8000 [03:30<57:55,  2.17draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 443/8000 [03:30<1:01:06,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 444/8000 [03:30<47:39,  2.64draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 445/8000 [03:31<1:05:06,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 446/8000 [03:32<55:19,  2.28draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 447/8000 [03:32<45:22,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 448/8000 [03:32<57:00,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 449/8000 [03:33<1:11:18,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 450/8000 [03:34<1:00:09,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 451/8000 [03:34<49:00,  2.57draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 452/8000 [03:34<59:06,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 453/8000 [03:35<1:12:58,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 454/8000 [03:35<1:01:01,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 455/8000 [03:36<49:58,  2.52draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 456/8000 [03:36<59:20,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 457/8000 [03:37<55:55,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 458/8000 [03:37<1:06:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 459/8000 [03:38<54:00,  2.33draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 460/8000 [03:38<1:02:09,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 461/8000 [03:39<57:46,  2.17draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 462/8000 [03:39<1:08:01,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 463/8000 [03:40<55:24,  2.27draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 464/8000 [03:40<1:02:35,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 465/8000 [03:41<56:51,  2.21draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 466/8000 [03:41<1:09:09,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 467/8000 [03:42<55:52,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 468/8000 [03:42<1:02:49,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 469/8000 [03:42<55:50,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 470/8000 [03:43<1:09:30,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 471/8000 [03:43<54:15,  2.31draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 473/8000 [03:44<50:31,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 474/8000 [03:44<41:31,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 475/8000 [03:45<1:10:13,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 477/8000 [03:46<1:01:54,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 478/8000 [03:46<50:34,  2.48draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 479/8000 [03:47<1:14:46,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 480/8000 [03:47<57:15,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 481/8000 [03:48<1:01:47,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 482/8000 [03:48<51:02,  2.46draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 484/8000 [03:49<45:32,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 485/8000 [03:49<56:08,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 486/8000 [03:50<1:02:07,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 487/8000 [03:50<49:33,  2.53draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 488/8000 [03:51<53:42,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 489/8000 [03:51<1:03:34,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 490/8000 [03:52<1:07:58,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 491/8000 [03:52<52:20,  2.39draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 492/8000 [03:53<54:43,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 493/8000 [03:53<1:05:44,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 494/8000 [03:54<1:10:07,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 495/8000 [03:54<52:55,  2.36draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 496/8000 [03:54<54:04,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 497/8000 [03:55<1:05:51,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▌         | 498/8000 [03:56<1:11:56,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 500/8000 [03:56<59:34,  2.10draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 501/8000 [03:57<1:10:43,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 502/8000 [03:58<1:16:35,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 504/8000 [03:58<1:01:45,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 505/8000 [03:59<1:13:38,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 506/8000 [04:00<1:19:35,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 508/8000 [04:00<1:02:42,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 509/8000 [04:01<1:15:40,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 510/8000 [04:02<1:21:27,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 512/8000 [04:02<1:03:03,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 513/8000 [04:03<1:16:55,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 514/8000 [04:04<1:22:24,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 516/8000 [04:04<1:03:07,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 517/8000 [04:05<1:18:23,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 518/8000 [04:06<1:22:44,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   6%|▋         | 520/8000 [04:06<1:02:56,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 521/8000 [04:07<1:20:26,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 522/8000 [04:08<1:22:34,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 524/8000 [04:08<1:02:23,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 525/8000 [04:09<1:12:15,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 526/8000 [04:09<1:00:38,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 527/8000 [04:10<1:07:44,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 528/8000 [04:10<55:27,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 529/8000 [04:11<1:08:33,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 530/8000 [04:11<57:54,  2.15draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 531/8000 [04:12<1:05:43,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 532/8000 [04:12<53:17,  2.34draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 533/8000 [04:13<1:06:29,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 535/8000 [04:13<52:14,  2.38draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 536/8000 [04:14<1:07:45,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 537/8000 [04:15<1:17:25,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 539/8000 [04:15<1:00:30,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 540/8000 [04:16<1:11:49,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 541/8000 [04:17<1:20:27,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 543/8000 [04:17<1:03:09,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 544/8000 [04:18<1:12:12,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 545/8000 [04:18<1:21:06,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 547/8000 [04:19<1:04:25,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 548/8000 [04:20<1:10:58,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 549/8000 [04:20<1:21:04,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 551/8000 [04:21<1:04:58,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 552/8000 [04:21<1:09:02,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 553/8000 [04:22<1:20:30,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 555/8000 [04:23<1:05:02,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 556/8000 [04:23<1:07:27,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 557/8000 [04:24<1:20:18,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 559/8000 [04:25<1:04:55,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 560/8000 [04:25<1:06:31,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 561/8000 [04:26<1:20:25,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 563/8000 [04:27<1:05:03,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 564/8000 [04:27<1:05:33,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 565/8000 [04:28<1:20:17,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 568/8000 [04:28<1:00:10,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 569/8000 [04:29<48:20,  2.56draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 570/8000 [04:30<1:27:55,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 572/8000 [04:30<1:07:34,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 573/8000 [04:31<53:48,  2.30draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 574/8000 [04:32<1:31:04,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 576/8000 [04:32<1:10:22,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 577/8000 [04:33<55:04,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 578/8000 [04:34<1:31:27,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 580/8000 [04:34<1:11:36,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 581/8000 [04:35<54:26,  2.27draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 582/8000 [04:36<1:30:59,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 584/8000 [04:36<1:13:30,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 585/8000 [04:38<1:43:21,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 587/8000 [04:38<1:20:50,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 588/8000 [04:38<1:00:22,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 589/8000 [04:40<1:33:09,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 591/8000 [04:40<1:14:52,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 593/8000 [04:42<1:18:46,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 595/8000 [04:42<1:05:58,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 597/8000 [04:44<1:10:55,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   7%|▋         | 599/8000 [04:44<1:01:58,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 601/8000 [04:46<1:06:51,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 603/8000 [04:46<59:48,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 605/8000 [04:48<1:04:20,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 607/8000 [04:48<58:35,  2.10draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 609/8000 [04:49<1:02:57,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 610/8000 [04:50<48:09,  2.56draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 611/8000 [04:50<57:54,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 613/8000 [04:51<1:01:58,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 614/8000 [04:51<47:34,  2.59draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 615/8000 [04:52<57:40,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 616/8000 [04:52<44:20,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 617/8000 [04:53<1:09:44,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 618/8000 [04:53<53:32,  2.30draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 619/8000 [04:54<1:02:10,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 620/8000 [04:54<48:03,  2.56draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 621/8000 [04:55<1:10:46,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 622/8000 [04:55<54:51,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 623/8000 [04:56<1:03:23,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 624/8000 [04:56<49:06,  2.50draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 625/8000 [04:57<1:10:17,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 626/8000 [04:57<55:44,  2.20draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 627/8000 [04:58<1:04:12,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 628/8000 [04:58<50:02,  2.46draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 629/8000 [04:59<1:09:27,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 630/8000 [04:59<55:28,  2.21draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 631/8000 [05:00<1:05:09,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 632/8000 [05:00<51:44,  2.37draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 633/8000 [05:01<1:07:59,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 634/8000 [05:01<54:49,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 635/8000 [05:02<1:04:44,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 636/8000 [05:02<53:12,  2.31draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 637/8000 [05:03<58:02,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 638/8000 [05:03<57:27,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 639/8000 [05:04<1:07:27,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 640/8000 [05:04<55:18,  2.22draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 642/8000 [05:05<48:05,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 643/8000 [05:06<1:19:55,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 644/8000 [05:06<1:02:45,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 646/8000 [05:07<52:52,  2.32draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 647/8000 [05:08<1:24:30,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 648/8000 [05:08<1:04:54,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 650/8000 [05:09<54:39,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 651/8000 [05:10<1:25:32,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 652/8000 [05:10<1:05:24,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 654/8000 [05:10<55:13,  2.22draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 655/8000 [05:12<1:26:02,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 656/8000 [05:12<1:05:19,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 658/8000 [05:12<55:10,  2.22draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 659/8000 [05:13<58:06,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 660/8000 [05:14<1:08:34,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 661/8000 [05:14<56:20,  2.17draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 662/8000 [05:14<55:17,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 663/8000 [05:16<1:26:04,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 664/8000 [05:16<1:04:35,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 665/8000 [05:16<51:17,  2.38draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 666/8000 [05:16<48:53,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 667/8000 [05:18<1:22:26,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 668/8000 [05:18<1:01:43,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 669/8000 [05:18<51:10,  2.39draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 670/8000 [05:18<46:28,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 671/8000 [05:20<1:21:53,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 673/8000 [05:20<1:03:41,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 674/8000 [05:20<53:27,  2.28draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 675/8000 [05:22<1:28:30,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 677/8000 [05:22<1:07:48,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 678/8000 [05:22<55:43,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   8%|▊         | 679/8000 [05:24<1:31:30,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 681/8000 [05:24<1:09:46,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 682/8000 [05:24<55:22,  2.20draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 683/8000 [05:26<1:32:04,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 685/8000 [05:26<1:10:28,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 686/8000 [05:26<54:21,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 687/8000 [05:27<1:31:35,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 688/8000 [05:28<1:07:53,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 689/8000 [05:28<56:54,  2.14draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 690/8000 [05:28<43:42,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 691/8000 [05:29<1:24:37,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 692/8000 [05:30<1:03:40,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 693/8000 [05:30<54:25,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 695/8000 [05:31<1:06:25,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 696/8000 [05:31<50:57,  2.39draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 697/8000 [05:32<47:07,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▊         | 699/8000 [05:33<1:00:18,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 700/8000 [05:33<46:48,  2.60draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 701/8000 [05:34<44:08,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 703/8000 [05:34<40:31,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 704/8000 [05:35<1:08:42,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 705/8000 [05:36<58:59,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 707/8000 [05:36<51:25,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 708/8000 [05:37<1:15:39,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 709/8000 [05:38<1:03:20,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 711/8000 [05:38<55:13,  2.20draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 712/8000 [05:39<1:17:28,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 713/8000 [05:39<1:04:02,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 715/8000 [05:40<56:19,  2.16draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 716/8000 [05:41<1:17:57,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 717/8000 [05:41<1:03:26,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 718/8000 [05:42<49:51,  2.43draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 719/8000 [05:42<53:21,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 720/8000 [05:43<1:16:02,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 721/8000 [05:43<1:00:30,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 722/8000 [05:44<50:40,  2.39draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 723/8000 [05:44<53:03,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 724/8000 [05:45<1:14:49,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 725/8000 [05:45<58:40,  2.07draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 726/8000 [05:46<51:47,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 727/8000 [05:46<52:50,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 728/8000 [05:47<1:14:56,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 729/8000 [05:47<57:00,  2.13draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 730/8000 [05:48<51:43,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 731/8000 [05:48<52:59,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 732/8000 [05:49<56:04,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 733/8000 [05:49<59:12,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 735/8000 [05:50<57:24,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 736/8000 [05:50<59:36,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 737/8000 [05:51<1:02:16,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 739/8000 [05:52<58:48,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 741/8000 [05:53<1:01:07,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 743/8000 [05:54<58:07,  2.08draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 745/8000 [05:55<1:00:33,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 747/8000 [05:56<57:50,  2.09draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 749/8000 [05:56<52:27,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 750/8000 [05:57<52:26,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 751/8000 [05:58<1:07:38,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 752/8000 [05:58<51:10,  2.36draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 753/8000 [05:58<56:16,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 754/8000 [05:59<54:07,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 755/8000 [06:00<1:09:55,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 757/8000 [06:00<1:00:42,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 758/8000 [06:01<56:34,  2.13draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:   9%|▉         | 759/8000 [06:02<1:12:24,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 760/8000 [06:02<54:27,  2.22draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 761/8000 [06:02<57:34,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 762/8000 [06:03<53:52,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 763/8000 [06:04<1:11:19,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 764/8000 [06:04<53:48,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 765/8000 [06:04<56:49,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 766/8000 [06:05<52:49,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 767/8000 [06:06<1:10:57,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 768/8000 [06:06<54:17,  2.22draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 769/8000 [06:06<56:34,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 770/8000 [06:06<51:33,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 771/8000 [06:07<41:37,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 772/8000 [06:08<1:04:23,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 773/8000 [06:08<1:14:05,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 774/8000 [06:09<57:41,  2.09draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 775/8000 [06:09<1:11:09,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 776/8000 [06:10<56:08,  2.14draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 777/8000 [06:10<1:05:15,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 778/8000 [06:11<52:33,  2.29draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 779/8000 [06:11<1:07:45,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 780/8000 [06:12<55:16,  2.18draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 781/8000 [06:12<1:02:23,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 783/8000 [06:12<47:20,  2.54draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 784/8000 [06:13<1:04:34,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 786/8000 [06:14<1:00:26,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 787/8000 [06:14<49:07,  2.45draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 789/8000 [06:15<50:41,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 790/8000 [06:16<56:42,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 791/8000 [06:16<56:55,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 793/8000 [06:17<55:38,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 794/8000 [06:18<1:00:02,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 795/8000 [06:18<59:37,  2.01draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 797/8000 [06:19<57:17,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 798/8000 [06:20<1:01:01,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|▉         | 799/8000 [06:20<1:00:50,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 801/8000 [06:21<58:00,  2.07draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 802/8000 [06:22<1:00:55,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 803/8000 [06:22<1:01:32,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 805/8000 [06:23<59:00,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 806/8000 [06:24<1:00:36,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 807/8000 [06:24<1:01:18,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 809/8000 [06:25<59:01,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 810/8000 [06:26<1:01:43,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 811/8000 [06:26<1:00:45,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 813/8000 [06:27<58:42,  2.04draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 814/8000 [06:28<1:01:31,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 815/8000 [06:28<1:00:25,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 817/8000 [06:29<58:32,  2.04draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 818/8000 [06:29<1:01:09,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 819/8000 [06:30<1:00:10,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 821/8000 [06:31<58:20,  2.05draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 822/8000 [06:31<1:00:57,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 823/8000 [06:32<59:48,  2.00draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 825/8000 [06:33<58:21,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 826/8000 [06:33<1:01:25,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 827/8000 [06:34<59:28,  2.01draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 828/8000 [06:35<1:14:34,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 829/8000 [06:35<1:13:37,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 830/8000 [06:36<1:07:11,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 831/8000 [06:36<53:08,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 832/8000 [06:37<1:04:03,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 833/8000 [06:37<1:06:34,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 834/8000 [06:38<1:02:03,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 835/8000 [06:38<51:16,  2.33draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 836/8000 [06:39<1:01:48,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 838/8000 [06:39<53:36,  2.23draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 839/8000 [06:40<1:02:23,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  10%|█         | 840/8000 [06:41<1:09:02,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 842/8000 [06:41<57:48,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 843/8000 [06:42<1:07:43,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 844/8000 [06:43<1:11:16,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 846/8000 [06:43<58:50,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 847/8000 [06:44<1:10:25,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 848/8000 [06:45<1:11:30,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 850/8000 [06:45<58:54,  2.02draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 851/8000 [06:46<58:19,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 852/8000 [06:46<54:13,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 853/8000 [06:47<1:01:34,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 854/8000 [06:47<58:05,  2.05draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 855/8000 [06:48<58:08,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 856/8000 [06:48<54:26,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 857/8000 [06:49<1:02:47,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 858/8000 [06:49<56:43,  2.10draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 859/8000 [06:49<58:09,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 860/8000 [06:50<54:32,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 861/8000 [06:51<1:04:10,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 862/8000 [06:51<55:30,  2.14draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 863/8000 [06:51<57:44,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 864/8000 [06:52<54:58,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 865/8000 [06:53<1:05:20,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 866/8000 [06:53<53:59,  2.20draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 867/8000 [06:53<58:11,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 868/8000 [06:54<55:13,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 869/8000 [06:55<1:05:36,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 870/8000 [06:55<52:57,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 871/8000 [06:55<58:56,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 872/8000 [06:56<55:26,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 873/8000 [06:57<1:05:58,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 874/8000 [06:57<52:28,  2.26draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 875/8000 [06:57<59:26,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 876/8000 [06:58<56:06,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 877/8000 [06:58<56:46,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 878/8000 [06:58<49:03,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 879/8000 [06:59<40:08,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 880/8000 [06:59<50:38,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 881/8000 [07:00<1:07:28,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 883/8000 [07:00<52:05,  2.28draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 884/8000 [07:01<40:50,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 885/8000 [07:02<1:23:39,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 887/8000 [07:02<1:04:22,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 889/8000 [07:04<1:13:59,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 891/8000 [07:04<57:34,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 893/8000 [07:06<1:09:04,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 895/8000 [07:06<54:06,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 897/8000 [07:08<1:06:43,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█         | 899/8000 [07:08<52:32,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 901/8000 [07:10<1:06:06,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 903/8000 [07:10<51:24,  2.30draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 905/8000 [07:11<53:00,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 906/8000 [07:12<1:02:20,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 908/8000 [07:12<48:40,  2.43draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 909/8000 [07:13<1:06:47,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 910/8000 [07:14<1:13:21,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 912/8000 [07:14<56:18,  2.10draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 913/8000 [07:15<1:11:47,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 914/8000 [07:16<1:17:26,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 916/8000 [07:16<58:46,  2.01draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 917/8000 [07:17<1:13:09,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  11%|█▏        | 918/8000 [07:18<1:19:08,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 920/8000 [07:18<59:52,  1.97draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 921/8000 [07:19<1:13:17,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 922/8000 [07:20<1:20:29,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 924/8000 [07:20<1:00:26,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 925/8000 [07:21<1:13:00,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 926/8000 [07:22<1:21:23,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 928/8000 [07:22<1:00:52,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 929/8000 [07:23<1:09:24,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 930/8000 [07:23<52:11,  2.26draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 931/8000 [07:24<1:07:19,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 932/8000 [07:24<54:54,  2.15draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 933/8000 [07:25<1:06:38,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 935/8000 [07:26<1:02:55,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 936/8000 [07:26<52:02,  2.26draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 937/8000 [07:27<1:05:24,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 939/8000 [07:28<1:01:30,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 940/8000 [07:28<51:08,  2.30draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 941/8000 [07:29<1:05:07,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 943/8000 [07:30<1:01:14,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 944/8000 [07:30<50:52,  2.31draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 945/8000 [07:31<1:05:14,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 947/8000 [07:31<1:01:07,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 948/8000 [07:32<51:04,  2.30draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 949/8000 [07:33<1:04:37,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 951/8000 [07:33<47:55,  2.45draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 952/8000 [07:33<59:33,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 953/8000 [07:34<1:15:53,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 955/8000 [07:34<55:21,  2.12draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 956/8000 [07:35<42:32,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 957/8000 [07:35<38:34,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 958/8000 [07:35<39:49,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 959/8000 [07:36<1:09:02,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 961/8000 [07:37<51:04,  2.30draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 962/8000 [07:37<57:24,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 963/8000 [07:38<1:21:28,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 964/8000 [07:38<1:00:46,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 966/8000 [07:40<1:15:12,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 967/8000 [07:40<56:48,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 969/8000 [07:41<51:12,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 970/8000 [07:42<1:17:43,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 971/8000 [07:42<1:00:10,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 972/8000 [07:43<1:02:47,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 973/8000 [07:43<52:19,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 974/8000 [07:44<1:15:42,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 975/8000 [07:45<1:14:12,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 976/8000 [07:45<1:00:49,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 977/8000 [07:45<47:50,  2.45draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 978/8000 [07:46<1:06:44,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 979/8000 [07:47<1:07:48,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 980/8000 [07:47<56:13,  2.08draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 981/8000 [07:47<45:28,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 982/8000 [07:48<1:04:28,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 983/8000 [07:49<1:05:46,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 984/8000 [07:49<54:41,  2.14draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 985/8000 [07:49<45:31,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 986/8000 [07:50<1:04:36,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 987/8000 [07:51<1:04:28,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 988/8000 [07:51<53:16,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 989/8000 [07:51<45:51,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 990/8000 [07:52<1:04:44,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 991/8000 [07:53<1:03:54,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 992/8000 [07:53<52:21,  2.23draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 993/8000 [07:53<46:21,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 994/8000 [07:54<1:04:37,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 995/8000 [07:55<1:03:42,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 996/8000 [07:55<51:37,  2.26draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 997/8000 [07:55<46:43,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 998/8000 [07:56<1:04:35,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▏        | 999/8000 [07:57<1:03:49,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  12%|█▎        | 1000/8000 [07:57<50:45,  2.30draws/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1001/8000 [07:57<47:17,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1002/8000 [07:58<1:05:05,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1003/8000 [07:59<1:03:41,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1004/8000 [07:59<50:06,  2.33draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1005/8000 [07:59<47:59,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1006/8000 [08:00<1:05:02,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1007/8000 [08:01<1:03:32,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1008/8000 [08:01<49:56,  2.33draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1009/8000 [08:01<45:16,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1011/8000 [08:02<43:46,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1012/8000 [08:02<58:33,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1013/8000 [08:03<56:58,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1015/8000 [08:04<52:36,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1016/8000 [08:04<1:03:28,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1017/8000 [08:05<52:30,  2.22draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1018/8000 [08:05<45:20,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1020/8000 [08:06<49:54,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1021/8000 [08:06<49:40,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1022/8000 [08:07<43:34,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1023/8000 [08:07<38:28,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1024/8000 [08:08<1:03:27,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1025/8000 [08:08<58:38,  1.98draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1026/8000 [08:09<49:51,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1027/8000 [08:09<43:37,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1028/8000 [08:10<1:06:43,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1029/8000 [08:10<1:00:43,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1030/8000 [08:10<50:48,  2.29draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1031/8000 [08:11<45:13,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1032/8000 [08:12<1:07:25,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1033/8000 [08:12<1:01:32,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1034/8000 [08:12<50:03,  2.32draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1035/8000 [08:13<46:03,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1036/8000 [08:14<1:08:12,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1037/8000 [08:14<1:02:07,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1038/8000 [08:14<49:10,  2.36draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1039/8000 [08:15<46:43,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1040/8000 [08:16<1:08:18,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1041/8000 [08:16<1:01:56,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1042/8000 [08:16<48:53,  2.37draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1043/8000 [08:17<46:38,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1044/8000 [08:18<1:08:47,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1045/8000 [08:18<1:01:21,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1046/8000 [08:18<48:30,  2.39draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1047/8000 [08:19<46:35,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1048/8000 [08:20<1:09:32,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1049/8000 [08:20<1:00:50,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1050/8000 [08:20<47:48,  2.42draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1051/8000 [08:20<46:34,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1052/8000 [08:21<47:58,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1053/8000 [08:22<56:24,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1054/8000 [08:22<55:23,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1055/8000 [08:22<52:03,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1056/8000 [08:23<51:43,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1057/8000 [08:24<1:00:37,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1058/8000 [08:24<56:40,  2.04draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1059/8000 [08:24<52:51,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1060/8000 [08:25<52:47,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1061/8000 [08:26<1:01:50,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1062/8000 [08:26<52:01,  2.22draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1063/8000 [08:26<41:36,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1064/8000 [08:26<42:07,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1065/8000 [08:28<1:10:56,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1066/8000 [08:28<57:25,  2.01draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1067/8000 [08:28<45:28,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1068/8000 [08:28<44:49,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1069/8000 [08:29<1:14:15,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1070/8000 [08:30<58:24,  1.98draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1072/8000 [08:30<43:01,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1073/8000 [08:31<1:27:36,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1074/8000 [08:32<1:07:00,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1077/8000 [08:33<1:07:52,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  13%|█▎        | 1078/8000 [08:34<51:45,  2.23draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1081/8000 [08:35<57:20,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1082/8000 [08:36<44:08,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1085/8000 [08:36<42:08,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1086/8000 [08:37<59:04,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1087/8000 [08:37<45:48,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1089/8000 [08:38<49:01,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1090/8000 [08:39<1:03:31,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1091/8000 [08:39<48:41,  2.36draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1093/8000 [08:40<50:45,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1095/8000 [08:41<50:19,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1096/8000 [08:41<39:27,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1097/8000 [08:42<1:00:24,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▎        | 1099/8000 [08:43<57:31,  2.00draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1100/8000 [08:43<44:14,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1101/8000 [08:44<1:02:57,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1102/8000 [08:44<48:31,  2.37draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1103/8000 [08:45<1:00:59,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1104/8000 [08:45<46:10,  2.49draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1105/8000 [08:46<1:04:48,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1106/8000 [08:46<49:18,  2.33draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1107/8000 [08:47<1:01:52,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1109/8000 [08:48<1:01:12,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1110/8000 [08:48<46:37,  2.46draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1111/8000 [08:49<1:00:05,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1113/8000 [08:50<59:36,  1.93draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1114/8000 [08:50<46:11,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1115/8000 [08:51<59:56,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1117/8000 [08:52<58:42,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1119/8000 [08:52<43:57,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1120/8000 [08:54<1:31:52,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1122/8000 [08:54<1:07:10,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1123/8000 [08:55<1:17:38,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1124/8000 [08:56<1:25:04,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1126/8000 [08:56<1:02:13,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1127/8000 [08:57<1:14:06,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1128/8000 [08:57<1:06:08,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1129/8000 [08:58<1:02:42,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1130/8000 [08:58<47:32,  2.41draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1131/8000 [08:59<1:05:36,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1132/8000 [08:59<1:00:58,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1133/8000 [09:00<58:25,  1.96draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1134/8000 [09:00<46:01,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1135/8000 [09:01<1:02:47,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1137/8000 [09:01<52:10,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1138/8000 [09:02<49:52,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1139/8000 [09:03<1:11:34,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1140/8000 [09:03<1:06:22,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1141/8000 [09:04<59:56,  1.91draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1142/8000 [09:04<48:28,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1143/8000 [09:05<1:05:10,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1144/8000 [09:05<1:00:45,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1145/8000 [09:06<56:25,  2.02draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1146/8000 [09:06<47:10,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1147/8000 [09:07<1:03:56,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1148/8000 [09:07<58:38,  1.95draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1149/8000 [09:08<55:30,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1150/8000 [09:08<43:45,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1151/8000 [09:08<34:08,  3.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1152/8000 [09:09<1:07:27,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1153/8000 [09:09<1:02:34,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1154/8000 [09:10<48:23,  2.36draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1156/8000 [09:11<57:10,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1157/8000 [09:11<55:36,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1158/8000 [09:12<44:08,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  14%|█▍        | 1160/8000 [09:13<53:51,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1161/8000 [09:13<52:44,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1162/8000 [09:14<43:00,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1164/8000 [09:15<53:21,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1165/8000 [09:15<51:13,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1166/8000 [09:15<41:42,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1168/8000 [09:17<53:00,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1169/8000 [09:17<49:27,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1170/8000 [09:17<40:54,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1171/8000 [09:18<32:12,  3.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1172/8000 [09:19<1:08:04,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1173/8000 [09:19<58:39,  1.94draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1174/8000 [09:19<47:24,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1175/8000 [09:19<36:50,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1176/8000 [09:21<1:12:10,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1177/8000 [09:21<1:00:58,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1178/8000 [09:21<48:25,  2.35draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1179/8000 [09:21<37:32,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1180/8000 [09:23<1:13:39,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1181/8000 [09:23<1:00:41,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1182/8000 [09:23<48:40,  2.33draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1183/8000 [09:23<37:45,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1184/8000 [09:25<1:08:25,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1185/8000 [09:25<53:07,  2.14draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1186/8000 [09:25<46:08,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1187/8000 [09:25<43:07,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1188/8000 [09:26<37:22,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1189/8000 [09:27<1:05:58,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1190/8000 [09:27<54:41,  2.08draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1191/8000 [09:27<49:00,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1192/8000 [09:28<41:30,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1193/8000 [09:29<1:09:28,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1194/8000 [09:29<57:02,  1.99draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1195/8000 [09:29<49:57,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1196/8000 [09:29<42:17,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1197/8000 [09:31<1:11:04,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1198/8000 [09:31<57:49,  1.96draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▍        | 1199/8000 [09:31<50:05,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1200/8000 [09:31<42:16,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1201/8000 [09:33<1:11:06,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1202/8000 [09:33<58:28,  1.94draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1203/8000 [09:33<49:45,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1204/8000 [09:33<41:46,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1205/8000 [09:35<1:11:11,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1206/8000 [09:35<58:28,  1.94draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1207/8000 [09:35<49:43,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1208/8000 [09:35<41:27,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1209/8000 [09:36<46:37,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1210/8000 [09:37<57:15,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1211/8000 [09:37<57:20,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1212/8000 [09:37<46:48,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1213/8000 [09:38<50:13,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1214/8000 [09:38<59:39,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1215/8000 [09:39<59:53,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1216/8000 [09:39<48:36,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1217/8000 [09:40<50:23,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1219/8000 [09:41<57:31,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1220/8000 [09:41<45:30,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1221/8000 [09:42<48:01,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1223/8000 [09:42<39:55,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1224/8000 [09:43<1:05:05,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1225/8000 [09:44<1:01:49,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1227/8000 [09:44<50:22,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1228/8000 [09:45<1:10:38,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1229/8000 [09:46<1:06:07,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1231/8000 [09:46<53:27,  2.11draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1232/8000 [09:47<1:12:18,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1233/8000 [09:47<1:07:25,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1235/8000 [09:48<54:31,  2.07draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1236/8000 [09:49<1:12:37,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1237/8000 [09:49<1:07:35,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  15%|█▌        | 1239/8000 [09:50<54:38,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1240/8000 [09:50<56:37,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1241/8000 [09:51<55:44,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1242/8000 [09:51<57:43,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1243/8000 [09:52<53:02,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1244/8000 [09:52<55:32,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1245/8000 [09:53<54:46,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1246/8000 [09:53<57:11,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1247/8000 [09:54<52:38,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1248/8000 [09:54<55:12,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1249/8000 [09:55<54:16,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1250/8000 [09:55<56:42,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1251/8000 [09:56<53:06,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1252/8000 [09:56<55:40,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1253/8000 [09:57<53:54,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1254/8000 [09:57<55:57,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1255/8000 [09:58<53:46,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1257/8000 [09:58<47:12,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1258/8000 [09:59<1:04:14,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1259/8000 [10:00<1:00:17,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1261/8000 [10:00<52:28,  2.14draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1262/8000 [10:01<1:05:49,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1263/8000 [10:02<1:01:53,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1265/8000 [10:02<54:03,  2.08draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1266/8000 [10:03<1:05:18,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1267/8000 [10:04<1:02:02,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1268/8000 [10:04<47:03,  2.38draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1269/8000 [10:05<1:17:33,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1270/8000 [10:05<1:11:16,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1271/8000 [10:06<55:15,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1272/8000 [10:06<56:50,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1273/8000 [10:06<48:53,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1274/8000 [10:07<49:39,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1275/8000 [10:08<57:48,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1276/8000 [10:08<58:12,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1277/8000 [10:08<49:46,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1278/8000 [10:09<38:56,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1279/8000 [10:09<31:22,  3.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1280/8000 [10:09<28:06,  3.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1281/8000 [10:10<44:03,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1282/8000 [10:10<48:52,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1283/8000 [10:11<56:26,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1284/8000 [10:11<1:05:00,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1285/8000 [10:12<1:04:00,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1286/8000 [10:13<1:00:51,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1287/8000 [10:13<47:07,  2.37draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1288/8000 [10:13<45:20,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1289/8000 [10:13<45:52,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1290/8000 [10:14<1:06:25,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1291/8000 [10:15<49:57,  2.24draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1292/8000 [10:15<48:37,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1293/8000 [10:15<48:55,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1294/8000 [10:16<1:07:24,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1296/8000 [10:17<55:49,  2.00draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1297/8000 [10:17<55:23,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▌        | 1298/8000 [10:18<1:10:30,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1300/8000 [10:19<58:13,  1.92draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1301/8000 [10:19<57:32,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1302/8000 [10:20<1:11:27,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1304/8000 [10:21<58:32,  1.91draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1305/8000 [10:21<58:20,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1306/8000 [10:22<1:12:11,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1308/8000 [10:23<58:55,  1.89draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1309/8000 [10:23<58:28,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1310/8000 [10:24<1:11:54,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1312/8000 [10:25<58:53,  1.89draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1313/8000 [10:25<58:52,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1314/8000 [10:26<56:07,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1315/8000 [10:26<54:28,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1316/8000 [10:27<1:13:21,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1317/8000 [10:28<1:05:54,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1318/8000 [10:28<1:00:32,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  16%|█▋        | 1320/8000 [10:29<1:00:44,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1321/8000 [10:30<56:53,  1.96draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1322/8000 [10:30<53:21,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1324/8000 [10:31<56:36,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1325/8000 [10:32<52:57,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1326/8000 [10:32<49:22,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1328/8000 [10:33<55:02,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1329/8000 [10:34<50:13,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1330/8000 [10:34<46:34,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1332/8000 [10:35<54:15,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1333/8000 [10:35<48:25,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1334/8000 [10:36<44:17,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1335/8000 [10:36<34:36,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1336/8000 [10:37<1:05:42,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1337/8000 [10:37<55:30,  2.00draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1338/8000 [10:38<48:37,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1339/8000 [10:38<37:57,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1340/8000 [10:39<58:49,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1341/8000 [10:39<51:38,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1342/8000 [10:39<44:56,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1343/8000 [10:40<40:46,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1344/8000 [10:41<1:05:38,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1345/8000 [10:41<56:23,  1.97draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1346/8000 [10:41<47:19,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1347/8000 [10:42<43:00,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1348/8000 [10:42<44:54,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1349/8000 [10:43<53:49,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1350/8000 [10:43<55:12,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1351/8000 [10:44<48:12,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1352/8000 [10:44<49:08,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1353/8000 [10:45<56:36,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1354/8000 [10:45<58:26,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1355/8000 [10:46<48:34,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1356/8000 [10:46<50:22,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1357/8000 [10:47<57:45,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1358/8000 [10:47<59:32,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1359/8000 [10:47<47:29,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1360/8000 [10:48<50:41,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1361/8000 [10:49<58:07,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1362/8000 [10:49<59:20,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1363/8000 [10:49<46:42,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1364/8000 [10:50<51:07,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1365/8000 [10:51<58:32,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1366/8000 [10:51<59:01,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1367/8000 [10:51<45:53,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1368/8000 [10:52<51:33,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1369/8000 [10:53<58:24,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1370/8000 [10:53<58:57,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1371/8000 [10:53<45:22,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1372/8000 [10:54<52:12,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1373/8000 [10:54<58:25,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1374/8000 [10:55<58:36,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1375/8000 [10:55<44:29,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1376/8000 [10:56<52:56,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1377/8000 [10:56<44:00,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1378/8000 [10:56<45:34,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1379/8000 [10:57<52:27,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1380/8000 [10:57<48:22,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1381/8000 [10:58<45:06,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1382/8000 [10:58<37:42,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1383/8000 [10:59<1:01:21,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1384/8000 [10:59<55:03,  2.00draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1385/8000 [11:00<50:10,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1386/8000 [11:00<41:02,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1387/8000 [11:01<1:03:39,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1388/8000 [11:01<56:31,  1.95draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1389/8000 [11:02<51:11,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1390/8000 [11:02<41:49,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1391/8000 [11:03<1:04:13,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1392/8000 [11:03<56:41,  1.94draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1393/8000 [11:04<51:27,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1394/8000 [11:04<41:53,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1395/8000 [11:05<1:04:27,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1396/8000 [11:05<56:24,  1.95draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1397/8000 [11:06<52:14,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1398/8000 [11:06<41:54,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  17%|█▋        | 1399/8000 [11:07<1:03:41,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1400/8000 [11:07<56:00,  1.96draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1401/8000 [11:08<52:44,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1402/8000 [11:08<41:54,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1403/8000 [11:09<1:03:14,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1404/8000 [11:09<55:57,  1.96draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1405/8000 [11:09<52:58,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1406/8000 [11:10<42:50,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1407/8000 [11:11<1:02:42,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1408/8000 [11:11<55:31,  1.98draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1409/8000 [11:11<52:54,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1410/8000 [11:12<44:18,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1411/8000 [11:13<1:13:45,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1412/8000 [11:13<1:05:55,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1413/8000 [11:14<52:02,  2.11draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1415/8000 [11:15<58:13,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1416/8000 [11:15<55:30,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1417/8000 [11:16<44:05,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1419/8000 [11:17<52:55,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1420/8000 [11:17<51:50,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1421/8000 [11:17<40:52,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1423/8000 [11:19<51:01,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1424/8000 [11:19<50:30,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1425/8000 [11:19<39:04,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1427/8000 [11:21<50:34,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1428/8000 [11:21<49:22,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1430/8000 [11:21<37:30,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1431/8000 [11:22<55:08,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1432/8000 [11:23<54:58,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1433/8000 [11:23<51:34,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1434/8000 [11:23<41:40,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1435/8000 [11:24<57:37,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1436/8000 [11:25<57:50,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1437/8000 [11:25<53:15,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1439/8000 [11:25<39:47,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1440/8000 [11:26<42:21,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1441/8000 [11:27<1:14:17,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1443/8000 [11:27<54:11,  2.02draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1444/8000 [11:28<53:51,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1445/8000 [11:29<1:21:23,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1447/8000 [11:29<59:00,  1.85draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1448/8000 [11:30<58:55,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1449/8000 [11:31<1:22:52,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1451/8000 [11:31<1:00:21,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1452/8000 [11:32<1:00:43,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1453/8000 [11:33<1:22:31,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1455/8000 [11:33<1:00:16,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1456/8000 [11:34<1:01:47,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1457/8000 [11:35<1:22:23,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1459/8000 [11:35<1:00:09,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1460/8000 [11:36<1:02:38,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1461/8000 [11:37<1:21:58,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1463/8000 [11:37<1:00:13,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1464/8000 [11:38<1:01:58,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1465/8000 [11:39<1:20:49,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1467/8000 [11:39<59:56,  1.82draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1468/8000 [11:40<1:01:23,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1469/8000 [11:41<1:20:01,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1471/8000 [11:41<59:55,  1.82draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1472/8000 [11:41<1:00:28,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1473/8000 [11:43<1:18:38,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1474/8000 [11:43<59:40,  1.82draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1475/8000 [11:43<45:57,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1476/8000 [11:43<50:18,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1477/8000 [11:45<1:10:45,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1478/8000 [11:45<55:38,  1.95draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1479/8000 [11:45<42:42,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  18%|█▊        | 1480/8000 [11:45<47:52,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1481/8000 [11:46<1:08:21,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1482/8000 [11:47<55:20,  1.96draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1483/8000 [11:47<43:02,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1484/8000 [11:47<47:05,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1486/8000 [11:48<50:06,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1487/8000 [11:49<43:31,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1488/8000 [11:49<50:58,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1490/8000 [11:50<52:36,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1491/8000 [11:51<46:54,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1492/8000 [11:51<52:31,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1494/8000 [11:52<53:11,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1496/8000 [11:53<42:46,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1497/8000 [11:53<49:14,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1498/8000 [11:54<46:53,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▊        | 1499/8000 [11:54<52:32,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1501/8000 [11:54<39:43,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1502/8000 [11:55<53:06,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1503/8000 [11:55<43:07,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1504/8000 [11:55<36:47,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1505/8000 [11:56<48:14,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1506/8000 [11:57<1:01:54,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1507/8000 [11:57<48:26,  2.23draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1508/8000 [11:57<41:39,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1509/8000 [11:58<51:53,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1510/8000 [11:59<1:03:46,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1511/8000 [11:59<49:07,  2.20draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1512/8000 [11:59<42:58,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1513/8000 [12:00<52:46,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1514/8000 [12:01<1:04:08,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1515/8000 [12:01<49:16,  2.19draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1516/8000 [12:01<43:28,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1517/8000 [12:02<48:38,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1518/8000 [12:02<38:21,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1519/8000 [12:03<58:19,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1520/8000 [12:03<49:54,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1521/8000 [12:04<53:09,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1522/8000 [12:04<41:27,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1523/8000 [12:05<1:09:50,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1524/8000 [12:06<1:06:48,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1525/8000 [12:06<51:17,  2.10draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1527/8000 [12:07<56:39,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1528/8000 [12:08<58:04,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1529/8000 [12:08<45:05,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1531/8000 [12:09<51:46,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1532/8000 [12:10<54:03,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1533/8000 [12:10<44:38,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1535/8000 [12:11<50:46,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1536/8000 [12:12<53:16,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1537/8000 [12:12<43:11,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1539/8000 [12:13<49:53,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1540/8000 [12:14<52:51,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1541/8000 [12:14<42:33,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1543/8000 [12:15<45:20,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1544/8000 [12:15<40:00,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1545/8000 [12:16<46:39,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1546/8000 [12:16<36:44,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1548/8000 [12:16<30:05,  3.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1549/8000 [12:18<1:11:27,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1551/8000 [12:18<52:37,  2.04draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1552/8000 [12:18<44:12,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1553/8000 [12:20<1:21:02,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1555/8000 [12:20<59:21,  1.81draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1556/8000 [12:20<48:45,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1557/8000 [12:21<1:23:44,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  19%|█▉        | 1559/8000 [12:22<1:01:32,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1560/8000 [12:22<49:50,  2.15draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1561/8000 [12:23<1:24:25,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1562/8000 [12:24<1:02:58,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1564/8000 [12:24<48:26,  2.21draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1565/8000 [12:25<1:23:52,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1566/8000 [12:25<1:03:08,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1568/8000 [12:26<48:25,  2.21draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1569/8000 [12:27<1:23:26,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1570/8000 [12:27<1:03:24,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1572/8000 [12:28<49:04,  2.18draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1573/8000 [12:29<59:07,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1574/8000 [12:29<1:04:48,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1575/8000 [12:29<50:50,  2.11draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1576/8000 [12:30<45:35,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1577/8000 [12:31<1:19:30,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1578/8000 [12:31<1:00:29,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1579/8000 [12:32<54:15,  1.97draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1580/8000 [12:32<41:59,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1581/8000 [12:32<49:17,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1582/8000 [12:33<57:03,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1583/8000 [12:33<43:35,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1584/8000 [12:34<48:04,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1585/8000 [12:34<52:03,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1586/8000 [12:35<59:25,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1588/8000 [12:36<52:28,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1589/8000 [12:36<54:26,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1590/8000 [12:37<51:39,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1591/8000 [12:37<44:46,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1592/8000 [12:37<35:01,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1593/8000 [12:38<1:01:24,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1594/8000 [12:39<56:28,  1.89draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1595/8000 [12:39<47:21,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1596/8000 [12:39<36:42,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1597/8000 [12:40<1:03:07,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1598/8000 [12:41<57:36,  1.85draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|█▉        | 1599/8000 [12:41<47:48,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1600/8000 [12:41<36:53,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1601/8000 [12:42<1:03:51,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1602/8000 [12:43<57:49,  1.84draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1603/8000 [12:43<47:36,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1604/8000 [12:43<36:43,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1605/8000 [12:44<54:43,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1606/8000 [12:45<1:00:53,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1607/8000 [12:45<49:27,  2.15draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1608/8000 [12:45<37:52,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1609/8000 [12:46<56:38,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1610/8000 [12:47<1:01:31,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1611/8000 [12:47<49:33,  2.15draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1613/8000 [12:48<51:51,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1614/8000 [12:48<57:21,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1615/8000 [12:49<46:27,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1617/8000 [12:50<50:10,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1618/8000 [12:50<55:50,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1619/8000 [12:51<44:46,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1621/8000 [12:51<34:47,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1622/8000 [12:51<27:57,  3.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1623/8000 [12:52<44:41,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1624/8000 [12:52<51:52,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1625/8000 [12:52<41:27,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1626/8000 [12:53<39:32,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1627/8000 [12:54<53:31,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1628/8000 [12:54<57:41,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1629/8000 [12:54<45:09,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1630/8000 [12:55<42:44,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1631/8000 [12:56<56:05,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1632/8000 [12:56<59:39,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1633/8000 [12:56<45:37,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1634/8000 [12:57<43:45,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1635/8000 [12:58<56:34,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1636/8000 [12:58<59:54,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1637/8000 [12:58<45:18,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1638/8000 [12:59<43:49,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1639/8000 [12:59<56:34,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  20%|██        | 1640/8000 [13:00<59:52,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1641/8000 [13:00<45:16,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1642/8000 [13:01<43:36,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1643/8000 [13:01<56:55,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1644/8000 [13:02<1:00:18,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1646/8000 [13:02<48:30,  2.18draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1648/8000 [13:04<59:28,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1649/8000 [13:04<52:26,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1651/8000 [13:06<1:01:50,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1653/8000 [13:06<49:05,  2.16draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1655/8000 [13:08<59:17,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1656/8000 [13:08<45:07,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1657/8000 [13:08<39:55,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1658/8000 [13:08<31:34,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1659/8000 [13:10<1:07:44,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1660/8000 [13:10<51:30,  2.05draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1661/8000 [13:10<44:18,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1662/8000 [13:10<35:24,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1663/8000 [13:12<1:09:07,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1664/8000 [13:12<53:52,  1.96draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1665/8000 [13:12<44:58,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1666/8000 [13:12<36:07,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1667/8000 [13:14<1:08:46,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1668/8000 [13:14<54:40,  1.93draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1669/8000 [13:14<45:08,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1670/8000 [13:14<35:51,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1671/8000 [13:15<38:00,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1672/8000 [13:16<57:04,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1673/8000 [13:16<46:51,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1674/8000 [13:16<40:24,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1676/8000 [13:18<51:31,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1677/8000 [13:18<43:06,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1678/8000 [13:18<38:17,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1680/8000 [13:20<49:43,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1681/8000 [13:20<43:05,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1682/8000 [13:20<37:34,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1684/8000 [13:20<33:50,  3.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1685/8000 [13:22<1:03:37,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1686/8000 [13:22<51:03,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1688/8000 [13:22<43:02,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1689/8000 [13:23<46:18,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1690/8000 [13:24<57:42,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1691/8000 [13:24<46:18,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1692/8000 [13:24<46:15,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1693/8000 [13:25<48:38,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1694/8000 [13:26<1:00:25,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1695/8000 [13:26<46:42,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1696/8000 [13:26<46:39,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1697/8000 [13:27<49:29,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1698/8000 [13:28<1:00:52,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██        | 1699/8000 [13:28<46:35,  2.25draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1700/8000 [13:28<46:23,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1701/8000 [13:29<50:14,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1702/8000 [13:30<1:01:01,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1704/8000 [13:30<51:22,  2.04draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1705/8000 [13:31<54:10,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1706/8000 [13:31<50:22,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1707/8000 [13:32<49:35,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1709/8000 [13:33<51:52,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1710/8000 [13:33<48:19,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1711/8000 [13:34<49:18,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1713/8000 [13:35<51:30,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1714/8000 [13:35<47:17,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1715/8000 [13:36<49:06,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1717/8000 [13:36<36:16,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1718/8000 [13:37<1:06:16,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  21%|██▏       | 1719/8000 [13:37<1:02:47,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1721/8000 [13:38<46:19,  2.26draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1722/8000 [13:39<1:11:53,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1723/8000 [13:39<1:06:39,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1725/8000 [13:40<49:29,  2.11draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1726/8000 [13:41<1:13:05,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1727/8000 [13:41<1:07:13,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1729/8000 [13:42<50:12,  2.08draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1730/8000 [13:43<1:13:05,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1731/8000 [13:43<1:07:03,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1732/8000 [13:43<51:04,  2.05draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1734/8000 [13:44<43:46,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1735/8000 [13:45<55:03,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1736/8000 [13:45<54:17,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1737/8000 [13:45<43:29,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1738/8000 [13:46<45:56,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1739/8000 [13:47<55:53,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1740/8000 [13:47<54:48,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1741/8000 [13:47<45:10,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1742/8000 [13:48<46:04,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1743/8000 [13:48<41:06,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1744/8000 [13:49<43:07,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1745/8000 [13:49<54:12,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1746/8000 [13:50<51:31,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1747/8000 [13:50<44:26,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1748/8000 [13:50<45:34,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1749/8000 [13:51<39:41,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1750/8000 [13:51<44:54,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1751/8000 [13:52<52:12,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1752/8000 [13:52<51:21,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1753/8000 [13:53<44:52,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1754/8000 [13:53<48:09,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1755/8000 [13:54<53:39,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1756/8000 [13:54<52:20,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1757/8000 [13:55<47:31,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1758/8000 [13:55<48:42,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1759/8000 [13:56<53:15,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1760/8000 [13:56<51:51,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1761/8000 [13:57<49:30,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1762/8000 [13:57<39:50,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1763/8000 [13:58<1:09:36,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1764/8000 [13:59<1:03:53,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1766/8000 [13:59<51:10,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1767/8000 [14:00<1:07:52,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1768/8000 [14:01<1:03:43,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1770/8000 [14:01<51:12,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1771/8000 [14:02<1:06:51,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1772/8000 [14:03<1:03:56,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1774/8000 [14:03<50:48,  2.04draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1775/8000 [14:04<1:05:47,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1777/8000 [14:05<55:01,  1.88draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1779/8000 [14:06<59:47,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1781/8000 [14:06<50:30,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1782/8000 [14:07<51:11,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1783/8000 [14:08<1:03:06,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1785/8000 [14:08<52:34,  1.97draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1786/8000 [14:09<53:00,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1787/8000 [14:10<1:04:29,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1789/8000 [14:10<53:00,  1.95draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1790/8000 [14:11<54:11,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1791/8000 [14:12<1:05:03,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1793/8000 [14:12<53:08,  1.95draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1794/8000 [14:13<55:06,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1795/8000 [14:14<1:05:35,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1797/8000 [14:14<53:12,  1.94draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1798/8000 [14:15<56:36,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  22%|██▏       | 1799/8000 [14:16<1:05:44,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1801/8000 [14:16<53:06,  1.95draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1802/8000 [14:17<57:52,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1803/8000 [14:18<1:05:45,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1805/8000 [14:18<53:02,  1.95draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1806/8000 [14:19<58:33,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1807/8000 [14:19<1:05:41,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1809/8000 [14:20<53:00,  1.95draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1810/8000 [14:20<53:08,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1811/8000 [14:21<42:44,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1812/8000 [14:21<55:18,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1813/8000 [14:22<51:59,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1814/8000 [14:22<52:16,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1815/8000 [14:23<42:36,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1816/8000 [14:23<54:38,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1817/8000 [14:24<51:45,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1818/8000 [14:24<51:28,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1819/8000 [14:25<42:47,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1820/8000 [14:25<54:15,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1821/8000 [14:26<51:55,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1822/8000 [14:26<51:27,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1823/8000 [14:26<42:38,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1824/8000 [14:27<54:06,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1825/8000 [14:28<52:47,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1826/8000 [14:28<50:47,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1827/8000 [14:28<42:41,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1828/8000 [14:29<53:53,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1829/8000 [14:30<53:37,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1830/8000 [14:30<49:59,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1831/8000 [14:30<43:41,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1832/8000 [14:31<53:29,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1833/8000 [14:32<53:50,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1834/8000 [14:32<49:28,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1835/8000 [14:32<43:58,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1836/8000 [14:33<53:17,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1837/8000 [14:34<54:01,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1838/8000 [14:34<49:06,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1839/8000 [14:34<43:35,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1840/8000 [14:35<52:59,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1841/8000 [14:36<54:09,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1842/8000 [14:36<48:49,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1843/8000 [14:36<43:44,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1844/8000 [14:37<53:01,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1845/8000 [14:38<53:54,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1846/8000 [14:38<48:30,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1847/8000 [14:38<43:43,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1848/8000 [14:39<53:09,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1849/8000 [14:39<53:38,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1850/8000 [14:40<48:15,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1851/8000 [14:40<43:54,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1852/8000 [14:40<39:36,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1853/8000 [14:41<41:27,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1854/8000 [14:42<55:45,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1855/8000 [14:42<49:17,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1856/8000 [14:42<43:02,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1857/8000 [14:43<41:14,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1858/8000 [14:43<32:03,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1859/8000 [14:44<59:36,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1860/8000 [14:44<49:31,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1861/8000 [14:45<46:17,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1862/8000 [14:45<35:37,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1863/8000 [14:46<1:02:23,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1864/8000 [14:46<49:59,  2.05draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1865/8000 [14:47<47:07,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1866/8000 [14:47<36:36,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1867/8000 [14:48<1:03:18,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1868/8000 [14:48<49:46,  2.05draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1869/8000 [14:49<47:01,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1870/8000 [14:49<37:57,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1871/8000 [14:49<38:54,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1872/8000 [14:50<39:28,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1873/8000 [14:50<40:10,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1874/8000 [14:51<51:01,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1875/8000 [14:51<47:10,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1876/8000 [14:51<45:03,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1877/8000 [14:52<44:35,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1878/8000 [14:53<54:03,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  23%|██▎       | 1879/8000 [14:53<48:52,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1880/8000 [14:53<46:10,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1881/8000 [14:54<46:01,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1882/8000 [14:55<54:49,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1883/8000 [14:55<49:05,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1884/8000 [14:55<46:28,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1885/8000 [14:56<47:04,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1886/8000 [14:56<55:01,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1887/8000 [14:57<48:38,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1888/8000 [14:57<46:32,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1889/8000 [14:58<48:26,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1890/8000 [14:58<54:34,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1891/8000 [14:59<47:34,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1892/8000 [14:59<46:31,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1893/8000 [15:00<50:15,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1894/8000 [15:00<54:36,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1895/8000 [15:01<46:12,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1896/8000 [15:01<46:07,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1897/8000 [15:02<52:25,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1898/8000 [15:02<54:59,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▎       | 1899/8000 [15:03<44:48,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1900/8000 [15:03<37:32,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1901/8000 [15:03<34:23,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1902/8000 [15:04<46:37,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1903/8000 [15:04<49:28,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1904/8000 [15:04<39:23,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1905/8000 [15:05<42:19,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1906/8000 [15:05<39:50,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1907/8000 [15:05<32:15,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1908/8000 [15:06<32:42,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1909/8000 [15:07<56:58,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1910/8000 [15:07<50:44,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1911/8000 [15:07<39:13,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1912/8000 [15:08<39:53,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1913/8000 [15:09<59:49,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1914/8000 [15:09<53:09,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1916/8000 [15:10<45:20,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1917/8000 [15:10<45:00,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1918/8000 [15:11<49:17,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1919/8000 [15:11<48:21,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1920/8000 [15:12<49:09,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1921/8000 [15:12<47:29,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1922/8000 [15:13<49:53,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1923/8000 [15:13<48:15,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1924/8000 [15:14<50:58,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1925/8000 [15:14<48:34,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1926/8000 [15:15<49:15,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1927/8000 [15:15<47:33,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1928/8000 [15:16<52:15,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1929/8000 [15:16<48:24,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1930/8000 [15:17<48:36,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1931/8000 [15:17<47:00,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1932/8000 [15:18<54:06,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1933/8000 [15:18<47:45,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1934/8000 [15:18<47:50,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1935/8000 [15:19<46:33,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1936/8000 [15:20<55:53,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1937/8000 [15:20<47:24,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1938/8000 [15:20<47:09,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1939/8000 [15:21<45:43,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1940/8000 [15:22<57:06,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1941/8000 [15:22<46:56,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1942/8000 [15:22<46:35,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1943/8000 [15:23<45:11,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1944/8000 [15:24<58:32,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1945/8000 [15:24<46:31,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1946/8000 [15:24<45:53,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1947/8000 [15:25<45:31,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1948/8000 [15:26<59:33,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1949/8000 [15:26<46:28,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1950/8000 [15:26<45:07,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1951/8000 [15:27<45:26,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1953/8000 [15:28<45:55,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1954/8000 [15:28<36:47,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1955/8000 [15:29<51:02,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1957/8000 [15:30<50:19,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1958/8000 [15:30<39:23,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  24%|██▍       | 1959/8000 [15:31<52:21,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1961/8000 [15:32<51:41,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1962/8000 [15:32<40:04,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1963/8000 [15:32<52:09,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1965/8000 [15:33<52:00,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1966/8000 [15:34<40:37,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1967/8000 [15:34<51:14,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1969/8000 [15:35<51:43,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1970/8000 [15:36<41:44,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1971/8000 [15:36<36:47,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1972/8000 [15:36<38:47,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1974/8000 [15:37<43:53,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1975/8000 [15:38<44:21,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1976/8000 [15:38<41:56,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1978/8000 [15:39<46:58,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1979/8000 [15:40<45:44,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1980/8000 [15:40<41:39,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1982/8000 [15:41<39:06,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1983/8000 [15:41<44:24,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1984/8000 [15:42<51:43,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1985/8000 [15:42<39:14,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1986/8000 [15:43<45:45,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1987/8000 [15:43<49:21,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1988/8000 [15:44<53:27,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1989/8000 [15:44<40:52,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1990/8000 [15:45<47:30,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1991/8000 [15:45<51:44,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1992/8000 [15:46<52:57,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1993/8000 [15:46<40:53,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1994/8000 [15:47<48:09,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1995/8000 [15:47<53:28,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1996/8000 [15:48<52:11,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1997/8000 [15:48<40:28,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1998/8000 [15:49<47:56,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▍       | 1999/8000 [15:49<41:55,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2000/8000 [15:49<34:48,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2001/8000 [15:49<31:10,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2002/8000 [15:50<35:15,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2003/8000 [15:51<48:50,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2004/8000 [15:51<47:30,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2005/8000 [15:51<41:34,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2006/8000 [15:52<40:58,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2007/8000 [15:52<53:38,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2008/8000 [15:53<50:14,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2009/8000 [15:53<44:32,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2010/8000 [15:54<41:47,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2011/8000 [15:55<1:07:07,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2012/8000 [15:55<57:14,  1.74draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2013/8000 [15:55<46:46,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2015/8000 [15:56<38:44,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2016/8000 [15:57<1:06:48,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2017/8000 [15:57<53:20,  1.87draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2018/8000 [15:57<40:24,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2019/8000 [15:58<36:50,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2020/8000 [15:59<1:05:57,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2021/8000 [15:59<52:52,  1.88draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2022/8000 [15:59<40:09,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2023/8000 [16:00<36:10,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2024/8000 [16:01<1:05:41,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2025/8000 [16:01<54:12,  1.84draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2027/8000 [16:02<42:42,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2028/8000 [16:03<1:10:27,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2029/8000 [16:03<57:34,  1.73draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2031/8000 [16:04<44:44,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2032/8000 [16:05<1:12:56,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2033/8000 [16:05<58:01,  1.71draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2035/8000 [16:06<45:07,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2036/8000 [16:07<1:14:50,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2037/8000 [16:07<57:46,  1.72draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  25%|██▌       | 2039/8000 [16:07<44:55,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2040/8000 [16:09<1:16:23,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2041/8000 [16:09<56:59,  1.74draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2043/8000 [16:09<44:25,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2044/8000 [16:11<1:17:47,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2046/8000 [16:11<55:55,  1.77draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2047/8000 [16:11<47:01,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2048/8000 [16:13<1:20:01,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2051/8000 [16:13<59:25,  1.67draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2052/8000 [16:15<1:29:16,  1.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2055/8000 [16:15<1:05:42,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2056/8000 [16:16<1:05:30,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2057/8000 [16:17<1:17:30,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2059/8000 [16:17<57:13,  1.73draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2060/8000 [16:18<1:00:07,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2061/8000 [16:19<1:11:03,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2062/8000 [16:19<52:45,  1.88draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2064/8000 [16:19<39:44,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2065/8000 [16:20<1:05:47,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2066/8000 [16:21<57:19,  1.73draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2067/8000 [16:21<43:58,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2068/8000 [16:21<36:16,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2069/8000 [16:21<33:43,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2070/8000 [16:23<1:03:47,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2071/8000 [16:23<48:42,  2.03draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2072/8000 [16:23<40:08,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2073/8000 [16:23<35:19,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2074/8000 [16:24<36:21,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2075/8000 [16:25<59:24,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2076/8000 [16:25<46:47,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2077/8000 [16:25<38:56,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2078/8000 [16:26<39:22,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2079/8000 [16:26<44:03,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2080/8000 [16:27<49:18,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2081/8000 [16:27<39:14,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2082/8000 [16:28<45:35,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2083/8000 [16:28<41:00,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2084/8000 [16:29<55:16,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2085/8000 [16:29<1:01:00,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2086/8000 [16:30<51:35,  1.91draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2087/8000 [16:30<56:35,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2088/8000 [16:31<47:06,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2089/8000 [16:31<36:42,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2090/8000 [16:32<51:11,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2091/8000 [16:32<57:12,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2092/8000 [16:33<48:12,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2094/8000 [16:34<47:50,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2095/8000 [16:34<54:49,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2096/8000 [16:35<46:00,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2097/8000 [16:35<35:23,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2098/8000 [16:36<50:00,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▌       | 2099/8000 [16:36<56:25,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2100/8000 [16:37<46:26,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2101/8000 [16:37<36:11,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2102/8000 [16:38<50:49,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2103/8000 [16:38<57:35,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2104/8000 [16:38<45:32,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2105/8000 [16:39<37:08,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2106/8000 [16:40<50:43,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2107/8000 [16:40<58:46,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2108/8000 [16:40<44:28,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2109/8000 [16:41<37:34,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2110/8000 [16:41<50:30,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2111/8000 [16:42<1:01:41,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2113/8000 [16:43<47:33,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2114/8000 [16:43<58:02,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2115/8000 [16:44<1:04:02,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2116/8000 [16:44<49:09,  1.99draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2117/8000 [16:45<41:10,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2118/8000 [16:45<51:43,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2119/8000 [16:46<59:28,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  26%|██▋       | 2120/8000 [16:46<47:13,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2121/8000 [16:47<38:52,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2122/8000 [16:47<49:39,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2123/8000 [16:48<58:18,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2124/8000 [16:48<46:37,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2125/8000 [16:49<37:46,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2126/8000 [16:49<48:53,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2127/8000 [16:50<57:38,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2128/8000 [16:50<46:31,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2129/8000 [16:50<36:59,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2130/8000 [16:51<48:49,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2131/8000 [16:52<57:14,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2132/8000 [16:52<46:45,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2133/8000 [16:52<36:50,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2134/8000 [16:53<48:54,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2135/8000 [16:54<57:01,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2136/8000 [16:54<47:16,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2137/8000 [16:54<36:28,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2138/8000 [16:55<48:43,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2139/8000 [16:56<56:59,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2140/8000 [16:56<47:16,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2141/8000 [16:56<36:13,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2142/8000 [16:57<49:03,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2144/8000 [16:58<45:27,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2145/8000 [16:58<42:20,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2146/8000 [16:59<53:32,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2148/8000 [17:00<48:37,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2149/8000 [17:00<44:12,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2150/8000 [17:01<55:57,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2152/8000 [17:01<46:24,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2153/8000 [17:02<39:31,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2154/8000 [17:02<35:13,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2156/8000 [17:03<45:50,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2157/8000 [17:04<39:13,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2158/8000 [17:04<34:35,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2160/8000 [17:05<45:21,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2161/8000 [17:06<39:19,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2162/8000 [17:06<34:18,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2164/8000 [17:07<45:24,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2165/8000 [17:08<39:15,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2166/8000 [17:08<33:41,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2168/8000 [17:09<37:42,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2169/8000 [17:09<41:27,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2170/8000 [17:10<35:36,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2171/8000 [17:10<32:57,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2172/8000 [17:11<49:34,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2173/8000 [17:11<50:16,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2174/8000 [17:11<41:29,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2175/8000 [17:12<37:03,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2176/8000 [17:13<52:45,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2177/8000 [17:13<52:07,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2178/8000 [17:13<42:35,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2179/8000 [17:14<37:53,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2180/8000 [17:14<46:32,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2181/8000 [17:15<40:02,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2182/8000 [17:15<42:40,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2183/8000 [17:16<43:54,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2184/8000 [17:16<50:49,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2185/8000 [17:17<43:04,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2186/8000 [17:17<44:52,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2187/8000 [17:18<45:05,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2188/8000 [17:18<51:53,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2189/8000 [17:18<44:06,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2190/8000 [17:19<45:38,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2191/8000 [17:19<45:14,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2192/8000 [17:20<51:56,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2193/8000 [17:20<44:39,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2194/8000 [17:21<45:57,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2195/8000 [17:21<44:49,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2196/8000 [17:22<51:42,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2197/8000 [17:22<45:51,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  27%|██▋       | 2198/8000 [17:23<44:19,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2200/8000 [17:24<47:57,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2201/8000 [17:24<44:43,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2202/8000 [17:25<42:26,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2204/8000 [17:26<46:29,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2205/8000 [17:26<44:38,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2206/8000 [17:27<41:35,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2207/8000 [17:27<32:19,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2208/8000 [17:28<52:55,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2209/8000 [17:28<50:36,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2210/8000 [17:29<44:09,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2211/8000 [17:29<36:27,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2212/8000 [17:30<53:51,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2213/8000 [17:30<52:11,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2214/8000 [17:31<44:01,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2215/8000 [17:31<37:11,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2217/8000 [17:32<47:42,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2218/8000 [17:32<39:30,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2219/8000 [17:33<34:18,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2221/8000 [17:34<45:53,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2222/8000 [17:34<38:39,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2223/8000 [17:35<32:38,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2225/8000 [17:36<36:46,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2226/8000 [17:36<42:44,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2227/8000 [17:36<35:30,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2228/8000 [17:37<31:57,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2229/8000 [17:37<33:05,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2230/8000 [17:38<38:12,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2231/8000 [17:38<43:45,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2232/8000 [17:38<36:50,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2233/8000 [17:39<58:23,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2234/8000 [17:40<58:24,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2236/8000 [17:40<43:48,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2237/8000 [17:41<1:03:06,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2238/8000 [17:42<1:02:32,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2240/8000 [17:42<46:33,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2241/8000 [17:43<1:03:57,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2242/8000 [17:44<1:04:05,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2244/8000 [17:44<47:46,  2.01draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2245/8000 [17:45<1:03:40,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2246/8000 [17:46<1:04:36,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2247/8000 [17:46<48:11,  1.99draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2248/8000 [17:46<36:54,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2249/8000 [17:47<55:18,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2250/8000 [17:48<1:02:07,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2251/8000 [17:48<46:32,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2252/8000 [17:49<1:02:15,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2253/8000 [17:50<1:04:07,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2254/8000 [17:50<48:14,  1.98draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2256/8000 [17:51<46:12,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2257/8000 [17:51<39:28,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2258/8000 [17:52<48:48,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2259/8000 [17:52<37:19,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2261/8000 [17:53<38:45,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2262/8000 [17:53<32:44,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2263/8000 [17:54<47:50,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2264/8000 [17:54<37:02,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2265/8000 [17:55<48:29,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2266/8000 [17:55<38:07,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2267/8000 [17:56<56:37,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2268/8000 [17:57<1:01:59,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2269/8000 [17:57<46:22,  2.06draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2270/8000 [17:58<57:56,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2272/8000 [17:58<43:33,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2273/8000 [17:59<54:04,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2274/8000 [18:00<1:04:44,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2275/8000 [18:00<51:49,  1.84draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2276/8000 [18:01<57:48,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2277/8000 [18:02<1:07:58,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  28%|██▊       | 2280/8000 [18:03<56:40,  1.68draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2282/8000 [18:04<53:56,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2285/8000 [18:05<46:33,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2286/8000 [18:06<1:01:59,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2289/8000 [18:07<52:09,  1.82draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2290/8000 [18:08<1:06:29,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2293/8000 [18:08<54:58,  1.73draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2294/8000 [18:10<1:08:43,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2297/8000 [18:10<56:21,  1.69draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▊       | 2298/8000 [18:11<1:10:08,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2301/8000 [18:12<57:10,  1.66draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2302/8000 [18:13<1:11:11,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2304/8000 [18:14<51:27,  1.84draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2305/8000 [18:14<56:51,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2306/8000 [18:15<1:11:14,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2308/8000 [18:15<51:29,  1.84draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2309/8000 [18:16<56:25,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2310/8000 [18:17<1:10:40,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2312/8000 [18:17<51:20,  1.85draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2313/8000 [18:18<55:21,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2314/8000 [18:19<1:10:59,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2316/8000 [18:19<51:22,  1.84draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2317/8000 [18:20<54:53,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2318/8000 [18:21<1:11:46,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2320/8000 [18:22<1:00:44,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2321/8000 [18:22<49:06,  1.93draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2322/8000 [18:23<1:03:07,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2324/8000 [18:24<53:45,  1.76draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2325/8000 [18:24<45:10,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2326/8000 [18:25<1:00:25,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2328/8000 [18:26<51:20,  1.84draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2329/8000 [18:26<44:19,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2331/8000 [18:27<46:04,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2332/8000 [18:28<48:16,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2333/8000 [18:28<42:31,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2335/8000 [18:29<39:05,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2336/8000 [18:29<39:00,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2337/8000 [18:30<51:54,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2339/8000 [18:31<45:26,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2340/8000 [18:31<43:51,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2341/8000 [18:32<55:13,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2342/8000 [18:32<41:51,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2343/8000 [18:33<43:57,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2344/8000 [18:33<43:22,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2345/8000 [18:34<54:48,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2346/8000 [18:34<41:54,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2347/8000 [18:34<43:04,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2348/8000 [18:35<43:30,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2349/8000 [18:36<54:27,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2350/8000 [18:36<42:16,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2351/8000 [18:36<37:19,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2352/8000 [18:36<31:26,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2353/8000 [18:37<35:15,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2354/8000 [18:38<53:39,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2355/8000 [18:38<44:43,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2356/8000 [18:38<36:49,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2357/8000 [18:39<38:51,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2358/8000 [18:40<56:46,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  29%|██▉       | 2359/8000 [18:40<46:17,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2360/8000 [18:41<51:04,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2361/8000 [18:41<50:45,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2362/8000 [18:42<49:16,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2364/8000 [18:42<38:07,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2365/8000 [18:43<46:14,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2367/8000 [18:43<36:16,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2368/8000 [18:44<45:23,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2369/8000 [18:44<47:13,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2370/8000 [18:45<44:32,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2371/8000 [18:45<38:53,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2372/8000 [18:46<47:26,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2373/8000 [18:46<48:29,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2374/8000 [18:47<52:28,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2375/8000 [18:48<56:38,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2377/8000 [18:48<43:03,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2378/8000 [18:48<40:11,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2379/8000 [18:49<45:37,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2380/8000 [18:50<52:12,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2381/8000 [18:50<43:14,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2382/8000 [18:50<40:29,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2383/8000 [18:51<45:35,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2384/8000 [18:51<51:57,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2385/8000 [18:52<43:27,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2386/8000 [18:52<40:51,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2387/8000 [18:53<45:23,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2388/8000 [18:53<51:26,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2389/8000 [18:54<44:00,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2390/8000 [18:54<41:13,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2391/8000 [18:55<44:50,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2392/8000 [18:55<51:25,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2393/8000 [18:56<44:03,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2394/8000 [18:56<41:24,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2395/8000 [18:56<38:03,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2396/8000 [18:57<33:51,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2397/8000 [18:58<52:04,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2398/8000 [18:58<47:15,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|██▉       | 2399/8000 [18:58<42:05,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2400/8000 [18:59<36:11,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2401/8000 [19:00<53:45,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2402/8000 [19:00<48:26,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2403/8000 [19:00<42:03,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2404/8000 [19:00<37:06,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2405/8000 [19:01<54:02,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2406/8000 [19:02<48:57,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2407/8000 [19:02<41:48,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2408/8000 [19:02<37:12,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2409/8000 [19:03<53:59,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2410/8000 [19:04<49:32,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2411/8000 [19:04<41:42,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2412/8000 [19:04<36:40,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2413/8000 [19:05<53:28,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2414/8000 [19:06<43:22,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2415/8000 [19:06<37:12,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2416/8000 [19:06<32:22,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2417/8000 [19:07<57:45,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2418/8000 [19:08<46:14,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2419/8000 [19:08<40:49,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2420/8000 [19:08<33:09,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2421/8000 [19:09<58:34,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2422/8000 [19:09<46:46,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2423/8000 [19:10<42:45,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2425/8000 [19:10<38:05,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2426/8000 [19:11<54:28,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2427/8000 [19:12<49:23,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2429/8000 [19:12<42:02,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2430/8000 [19:13<42:36,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2431/8000 [19:13<43:58,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2432/8000 [19:14<43:40,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2434/8000 [19:14<37:29,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2435/8000 [19:15<39:58,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2436/8000 [19:15<41:12,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2437/8000 [19:16<41:51,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2438/8000 [19:16<43:07,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2439/8000 [19:16<36:06,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  30%|███       | 2440/8000 [19:17<34:22,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2441/8000 [19:17<35:50,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2442/8000 [19:18<38:57,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2443/8000 [19:18<46:33,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2444/8000 [19:19<40:42,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2446/8000 [19:19<34:45,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2447/8000 [19:20<57:34,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2448/8000 [19:21<48:03,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2449/8000 [19:21<37:20,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2450/8000 [19:21<35:18,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2451/8000 [19:22<38:31,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2452/8000 [19:22<31:41,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2453/8000 [19:22<36:53,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2454/8000 [19:23<33:05,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2455/8000 [19:23<36:20,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2456/8000 [19:23<32:18,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2457/8000 [19:24<35:58,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2458/8000 [19:24<31:44,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2459/8000 [19:24<35:49,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2460/8000 [19:25<45:55,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2461/8000 [19:26<45:40,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2462/8000 [19:26<37:40,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2463/8000 [19:26<39:27,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2464/8000 [19:27<49:12,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2465/8000 [19:28<48:11,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2466/8000 [19:28<38:54,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2467/8000 [19:28<39:43,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2468/8000 [19:29<50:00,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2469/8000 [19:30<49:02,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2470/8000 [19:30<39:19,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2471/8000 [19:30<35:22,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2472/8000 [19:30<28:50,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2473/8000 [19:31<30:11,  3.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2474/8000 [19:32<52:46,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2475/8000 [19:32<44:50,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2476/8000 [19:32<34:55,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2477/8000 [19:33<35:05,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2478/8000 [19:34<56:05,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2479/8000 [19:34<47:15,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2480/8000 [19:34<36:07,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2481/8000 [19:35<37:07,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2482/8000 [19:36<56:35,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2483/8000 [19:36<47:44,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2484/8000 [19:36<36:12,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2485/8000 [19:37<38:43,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2486/8000 [19:38<56:11,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2487/8000 [19:38<47:37,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2489/8000 [19:38<41:54,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2490/8000 [19:39<57:17,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2491/8000 [19:40<48:33,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2493/8000 [19:40<42:40,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2494/8000 [19:41<57:22,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2495/8000 [19:42<49:41,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2497/8000 [19:42<43:00,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2498/8000 [19:43<40:56,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███       | 2499/8000 [19:43<45:20,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2500/8000 [19:44<41:26,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2501/8000 [19:44<45:20,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2502/8000 [19:45<42:04,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2503/8000 [19:45<47:07,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2504/8000 [19:46<42:09,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2505/8000 [19:46<45:56,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2506/8000 [19:47<42:00,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2507/8000 [19:47<48:18,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2508/8000 [19:48<42:17,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2509/8000 [19:48<45:52,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2510/8000 [19:49<41:36,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2511/8000 [19:49<49:02,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2512/8000 [19:50<42:03,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2513/8000 [19:50<46:00,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2514/8000 [19:51<41:08,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2515/8000 [19:52<56:42,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2516/8000 [19:52<56:18,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2517/8000 [19:52<48:25,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2518/8000 [19:53<55:34,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  31%|███▏      | 2519/8000 [19:53<45:05,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2520/8000 [19:54<48:34,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2521/8000 [19:54<42:59,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2522/8000 [19:55<51:32,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2523/8000 [19:55<41:47,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2524/8000 [19:56<46:37,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2525/8000 [19:56<41:32,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2527/8000 [19:57<39:43,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2528/8000 [19:57<33:10,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2529/8000 [19:58<41:06,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2530/8000 [19:58<37:10,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2531/8000 [19:59<47:18,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2532/8000 [19:59<38:37,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2533/8000 [20:00<45:42,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2534/8000 [20:01<1:06:23,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2535/8000 [20:02<1:06:09,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2536/8000 [20:02<53:11,  1.71draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2537/8000 [20:03<58:08,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2538/8000 [20:03<46:23,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2539/8000 [20:04<52:48,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2540/8000 [20:04<43:00,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2541/8000 [20:05<51:06,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2542/8000 [20:05<41:29,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2543/8000 [20:06<55:39,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2544/8000 [20:07<59:58,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2545/8000 [20:07<47:43,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2546/8000 [20:08<55:03,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2547/8000 [20:08<43:04,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2548/8000 [20:09<51:03,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2549/8000 [20:09<41:39,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2550/8000 [20:10<52:08,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2551/8000 [20:10<39:27,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2552/8000 [20:11<48:32,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2553/8000 [20:11<39:58,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2554/8000 [20:12<52:43,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2556/8000 [20:13<48:03,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2557/8000 [20:13<39:30,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2558/8000 [20:15<1:14:58,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2559/8000 [20:15<57:57,  1.56draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2560/8000 [20:16<1:05:51,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2561/8000 [20:17<1:08:05,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2562/8000 [20:17<53:05,  1.71draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2563/8000 [20:18<1:02:09,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2564/8000 [20:19<1:05:38,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2565/8000 [20:19<51:39,  1.75draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2566/8000 [20:20<1:00:41,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2567/8000 [20:20<48:27,  1.87draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2568/8000 [20:20<50:34,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2569/8000 [20:21<40:54,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2570/8000 [20:22<52:42,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2571/8000 [20:22<44:34,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2572/8000 [20:22<46:38,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2573/8000 [20:23<38:21,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2574/8000 [20:24<50:22,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2575/8000 [20:24<44:52,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2576/8000 [20:24<45:03,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2577/8000 [20:25<37:34,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2578/8000 [20:25<49:45,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2579/8000 [20:26<46:20,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2580/8000 [20:26<44:04,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2581/8000 [20:27<37:08,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2582/8000 [20:27<48:54,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2583/8000 [20:28<47:25,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2584/8000 [20:28<43:37,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2585/8000 [20:28<36:46,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2586/8000 [20:29<47:58,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2587/8000 [20:30<57:48,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2588/8000 [20:30<46:43,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2589/8000 [20:31<52:38,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2591/8000 [20:32<46:08,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2592/8000 [20:32<46:43,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2593/8000 [20:33<52:13,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2595/8000 [20:34<46:39,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2596/8000 [20:34<46:32,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2597/8000 [20:35<50:43,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▏      | 2599/8000 [20:35<39:48,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  32%|███▎      | 2600/8000 [20:36<54:07,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2601/8000 [20:37<55:17,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2603/8000 [20:38<56:13,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2604/8000 [20:39<56:32,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2605/8000 [20:39<51:36,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2606/8000 [20:40<50:14,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2608/8000 [20:40<39:41,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2609/8000 [20:41<58:26,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2610/8000 [20:42<53:16,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2612/8000 [20:42<41:58,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2613/8000 [20:43<1:01:07,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2614/8000 [20:44<53:32,  1.68draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2616/8000 [20:44<42:28,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2617/8000 [20:46<1:12:10,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2619/8000 [20:46<55:28,  1.62draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2620/8000 [20:47<1:13:15,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2621/8000 [20:48<58:41,  1.53draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2623/8000 [20:48<46:19,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2624/8000 [20:48<42:17,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2625/8000 [20:49<52:24,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2626/8000 [20:49<40:42,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2627/8000 [20:50<32:51,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2628/8000 [20:50<44:12,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2630/8000 [20:51<42:11,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2631/8000 [20:51<33:26,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2632/8000 [20:51<27:25,  3.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2633/8000 [20:52<44:32,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2634/8000 [20:53<50:00,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2635/8000 [20:53<39:14,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2636/8000 [20:53<30:34,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2637/8000 [20:54<49:17,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2638/8000 [20:55<51:35,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2639/8000 [20:55<40:58,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2641/8000 [20:57<52:17,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2642/8000 [20:57<41:35,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2644/8000 [20:58<45:33,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2645/8000 [20:59<46:46,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2646/8000 [20:59<36:55,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2648/8000 [21:00<43:11,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2649/8000 [21:01<44:39,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2650/8000 [21:01<34:43,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2651/8000 [21:02<50:58,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2652/8000 [21:02<38:53,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2653/8000 [21:03<49:16,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2654/8000 [21:04<1:01:52,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2655/8000 [21:04<47:19,  1.88draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2656/8000 [21:04<38:28,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2657/8000 [21:05<41:34,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2658/8000 [21:06<56:55,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2659/8000 [21:06<44:22,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2660/8000 [21:06<36:58,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2661/8000 [21:07<38:58,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2662/8000 [21:08<55:35,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2663/8000 [21:08<43:30,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2664/8000 [21:08<36:35,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2665/8000 [21:09<37:54,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2666/8000 [21:10<55:12,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2667/8000 [21:10<43:22,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2668/8000 [21:10<36:32,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2669/8000 [21:11<37:56,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2670/8000 [21:12<54:53,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2671/8000 [21:12<43:18,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2672/8000 [21:12<36:36,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2673/8000 [21:13<37:54,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2674/8000 [21:13<33:43,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2675/8000 [21:14<44:32,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2676/8000 [21:14<42:33,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2677/8000 [21:15<41:35,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2678/8000 [21:15<36:35,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  33%|███▎      | 2679/8000 [21:16<46:27,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2680/8000 [21:16<37:33,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2681/8000 [21:16<32:55,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2682/8000 [21:17<34:42,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2683/8000 [21:18<50:11,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2685/8000 [21:18<38:49,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2686/8000 [21:18<34:02,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2687/8000 [21:19<42:51,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2688/8000 [21:19<48:07,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2690/8000 [21:20<41:03,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2691/8000 [21:21<47:25,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2692/8000 [21:21<40:17,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2693/8000 [21:21<38:47,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2695/8000 [21:22<34:48,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2696/8000 [21:22<37:22,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2697/8000 [21:23<31:52,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2698/8000 [21:23<39:18,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▎      | 2699/8000 [21:24<43:13,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2700/8000 [21:24<43:19,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2701/8000 [21:25<36:15,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2702/8000 [21:25<41:39,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2703/8000 [21:26<45:34,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2704/8000 [21:26<44:34,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2705/8000 [21:27<37:36,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2706/8000 [21:27<41:53,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2707/8000 [21:27<32:57,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2708/8000 [21:28<36:55,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2709/8000 [21:29<45:21,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2710/8000 [21:29<45:49,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2711/8000 [21:29<35:54,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2712/8000 [21:30<40:10,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2713/8000 [21:31<48:05,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2714/8000 [21:31<45:45,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2715/8000 [21:31<36:13,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2716/8000 [21:32<41:24,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2717/8000 [21:33<48:37,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2718/8000 [21:33<45:04,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2719/8000 [21:33<36:01,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2720/8000 [21:34<41:38,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2721/8000 [21:35<49:02,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2722/8000 [21:35<44:26,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2723/8000 [21:35<35:58,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2724/8000 [21:36<41:44,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2725/8000 [21:37<50:04,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2726/8000 [21:37<43:33,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2727/8000 [21:37<35:44,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2728/8000 [21:38<41:34,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2729/8000 [21:38<38:11,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2730/8000 [21:39<39:27,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2731/8000 [21:39<34:47,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2732/8000 [21:40<47:59,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2733/8000 [21:40<41:05,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2734/8000 [21:40<42:09,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2735/8000 [21:41<35:47,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2736/8000 [21:41<30:53,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2737/8000 [21:42<41:05,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2738/8000 [21:42<48:27,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2739/8000 [21:43<39:23,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2740/8000 [21:43<33:53,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2741/8000 [21:44<45:02,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2742/8000 [21:44<49:50,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2743/8000 [21:45<39:26,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2744/8000 [21:45<34:22,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2745/8000 [21:46<46:41,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2746/8000 [21:46<50:08,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2747/8000 [21:46<38:51,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2748/8000 [21:47<34:47,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2749/8000 [21:48<47:00,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2750/8000 [21:48<53:11,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2751/8000 [21:49<46:31,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2752/8000 [21:49<46:13,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2753/8000 [21:50<41:01,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2754/8000 [21:50<47:43,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2755/8000 [21:51<44:28,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2756/8000 [21:51<44:17,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2757/8000 [21:52<39:39,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2758/8000 [21:52<45:35,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2759/8000 [21:53<44:05,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  34%|███▍      | 2760/8000 [21:53<43:39,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2761/8000 [21:54<39:49,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2762/8000 [21:54<44:13,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2763/8000 [21:55<44:11,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2764/8000 [21:55<43:03,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2765/8000 [21:56<40:29,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2766/8000 [21:56<43:59,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2767/8000 [21:57<43:59,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2768/8000 [21:57<42:18,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2769/8000 [21:58<41:29,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2770/8000 [21:58<43:56,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2771/8000 [21:59<44:11,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2772/8000 [21:59<41:28,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2773/8000 [22:00<42:35,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2774/8000 [22:00<42:40,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2775/8000 [22:01<44:06,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2776/8000 [22:01<40:55,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2777/8000 [22:02<43:48,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2778/8000 [22:02<41:55,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2779/8000 [22:03<44:10,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2780/8000 [22:03<40:15,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2781/8000 [22:04<44:37,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2782/8000 [22:04<41:02,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2783/8000 [22:05<44:30,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2785/8000 [22:05<35:42,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2786/8000 [22:06<50:50,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2787/8000 [22:06<51:24,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2789/8000 [22:07<40:58,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2790/8000 [22:08<52:59,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2791/8000 [22:08<53:32,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2793/8000 [22:09<42:47,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2794/8000 [22:10<53:00,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2795/8000 [22:10<54:38,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2797/8000 [22:11<43:28,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2798/8000 [22:12<52:25,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▍      | 2799/8000 [22:12<40:00,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2800/8000 [22:12<42:30,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2802/8000 [22:14<45:50,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2803/8000 [22:14<35:56,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2804/8000 [22:14<39:57,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2806/8000 [22:16<43:41,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2807/8000 [22:16<34:55,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2808/8000 [22:16<39:14,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2810/8000 [22:17<42:58,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2811/8000 [22:18<34:26,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2812/8000 [22:18<39:06,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2814/8000 [22:19<42:45,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2815/8000 [22:20<34:28,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2816/8000 [22:20<39:06,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2818/8000 [22:20<30:49,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2819/8000 [22:21<44:57,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2820/8000 [22:22<51:24,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2822/8000 [22:22<39:25,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2823/8000 [22:23<50:38,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2824/8000 [22:24<56:01,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2826/8000 [22:24<42:30,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2827/8000 [22:25<52:32,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2828/8000 [22:26<57:59,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2829/8000 [22:26<43:46,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2830/8000 [22:26<33:39,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2831/8000 [22:27<46:04,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2832/8000 [22:28<53:31,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2833/8000 [22:28<41:26,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2835/8000 [22:29<41:19,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2836/8000 [22:30<50:18,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2837/8000 [22:30<40:20,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  35%|███▌      | 2839/8000 [22:31<40:03,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2840/8000 [22:32<54:44,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2842/8000 [22:33<49:55,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2843/8000 [22:34<56:30,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2844/8000 [22:34<45:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2846/8000 [22:35<42:51,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2847/8000 [22:36<51:58,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2848/8000 [22:36<42:20,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2850/8000 [22:37<40:28,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2852/8000 [22:38<39:34,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2853/8000 [22:38<31:52,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2854/8000 [22:39<45:21,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2855/8000 [22:40<55:07,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2856/8000 [22:40<42:30,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2858/8000 [22:41<41:06,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2860/8000 [22:42<40:45,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2861/8000 [22:42<34:03,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2862/8000 [22:43<44:08,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2863/8000 [22:43<33:45,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2865/8000 [22:44<34:21,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2866/8000 [22:45<49:33,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2867/8000 [22:45<38:03,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2869/8000 [22:45<37:08,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2870/8000 [22:46<51:09,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2871/8000 [22:47<40:22,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2873/8000 [22:47<38:12,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2874/8000 [22:48<51:51,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2875/8000 [22:49<42:08,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2877/8000 [22:49<38:50,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2878/8000 [22:50<52:31,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2879/8000 [22:51<43:37,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2881/8000 [22:51<39:27,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2882/8000 [22:52<53:11,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2883/8000 [22:53<43:59,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2885/8000 [22:53<39:39,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2886/8000 [22:54<36:19,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2887/8000 [22:54<42:31,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2888/8000 [22:55<36:16,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2889/8000 [22:55<43:44,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2890/8000 [22:56<39:07,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2891/8000 [22:56<43:20,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2892/8000 [22:56<37:33,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2893/8000 [22:57<44:33,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2894/8000 [22:58<40:40,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2895/8000 [22:58<42:46,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2896/8000 [22:58<37:52,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2897/8000 [22:59<44:23,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2898/8000 [23:00<41:29,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▌      | 2899/8000 [23:00<42:00,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2900/8000 [23:00<38:11,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2901/8000 [23:01<43:55,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2902/8000 [23:01<41:31,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2903/8000 [23:02<41:19,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2904/8000 [23:02<38:22,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2905/8000 [23:03<43:50,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2906/8000 [23:03<41:45,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2907/8000 [23:04<40:33,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2908/8000 [23:04<38:40,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2909/8000 [23:05<43:51,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2910/8000 [23:05<41:44,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2911/8000 [23:06<40:17,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2912/8000 [23:06<39:29,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2913/8000 [23:07<43:40,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2914/8000 [23:07<41:54,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2915/8000 [23:08<39:45,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2916/8000 [23:08<40:18,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2918/8000 [23:09<35:43,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2919/8000 [23:10<47:02,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  36%|███▋      | 2920/8000 [23:10<35:40,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2921/8000 [23:10<34:47,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2923/8000 [23:12<43:00,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2925/8000 [23:12<36:12,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2927/8000 [23:14<43:57,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2929/8000 [23:14<36:54,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2931/8000 [23:16<44:37,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2933/8000 [23:16<37:08,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2935/8000 [23:18<45:04,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2937/8000 [23:18<37:15,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2939/8000 [23:20<45:10,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2941/8000 [23:20<37:24,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2943/8000 [23:21<44:56,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2945/8000 [23:22<37:24,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2947/8000 [23:23<44:50,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2949/8000 [23:24<37:31,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2951/8000 [23:25<44:43,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2953/8000 [23:26<37:31,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2955/8000 [23:27<38:36,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2956/8000 [23:27<38:57,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2958/8000 [23:28<33:59,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2959/8000 [23:29<47:44,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2960/8000 [23:29<44:34,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2963/8000 [23:30<36:00,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2964/8000 [23:31<49:31,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2965/8000 [23:31<44:30,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2967/8000 [23:31<32:29,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2968/8000 [23:33<59:03,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2969/8000 [23:33<50:44,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2971/8000 [23:33<37:47,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2972/8000 [23:35<1:01:41,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2973/8000 [23:35<51:47,  1.62draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2975/8000 [23:35<39:10,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2976/8000 [23:37<1:01:57,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2977/8000 [23:37<51:18,  1.63draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2978/8000 [23:37<38:49,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2979/8000 [23:37<31:59,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2980/8000 [23:39<55:34,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2981/8000 [23:39<46:14,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2982/8000 [23:39<35:36,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2983/8000 [23:39<31:35,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2984/8000 [23:41<53:39,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2985/8000 [23:41<44:25,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2986/8000 [23:41<35:13,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2987/8000 [23:41<31:47,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2988/8000 [23:42<53:14,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2989/8000 [23:43<43:35,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2990/8000 [23:43<35:05,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2991/8000 [23:43<32:26,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2992/8000 [23:44<52:56,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2993/8000 [23:45<43:37,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2994/8000 [23:45<34:31,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2995/8000 [23:45<32:57,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2996/8000 [23:46<52:31,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2997/8000 [23:47<43:43,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2998/8000 [23:47<33:56,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  37%|███▋      | 2999/8000 [23:47<33:22,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3000/8000 [23:48<52:13,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3001/8000 [23:49<43:17,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3002/8000 [23:49<33:31,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3003/8000 [23:49<34:05,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3004/8000 [23:50<48:34,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3005/8000 [23:50<37:24,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3006/8000 [23:51<32:28,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3007/8000 [23:51<26:07,  3.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3008/8000 [23:52<53:49,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3009/8000 [23:52<41:31,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3010/8000 [23:52<34:21,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3011/8000 [23:53<27:37,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3012/8000 [23:54<55:28,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3013/8000 [23:54<42:46,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3014/8000 [23:54<34:29,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3015/8000 [23:55<28:05,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3016/8000 [23:56<56:25,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3017/8000 [23:56<43:21,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3018/8000 [23:56<34:22,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3019/8000 [23:57<28:11,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3020/8000 [23:58<57:00,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3021/8000 [23:58<42:58,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3022/8000 [23:58<34:11,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3023/8000 [23:58<27:40,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3024/8000 [24:00<57:42,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3026/8000 [24:00<43:32,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3027/8000 [24:00<34:02,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3028/8000 [24:02<1:03:08,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3030/8000 [24:02<48:59,  1.69draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3031/8000 [24:04<1:14:10,  1.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3033/8000 [24:04<53:44,  1.54draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3034/8000 [24:04<43:02,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3035/8000 [24:06<1:09:46,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3037/8000 [24:06<50:46,  1.63draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3038/8000 [24:06<40:12,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3039/8000 [24:08<1:08:07,  1.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3041/8000 [24:08<50:02,  1.65draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3042/8000 [24:08<38:29,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3043/8000 [24:09<43:06,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3044/8000 [24:10<56:33,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3045/8000 [24:10<45:12,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3046/8000 [24:11<48:12,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3047/8000 [24:12<1:00:54,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3049/8000 [24:12<44:39,  1.85draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3050/8000 [24:13<48:12,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3051/8000 [24:14<1:01:11,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3053/8000 [24:14<44:33,  1.85draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3054/8000 [24:15<48:36,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3055/8000 [24:16<1:01:19,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3057/8000 [24:16<44:30,  1.85draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3058/8000 [24:17<52:01,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3059/8000 [24:17<39:26,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3060/8000 [24:18<50:46,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3061/8000 [24:19<55:54,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3063/8000 [24:19<41:12,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3064/8000 [24:20<51:47,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3065/8000 [24:21<57:56,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3067/8000 [24:21<42:05,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3068/8000 [24:22<52:31,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3069/8000 [24:23<58:54,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3071/8000 [24:23<42:33,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3072/8000 [24:24<53:08,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3073/8000 [24:25<1:00:52,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3075/8000 [24:26<54:51,  1.50draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3076/8000 [24:27<1:00:49,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  38%|███▊      | 3079/8000 [24:28<50:50,  1.61draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3081/8000 [24:28<43:09,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3082/8000 [24:29<38:46,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3085/8000 [24:30<40:03,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3086/8000 [24:31<37:28,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3089/8000 [24:31<34:11,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3090/8000 [24:32<37:53,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3091/8000 [24:32<36:18,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3093/8000 [24:33<37:18,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3095/8000 [24:34<32:55,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3096/8000 [24:34<32:59,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3097/8000 [24:35<46:46,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▊      | 3099/8000 [24:36<39:25,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3100/8000 [24:36<37:57,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3101/8000 [24:37<50:36,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3102/8000 [24:37<38:17,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3103/8000 [24:38<36:29,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3104/8000 [24:38<36:22,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3105/8000 [24:39<49:41,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3106/8000 [24:39<37:58,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3107/8000 [24:40<35:13,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3108/8000 [24:40<36:01,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3109/8000 [24:41<49:34,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3110/8000 [24:41<38:27,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3111/8000 [24:42<34:50,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3112/8000 [24:42<35:39,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3113/8000 [24:43<49:19,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3114/8000 [24:43<38:58,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3115/8000 [24:44<34:21,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3116/8000 [24:44<35:17,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3117/8000 [24:44<30:07,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3118/8000 [24:45<40:28,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3119/8000 [24:46<39:42,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3120/8000 [24:46<38:52,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3121/8000 [24:46<33:15,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3122/8000 [24:47<29:35,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3123/8000 [24:47<33:20,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3124/8000 [24:48<46:23,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3125/8000 [24:48<38:29,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3126/8000 [24:48<32:03,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3127/8000 [24:49<35:39,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3128/8000 [24:50<48:23,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3129/8000 [24:50<40:34,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3130/8000 [24:50<31:59,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3131/8000 [24:51<36:00,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3132/8000 [24:51<35:03,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3133/8000 [24:52<38:07,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3134/8000 [24:52<34:08,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3135/8000 [24:53<40:17,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3136/8000 [24:53<37:39,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3137/8000 [24:54<39:57,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3138/8000 [24:54<36:49,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3139/8000 [24:55<41:11,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3140/8000 [24:55<38:03,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3141/8000 [24:56<40:25,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3142/8000 [24:56<38:08,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3143/8000 [24:57<49:55,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3144/8000 [24:58<49:42,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3145/8000 [24:58<44:11,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3146/8000 [24:59<45:33,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3147/8000 [24:59<39:59,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3149/8000 [25:00<35:46,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3150/8000 [25:01<48:49,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3151/8000 [25:01<41:30,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3153/8000 [25:02<37:24,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3154/8000 [25:03<50:06,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3155/8000 [25:03<41:07,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3156/8000 [25:03<31:16,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3157/8000 [25:04<37:18,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3158/8000 [25:04<31:35,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  39%|███▉      | 3159/8000 [25:05<39:46,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3160/8000 [25:05<36:41,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3161/8000 [25:06<41:08,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3162/8000 [25:06<33:24,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3163/8000 [25:07<41:35,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3164/8000 [25:07<38:56,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3165/8000 [25:08<42:00,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3166/8000 [25:08<33:01,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3167/8000 [25:08<41:53,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3168/8000 [25:09<40:41,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3169/8000 [25:09<41:28,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3170/8000 [25:10<32:29,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3171/8000 [25:10<42:18,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3172/8000 [25:11<42:11,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3173/8000 [25:11<40:40,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3174/8000 [25:12<31:46,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3175/8000 [25:12<41:59,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3176/8000 [25:13<42:41,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3177/8000 [25:13<41:03,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3179/8000 [25:14<39:47,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3180/8000 [25:15<42:07,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3181/8000 [25:15<40:20,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3183/8000 [25:16<39:12,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3184/8000 [25:17<42:08,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3185/8000 [25:17<39:29,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3187/8000 [25:18<38:45,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3188/8000 [25:19<42:02,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3189/8000 [25:19<38:49,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3191/8000 [25:20<38:31,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3192/8000 [25:21<42:07,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3193/8000 [25:21<38:27,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3194/8000 [25:22<49:15,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3195/8000 [25:23<50:13,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3196/8000 [25:23<43:46,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|███▉      | 3198/8000 [25:24<41:46,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3200/8000 [25:25<37:14,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3201/8000 [25:25<34:20,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3202/8000 [25:26<39:19,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3203/8000 [25:26<34:34,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3205/8000 [25:27<36:17,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3206/8000 [25:28<40:59,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3207/8000 [25:28<35:34,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3209/8000 [25:29<36:51,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3210/8000 [25:30<41:49,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3211/8000 [25:30<35:44,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3213/8000 [25:31<36:58,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3214/8000 [25:32<42:57,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3215/8000 [25:32<35:17,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3217/8000 [25:33<36:41,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3218/8000 [25:34<43:09,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3219/8000 [25:34<34:42,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3220/8000 [25:34<26:57,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3221/8000 [25:35<40:42,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3222/8000 [25:36<50:02,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3223/8000 [25:36<38:33,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3224/8000 [25:37<48:10,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3225/8000 [25:38<54:07,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3227/8000 [25:38<40:38,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3228/8000 [25:40<1:10:16,  1.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3231/8000 [25:40<50:58,  1.56draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3232/8000 [25:41<1:16:36,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3235/8000 [25:42<55:34,  1.43draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3236/8000 [25:43<1:19:01,  1.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3238/8000 [25:44<56:46,  1.40draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3239/8000 [25:44<42:54,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  40%|████      | 3240/8000 [25:45<1:09:48,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3242/8000 [25:46<51:05,  1.55draws/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3244/8000 [25:47<56:29,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3246/8000 [25:48<42:07,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3248/8000 [25:49<49:47,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3249/8000 [25:49<37:17,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3250/8000 [25:49<30:10,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3252/8000 [25:50<26:13,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3253/8000 [25:51<47:44,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3254/8000 [25:51<40:07,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3256/8000 [25:52<32:56,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3257/8000 [25:53<52:39,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3258/8000 [25:53<43:40,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3260/8000 [25:54<35:20,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3261/8000 [25:55<53:58,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3262/8000 [25:55<44:52,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3263/8000 [25:56<40:55,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3264/8000 [25:57<58:03,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3265/8000 [25:57<47:39,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3266/8000 [25:57<37:09,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3267/8000 [25:58<31:51,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3268/8000 [25:59<51:23,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3269/8000 [25:59<43:12,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3270/8000 [25:59<35:05,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3271/8000 [26:00<29:17,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3272/8000 [26:01<49:42,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3273/8000 [26:01<41:52,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3274/8000 [26:01<35:47,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3275/8000 [26:02<28:05,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3276/8000 [26:03<48:55,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3277/8000 [26:03<41:08,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3278/8000 [26:03<36:16,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3280/8000 [26:05<41:00,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3281/8000 [26:05<36:18,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3282/8000 [26:05<33:35,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3284/8000 [26:07<38:42,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3285/8000 [26:07<34:51,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3286/8000 [26:07<33:20,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3288/8000 [26:09<38:23,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3289/8000 [26:09<33:46,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3290/8000 [26:09<32:47,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3292/8000 [26:10<34:41,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3293/8000 [26:11<31:18,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3294/8000 [26:11<28:32,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3295/8000 [26:11<29:57,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3296/8000 [26:12<43:31,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3297/8000 [26:13<36:33,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3298/8000 [26:13<33:01,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████      | 3299/8000 [26:13<32:40,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3300/8000 [26:14<45:52,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3301/8000 [26:15<37:32,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3302/8000 [26:15<34:00,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3303/8000 [26:15<32:56,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3304/8000 [26:16<46:25,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3305/8000 [26:16<37:32,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3306/8000 [26:17<34:19,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3307/8000 [26:17<33:00,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3308/8000 [26:18<46:44,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3309/8000 [26:18<37:23,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3310/8000 [26:19<34:20,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3311/8000 [26:19<32:54,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3312/8000 [26:20<45:49,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3314/8000 [26:20<34:59,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3315/8000 [26:21<32:20,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3316/8000 [26:22<54:16,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3318/8000 [26:22<40:53,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  41%|████▏     | 3319/8000 [26:23<36:35,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3320/8000 [26:24<57:01,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3322/8000 [26:24<42:46,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3323/8000 [26:25<38:13,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3324/8000 [26:25<41:00,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3325/8000 [26:26<45:53,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3327/8000 [26:26<36:46,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3328/8000 [26:26<30:35,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3329/8000 [26:27<35:15,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3330/8000 [26:28<44:01,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3331/8000 [26:28<38:10,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3332/8000 [26:28<31:43,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3333/8000 [26:29<35:41,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3334/8000 [26:30<37:51,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3335/8000 [26:30<33:04,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3336/8000 [26:30<35:56,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3337/8000 [26:31<28:30,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3338/8000 [26:31<29:39,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3339/8000 [26:32<40:26,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3340/8000 [26:32<41:34,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3341/8000 [26:32<31:38,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3342/8000 [26:33<29:06,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3343/8000 [26:33<22:42,  3.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3344/8000 [26:34<49:34,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3346/8000 [26:35<40:16,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3347/8000 [26:35<39:44,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3348/8000 [26:36<52:29,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3349/8000 [26:37<44:01,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3351/8000 [26:37<37:22,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3352/8000 [26:38<50:53,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3353/8000 [26:39<43:00,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3355/8000 [26:39<36:36,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3356/8000 [26:40<50:08,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3357/8000 [26:41<42:50,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3359/8000 [26:41<36:19,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3360/8000 [26:42<50:06,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3361/8000 [26:43<42:18,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3363/8000 [26:43<36:09,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3364/8000 [26:44<35:41,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3365/8000 [26:44<39:28,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3366/8000 [26:44<33:00,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3368/8000 [26:45<30:28,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3369/8000 [26:46<46:15,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3370/8000 [26:46<37:52,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3372/8000 [26:47<33:50,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3373/8000 [26:48<48:35,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3374/8000 [26:48<39:30,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3376/8000 [26:49<34:58,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3377/8000 [26:50<49:07,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3378/8000 [26:50<40:09,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3380/8000 [26:51<35:15,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3381/8000 [26:52<49:24,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3382/8000 [26:52<40:41,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3384/8000 [26:53<35:25,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3385/8000 [26:54<49:30,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3386/8000 [26:54<41:06,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3388/8000 [26:55<35:33,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3389/8000 [26:56<50:06,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3390/8000 [26:56<41:05,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3392/8000 [26:57<35:36,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3393/8000 [26:57<27:54,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3394/8000 [26:58<47:13,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3396/8000 [26:59<40:03,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3397/8000 [26:59<31:45,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3398/8000 [27:00<48:47,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▏     | 3399/8000 [27:00<36:58,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  42%|████▎     | 3400/8000 [27:01<37:13,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3401/8000 [27:01<30:13,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3402/8000 [27:02<47:04,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3403/8000 [27:02<37:04,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3404/8000 [27:03<37:36,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3405/8000 [27:03<29:23,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3406/8000 [27:04<46:00,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3407/8000 [27:04<37:18,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3408/8000 [27:05<37:20,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3409/8000 [27:05<28:48,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3410/8000 [27:06<45:27,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3411/8000 [27:06<38:43,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3412/8000 [27:06<37:35,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3414/8000 [27:07<37:35,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3415/8000 [27:08<31:20,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3416/8000 [27:08<29:54,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3417/8000 [27:09<32:58,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3418/8000 [27:09<43:00,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3419/8000 [27:10<35:34,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3420/8000 [27:10<32:46,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3421/8000 [27:11<35:24,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3422/8000 [27:11<44:46,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3423/8000 [27:12<35:31,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3424/8000 [27:12<33:40,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3425/8000 [27:13<36:11,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3426/8000 [27:13<44:29,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3427/8000 [27:14<34:57,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3428/8000 [27:14<33:26,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3429/8000 [27:15<36:20,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3430/8000 [27:15<43:49,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3431/8000 [27:15<34:24,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3432/8000 [27:16<33:21,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3433/8000 [27:16<37:06,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3434/8000 [27:17<43:33,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3435/8000 [27:17<33:54,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3436/8000 [27:18<33:10,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3437/8000 [27:18<37:09,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3438/8000 [27:19<43:22,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3439/8000 [27:19<33:33,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3440/8000 [27:20<33:22,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3441/8000 [27:20<37:36,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3442/8000 [27:21<34:26,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3443/8000 [27:21<32:46,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3444/8000 [27:21<26:05,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3445/8000 [27:22<28:41,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3446/8000 [27:22<34:52,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3447/8000 [27:23<39:49,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3448/8000 [27:23<31:04,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3449/8000 [27:24<33:00,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3450/8000 [27:24<30:32,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3451/8000 [27:24<28:37,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3452/8000 [27:25<35:03,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3453/8000 [27:26<39:56,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3454/8000 [27:26<34:12,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3455/8000 [27:26<31:32,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3456/8000 [27:27<36:35,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3457/8000 [27:28<41:10,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3458/8000 [27:28<34:51,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3459/8000 [27:28<32:28,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3460/8000 [27:29<36:55,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3461/8000 [27:29<31:21,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3462/8000 [27:30<32:16,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3463/8000 [27:30<28:20,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3464/8000 [27:30<28:07,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3465/8000 [27:31<39:08,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3466/8000 [27:32<38:20,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3467/8000 [27:32<32:41,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3468/8000 [27:32<30:51,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3469/8000 [27:32<24:07,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3470/8000 [27:32<22:33,  3.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3471/8000 [27:34<44:08,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3472/8000 [27:34<38:17,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3473/8000 [27:34<29:20,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3474/8000 [27:34<26:19,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3475/8000 [27:36<47:11,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3476/8000 [27:36<39:47,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3477/8000 [27:36<30:12,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3478/8000 [27:36<27:27,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  43%|████▎     | 3479/8000 [27:37<32:24,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3480/8000 [27:38<37:37,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3481/8000 [27:38<35:21,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3482/8000 [27:38<31:38,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3483/8000 [27:39<35:09,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3484/8000 [27:40<39:28,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3485/8000 [27:40<34:47,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3487/8000 [27:40<28:48,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3488/8000 [27:42<47:34,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3489/8000 [27:42<40:42,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3491/8000 [27:42<33:07,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3492/8000 [27:43<45:25,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3493/8000 [27:43<36:23,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3494/8000 [27:44<33:03,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3496/8000 [27:45<38:57,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3497/8000 [27:45<31:29,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▎     | 3498/8000 [27:46<30:07,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3500/8000 [27:46<27:58,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3501/8000 [27:48<49:26,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3503/8000 [27:48<41:20,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3504/8000 [27:49<47:12,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3505/8000 [27:50<44:50,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3507/8000 [27:50<37:57,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3508/8000 [27:51<45:25,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3509/8000 [27:52<43:16,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3510/8000 [27:52<43:11,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3511/8000 [27:53<49:42,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3512/8000 [27:53<45:45,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3514/8000 [27:54<38:23,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3515/8000 [27:54<35:49,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3516/8000 [27:55<36:04,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3517/8000 [27:55<35:54,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3519/8000 [27:56<28:13,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3520/8000 [27:56<26:04,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3521/8000 [27:57<38:26,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3523/8000 [27:57<32:11,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3524/8000 [27:58<28:40,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3525/8000 [27:58<26:25,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3526/8000 [27:59<38:47,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3527/8000 [27:59<37:37,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3528/8000 [28:00<32:24,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3529/8000 [28:00<29:05,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3530/8000 [28:01<40:56,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3531/8000 [28:01<39:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3532/8000 [28:01<33:10,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3533/8000 [28:02<29:26,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3534/8000 [28:03<41:51,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3535/8000 [28:03<39:35,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3536/8000 [28:03<33:18,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3537/8000 [28:04<29:07,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3538/8000 [28:05<41:55,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3539/8000 [28:05<39:49,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3540/8000 [28:05<33:46,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3541/8000 [28:07<50:26,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3542/8000 [28:07<45:48,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3543/8000 [28:07<37:45,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3544/8000 [28:08<32:14,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3545/8000 [28:09<43:44,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3546/8000 [28:09<40:56,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3547/8000 [28:09<34:37,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3548/8000 [28:10<30:15,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3549/8000 [28:10<41:56,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3550/8000 [28:11<39:44,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3551/8000 [28:11<34:36,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3552/8000 [28:12<29:57,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3553/8000 [28:12<41:41,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3554/8000 [28:13<39:17,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3555/8000 [28:13<34:44,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3556/8000 [28:13<29:36,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3557/8000 [28:14<37:01,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3558/8000 [28:14<30:27,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3559/8000 [28:15<31:15,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  44%|████▍     | 3560/8000 [28:15<34:33,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3561/8000 [28:16<40:09,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3562/8000 [28:16<33:02,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3563/8000 [28:17<33:09,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3564/8000 [28:17<35:05,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3565/8000 [28:18<40:25,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3566/8000 [28:18<33:51,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3567/8000 [28:19<33:38,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3568/8000 [28:19<34:50,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3569/8000 [28:20<40:28,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3570/8000 [28:20<33:55,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3571/8000 [28:21<34:01,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3572/8000 [28:21<34:31,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3573/8000 [28:22<40:22,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3574/8000 [28:22<34:06,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3575/8000 [28:23<34:15,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3576/8000 [28:23<34:15,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3577/8000 [28:24<40:42,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3578/8000 [28:24<34:04,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3579/8000 [28:25<34:25,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3580/8000 [28:25<34:11,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3581/8000 [28:26<40:48,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3582/8000 [28:26<33:57,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3583/8000 [28:27<34:19,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3584/8000 [28:27<34:08,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3585/8000 [28:28<40:24,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3586/8000 [28:28<34:04,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3587/8000 [28:29<34:19,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3588/8000 [28:29<34:29,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3589/8000 [28:30<40:33,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3590/8000 [28:30<33:57,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3591/8000 [28:30<34:04,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3592/8000 [28:31<34:09,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3593/8000 [28:31<30:37,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3594/8000 [28:32<31:02,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3595/8000 [28:32<26:46,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3596/8000 [28:32<21:24,  3.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3597/8000 [28:32<23:13,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3598/8000 [28:33<29:14,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▍     | 3599/8000 [28:33<24:38,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3600/8000 [28:34<26:36,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3601/8000 [28:34<26:22,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3602/8000 [28:34<26:56,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3603/8000 [28:35<35:49,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3604/8000 [28:36<34:22,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3605/8000 [28:36<32:37,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3606/8000 [28:36<30:39,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3607/8000 [28:36<24:27,  2.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3608/8000 [28:37<23:26,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3609/8000 [28:37<24:13,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3611/8000 [28:37<20:23,  3.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3613/8000 [28:38<23:26,  3.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3614/8000 [28:39<33:56,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3615/8000 [28:39<30:35,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3617/8000 [28:40<30:24,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3618/8000 [28:41<39:17,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3619/8000 [28:41<34:12,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3621/8000 [28:42<32:49,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3622/8000 [28:43<41:27,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3623/8000 [28:43<35:29,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3625/8000 [28:44<33:32,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3626/8000 [28:45<42:25,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3627/8000 [28:45<35:45,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3629/8000 [28:46<32:34,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3630/8000 [28:46<25:13,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3631/8000 [28:47<42:14,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3633/8000 [28:48<37:24,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3635/8000 [28:49<39:25,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3637/8000 [28:50<36:02,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  45%|████▌     | 3639/8000 [28:51<37:50,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3641/8000 [28:52<35:26,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3643/8000 [28:53<37:00,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3645/8000 [28:54<35:00,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3647/8000 [28:55<36:40,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3649/8000 [28:56<34:46,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3651/8000 [28:57<36:20,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3653/8000 [28:58<34:34,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3655/8000 [28:59<36:02,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3657/8000 [29:00<34:27,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3659/8000 [29:01<35:52,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3661/8000 [29:02<34:27,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3663/8000 [29:03<35:47,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3664/8000 [29:03<27:16,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3665/8000 [29:03<35:46,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3667/8000 [29:04<27:23,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3668/8000 [29:04<35:09,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3669/8000 [29:05<26:47,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3670/8000 [29:05<38:00,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3673/8000 [29:06<34:13,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3674/8000 [29:07<43:30,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3677/8000 [29:08<37:49,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3678/8000 [29:09<46:14,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3680/8000 [29:09<33:51,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3681/8000 [29:10<42:41,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3682/8000 [29:11<49:34,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3684/8000 [29:11<36:40,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3685/8000 [29:12<43:38,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3686/8000 [29:13<50:49,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3688/8000 [29:13<37:33,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3689/8000 [29:14<43:39,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3690/8000 [29:15<44:37,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3691/8000 [29:15<38:13,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3693/8000 [29:16<36:54,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3694/8000 [29:17<40:16,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3695/8000 [29:17<35:40,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3697/8000 [29:18<34:40,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3698/8000 [29:19<39:20,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▌     | 3699/8000 [29:19<34:55,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3701/8000 [29:20<33:59,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3702/8000 [29:21<39:14,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3703/8000 [29:21<34:47,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3705/8000 [29:22<33:48,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3706/8000 [29:23<39:25,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3707/8000 [29:23<34:34,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3709/8000 [29:24<31:09,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3710/8000 [29:24<26:34,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3711/8000 [29:25<41:30,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3713/8000 [29:26<36:19,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3714/8000 [29:26<29:11,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3715/8000 [29:27<43:58,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3717/8000 [29:28<38:06,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3718/8000 [29:28<29:43,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  46%|████▋     | 3719/8000 [29:29<44:36,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3721/8000 [29:30<38:41,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3722/8000 [29:30<29:40,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3723/8000 [29:31<44:41,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3725/8000 [29:31<39:00,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3727/8000 [29:33<40:17,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3729/8000 [29:33<36:14,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3731/8000 [29:35<38:01,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3733/8000 [29:35<34:59,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3735/8000 [29:37<36:44,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3737/8000 [29:37<34:03,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3739/8000 [29:38<36:04,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3741/8000 [29:39<33:28,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3743/8000 [29:40<35:38,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3744/8000 [29:41<27:43,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3745/8000 [29:41<33:00,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3747/8000 [29:42<35:30,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3748/8000 [29:42<27:36,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3749/8000 [29:43<32:47,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3750/8000 [29:43<25:21,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3751/8000 [29:44<40:12,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3752/8000 [29:44<31:11,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3753/8000 [29:45<34:39,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3754/8000 [29:45<27:37,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3755/8000 [29:46<41:21,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3756/8000 [29:46<31:51,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3757/8000 [29:47<34:47,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3758/8000 [29:47<29:34,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3759/8000 [29:48<44:26,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3760/8000 [29:49<49:55,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3761/8000 [29:50<54:40,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3762/8000 [29:50<41:44,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3763/8000 [29:51<39:35,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3764/8000 [29:51<36:35,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3765/8000 [29:52<44:32,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3766/8000 [29:52<34:56,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3767/8000 [29:53<33:45,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3768/8000 [29:53<33:49,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3769/8000 [29:54<41:28,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3770/8000 [29:54<33:31,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3771/8000 [29:55<31:47,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3772/8000 [29:56<50:43,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3773/8000 [29:56<40:27,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3774/8000 [29:57<36:07,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3775/8000 [29:57<37:38,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3776/8000 [29:58<42:19,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3777/8000 [29:58<34:28,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3778/8000 [29:59<32:29,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3779/8000 [29:59<35:57,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3780/8000 [30:00<39:44,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3781/8000 [30:00<32:53,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3782/8000 [30:01<31:15,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3783/8000 [30:01<36:20,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3784/8000 [30:02<38:29,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3785/8000 [30:02<32:15,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3786/8000 [30:03<31:17,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3787/8000 [30:03<37:11,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3788/8000 [30:04<37:30,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3789/8000 [30:04<31:48,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3790/8000 [30:04<31:09,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3791/8000 [30:05<37:45,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3792/8000 [30:06<36:49,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3793/8000 [30:06<31:42,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3794/8000 [30:06<30:39,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3795/8000 [30:07<38:29,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3797/8000 [30:08<31:38,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3798/8000 [30:08<28:45,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  47%|████▋     | 3799/8000 [30:09<44:34,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3801/8000 [30:10<36:01,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3803/8000 [30:10<28:43,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3804/8000 [30:11<35:28,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3805/8000 [30:11<32:58,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3806/8000 [30:12<33:02,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3807/8000 [30:12<30:30,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3808/8000 [30:13<36:47,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3809/8000 [30:13<33:17,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3810/8000 [30:13<33:35,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3811/8000 [30:14<33:45,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3812/8000 [30:15<36:23,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3813/8000 [30:15<32:05,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3814/8000 [30:15<33:28,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3815/8000 [30:16<33:39,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3816/8000 [30:17<36:31,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3817/8000 [30:17<31:37,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3818/8000 [30:17<33:40,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3819/8000 [30:17<26:18,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3820/8000 [30:18<25:45,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3821/8000 [30:18<30:57,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3822/8000 [30:19<27:25,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3823/8000 [30:19<30:55,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3824/8000 [30:19<24:26,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3825/8000 [30:20<24:27,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3826/8000 [30:21<35:35,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3828/8000 [30:21<30:48,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3830/8000 [30:21<23:04,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3831/8000 [30:23<41:30,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3832/8000 [30:23<40:59,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3834/8000 [30:23<30:20,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3835/8000 [30:25<46:21,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3836/8000 [30:25<44:28,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3838/8000 [30:25<32:52,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3839/8000 [30:26<47:56,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3840/8000 [30:27<45:36,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3842/8000 [30:27<33:49,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3843/8000 [30:28<48:33,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3844/8000 [30:29<45:40,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3846/8000 [30:29<34:00,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3847/8000 [30:30<48:49,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3848/8000 [30:31<45:11,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3850/8000 [30:31<34:00,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3851/8000 [30:32<48:44,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3852/8000 [30:33<45:01,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3854/8000 [30:33<34:02,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3855/8000 [30:34<48:05,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3856/8000 [30:35<44:56,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3858/8000 [30:35<33:49,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3859/8000 [30:36<47:34,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3860/8000 [30:37<44:57,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3862/8000 [30:37<34:05,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3863/8000 [30:38<46:44,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3864/8000 [30:39<44:47,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3866/8000 [30:39<34:19,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3867/8000 [30:40<45:41,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3868/8000 [30:41<44:42,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3870/8000 [30:41<34:24,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3871/8000 [30:42<44:43,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3872/8000 [30:43<44:58,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3873/8000 [30:43<33:35,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3875/8000 [30:44<34:05,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3876/8000 [30:44<26:23,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3877/8000 [30:44<28:11,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3878/8000 [30:45<24:47,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  48%|████▊     | 3879/8000 [30:46<40:07,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3881/8000 [30:46<34:47,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3882/8000 [30:47<27:53,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3883/8000 [30:48<42:38,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3885/8000 [30:48<36:51,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3886/8000 [30:49<28:37,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3887/8000 [30:49<40:04,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3888/8000 [30:50<31:21,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3890/8000 [30:50<28:58,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3891/8000 [30:51<42:57,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3892/8000 [30:52<33:23,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3894/8000 [30:52<30:11,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3895/8000 [30:53<27:46,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3896/8000 [30:53<32:43,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3897/8000 [30:53<25:55,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▊     | 3898/8000 [30:54<21:36,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3900/8000 [30:55<25:13,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3901/8000 [30:55<30:37,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3902/8000 [30:55<24:31,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3903/8000 [30:55<20:29,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3904/8000 [30:56<27:57,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3905/8000 [30:57<26:41,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3906/8000 [30:57<34:40,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3907/8000 [30:57<27:03,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3908/8000 [30:58<33:23,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3909/8000 [30:58<30:07,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3910/8000 [30:59<24:17,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3911/8000 [30:59<29:56,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3912/8000 [30:59<23:04,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3913/8000 [31:00<37:46,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3914/8000 [31:01<29:19,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3915/8000 [31:01<33:54,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3917/8000 [31:02<35:34,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3918/8000 [31:02<27:24,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3919/8000 [31:03<32:59,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3921/8000 [31:04<34:54,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3922/8000 [31:04<26:40,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3923/8000 [31:05<32:42,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3925/8000 [31:06<34:46,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3927/8000 [31:07<32:20,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3929/8000 [31:08<34:35,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3931/8000 [31:09<31:52,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3933/8000 [31:10<34:25,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3934/8000 [31:11<39:25,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3936/8000 [31:12<39:38,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3937/8000 [31:12<30:01,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3938/8000 [31:13<34:22,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3940/8000 [31:14<35:59,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3941/8000 [31:15<41:00,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3943/8000 [31:16<40:33,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3944/8000 [31:16<30:28,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3945/8000 [31:17<34:41,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3947/8000 [31:18<36:22,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3949/8000 [31:19<32:51,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3951/8000 [31:20<35:17,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3953/8000 [31:21<31:53,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3955/8000 [31:22<34:55,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3957/8000 [31:23<31:19,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3958/8000 [31:23<24:44,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  49%|████▉     | 3959/8000 [31:24<40:24,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3961/8000 [31:25<34:48,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3962/8000 [31:25<27:47,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3963/8000 [31:26<42:23,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3965/8000 [31:26<36:04,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3966/8000 [31:27<28:46,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3967/8000 [31:28<43:06,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3969/8000 [31:28<36:31,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3970/8000 [31:29<29:11,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3971/8000 [31:30<43:32,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3973/8000 [31:30<36:49,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3974/8000 [31:31<29:17,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3975/8000 [31:32<44:31,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3977/8000 [31:32<37:04,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3978/8000 [31:32<29:13,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3979/8000 [31:34<44:55,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3981/8000 [31:34<37:14,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3982/8000 [31:34<29:13,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3983/8000 [31:36<44:23,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3985/8000 [31:36<36:46,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3986/8000 [31:36<29:27,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3987/8000 [31:38<44:28,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3989/8000 [31:38<36:38,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3990/8000 [31:38<29:46,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3991/8000 [31:39<36:04,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3992/8000 [31:40<33:33,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3994/8000 [31:40<31:11,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3995/8000 [31:41<37:01,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3996/8000 [31:42<35:38,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3997/8000 [31:42<38:56,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3998/8000 [31:43<42:16,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|████▉     | 3999/8000 [31:43<37:52,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4001/8000 [31:44<34:16,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4002/8000 [31:45<38:42,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4003/8000 [31:45<36:11,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4005/8000 [31:46<32:52,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4006/8000 [31:47<37:41,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4007/8000 [31:47<36:10,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4009/8000 [31:48<32:28,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4010/8000 [31:49<36:54,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4011/8000 [31:49<36:27,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4013/8000 [31:50<32:33,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4014/8000 [31:51<36:21,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4015/8000 [31:51<36:34,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4017/8000 [31:52<32:37,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4018/8000 [31:53<36:42,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4019/8000 [31:53<36:34,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4021/8000 [31:54<32:46,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4022/8000 [31:55<36:28,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4023/8000 [31:55<36:10,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4024/8000 [31:55<27:23,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4025/8000 [31:56<32:13,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4026/8000 [31:57<35:01,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4027/8000 [31:57<35:55,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4028/8000 [31:57<27:23,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4029/8000 [31:58<32:26,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4030/8000 [31:58<34:05,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4031/8000 [31:59<35:26,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4032/8000 [31:59<27:18,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4033/8000 [32:00<32:10,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4034/8000 [32:00<33:51,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4035/8000 [32:01<35:10,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4036/8000 [32:01<27:22,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4037/8000 [32:02<32:20,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4038/8000 [32:02<25:57,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4039/8000 [32:02<25:58,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  50%|█████     | 4040/8000 [32:03<32:40,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4041/8000 [32:04<35:57,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4042/8000 [32:04<28:12,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4043/8000 [32:04<27:18,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4044/8000 [32:05<34:01,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4045/8000 [32:06<36:44,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4046/8000 [32:06<28:36,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4047/8000 [32:06<27:23,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4048/8000 [32:07<34:27,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4049/8000 [32:08<37:00,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4050/8000 [32:08<28:44,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4051/8000 [32:09<42:47,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4052/8000 [32:10<42:50,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4053/8000 [32:10<32:33,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4054/8000 [32:10<29:42,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4055/8000 [32:11<36:48,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4056/8000 [32:12<39:19,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4057/8000 [32:12<29:38,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4058/8000 [32:12<27:00,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4059/8000 [32:13<35:43,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4060/8000 [32:14<41:17,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4061/8000 [32:14<33:45,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4062/8000 [32:15<38:23,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4063/8000 [32:15<29:28,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4064/8000 [32:15<34:17,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4065/8000 [32:16<30:46,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4066/8000 [32:17<39:46,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4067/8000 [32:17<41:51,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4068/8000 [32:18<34:55,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4069/8000 [32:19<43:45,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4070/8000 [32:19<44:47,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4071/8000 [32:20<35:49,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4072/8000 [32:21<42:43,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4073/8000 [32:21<32:25,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4074/8000 [32:21<36:32,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4075/8000 [32:22<29:20,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4076/8000 [32:23<39:33,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4077/8000 [32:23<29:53,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4078/8000 [32:23<34:14,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4079/8000 [32:24<27:21,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4080/8000 [32:25<39:06,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4081/8000 [32:25<29:38,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4082/8000 [32:25<33:24,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4083/8000 [32:25<26:22,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4084/8000 [32:27<39:15,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4085/8000 [32:27<29:41,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4086/8000 [32:27<32:58,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4087/8000 [32:27<25:41,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4088/8000 [32:29<39:53,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4090/8000 [32:29<34:40,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4091/8000 [32:29<26:24,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4092/8000 [32:30<41:06,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4094/8000 [32:31<35:22,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4096/8000 [32:32<36:58,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4097/8000 [32:33<28:06,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████     | 4098/8000 [32:33<30:56,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4100/8000 [32:34<33:51,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4101/8000 [32:34<26:14,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4102/8000 [32:35<29:14,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4104/8000 [32:36<32:48,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4105/8000 [32:36<25:30,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4106/8000 [32:37<28:43,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4108/8000 [32:38<29:36,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4109/8000 [32:38<26:37,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4110/8000 [32:38<21:05,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4111/8000 [32:39<25:34,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4112/8000 [32:40<36:28,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4113/8000 [32:40<32:00,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4114/8000 [32:40<24:46,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4115/8000 [32:41<27:16,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4117/8000 [32:42<32:06,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4118/8000 [32:42<24:27,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  51%|█████▏    | 4119/8000 [32:43<26:20,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4121/8000 [32:44<31:58,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4123/8000 [32:45<27:35,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4125/8000 [32:45<23:29,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4126/8000 [32:46<26:51,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4127/8000 [32:46<29:08,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4128/8000 [32:47<37:34,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4129/8000 [32:48<36:15,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4130/8000 [32:48<35:53,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4131/8000 [32:49<34:32,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4132/8000 [32:49<31:59,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4133/8000 [32:50<31:48,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4134/8000 [32:50<33:38,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4135/8000 [32:51<32:42,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4136/8000 [32:51<30:43,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4137/8000 [32:52<30:21,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4138/8000 [32:52<33:06,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4139/8000 [32:53<32:12,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4140/8000 [32:53<30:34,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4141/8000 [32:53<29:35,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4142/8000 [32:54<33:12,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4143/8000 [32:55<32:04,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4144/8000 [32:55<30:25,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4145/8000 [32:55<29:24,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4146/8000 [32:56<33:21,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4147/8000 [32:56<31:51,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4148/8000 [32:57<30:14,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4149/8000 [32:57<29:24,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4150/8000 [32:58<33:18,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4151/8000 [32:58<31:47,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4152/8000 [32:59<30:07,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4153/8000 [32:59<29:29,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4154/8000 [33:00<33:17,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4155/8000 [33:00<31:44,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4156/8000 [33:01<29:59,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4157/8000 [33:01<29:19,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4158/8000 [33:01<23:15,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4159/8000 [33:02<26:20,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4160/8000 [33:02<26:45,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4161/8000 [33:03<34:35,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4162/8000 [33:03<27:04,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4163/8000 [33:04<29:25,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4164/8000 [33:04<28:33,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4165/8000 [33:05<35:43,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4166/8000 [33:05<27:53,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4167/8000 [33:06<30:30,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4168/8000 [33:06<29:04,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4169/8000 [33:07<35:41,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4170/8000 [33:07<28:02,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4171/8000 [33:08<30:56,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4172/8000 [33:08<28:52,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4174/8000 [33:09<27:48,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4175/8000 [33:10<34:28,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4176/8000 [33:10<30:58,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4178/8000 [33:11<26:18,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4179/8000 [33:11<24:20,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4180/8000 [33:11<21:29,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4181/8000 [33:12<25:48,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4183/8000 [33:13<28:52,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4184/8000 [33:13<24:54,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4185/8000 [33:14<28:10,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4187/8000 [33:15<30:26,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4188/8000 [33:15<26:11,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4189/8000 [33:16<28:57,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4191/8000 [33:17<30:53,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4192/8000 [33:17<26:50,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4193/8000 [33:18<30:18,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4195/8000 [33:19<34:18,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4196/8000 [33:19<34:39,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▏    | 4199/8000 [33:21<33:12,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  52%|█████▎    | 4200/8000 [33:21<33:08,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4201/8000 [33:22<25:20,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4203/8000 [33:23<30:22,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4204/8000 [33:23<30:39,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4205/8000 [33:23<24:09,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4207/8000 [33:25<29:27,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4208/8000 [33:25<29:25,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4209/8000 [33:25<23:18,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4210/8000 [33:26<18:44,  3.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4211/8000 [33:27<35:54,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4212/8000 [33:27<33:45,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4213/8000 [33:27<26:28,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4214/8000 [33:29<43:45,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4215/8000 [33:29<39:05,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4216/8000 [33:29<30:49,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4217/8000 [33:30<25:13,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4218/8000 [33:31<38:50,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4219/8000 [33:31<35:27,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4220/8000 [33:31<28:58,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4221/8000 [33:31<24:14,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4222/8000 [33:32<18:59,  3.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4223/8000 [33:33<39:40,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4224/8000 [33:33<32:14,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4225/8000 [33:33<27:16,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4227/8000 [33:35<32:56,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4228/8000 [33:35<27:02,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4229/8000 [33:35<24:05,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4231/8000 [33:37<30:47,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4232/8000 [33:37<24:50,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4233/8000 [33:37<23:06,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4235/8000 [33:39<30:01,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4236/8000 [33:39<23:53,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4237/8000 [33:39<22:46,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4239/8000 [33:41<29:39,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4240/8000 [33:41<23:57,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4241/8000 [33:41<22:52,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4243/8000 [33:43<29:36,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4244/8000 [33:43<24:07,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4245/8000 [33:43<23:05,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4247/8000 [33:45<29:32,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4248/8000 [33:45<24:03,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4249/8000 [33:45<23:09,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4250/8000 [33:45<18:21,  3.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4251/8000 [33:47<37:09,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4252/8000 [33:47<29:23,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4253/8000 [33:47<27:43,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4254/8000 [33:48<27:04,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4255/8000 [33:49<40:18,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4256/8000 [33:49<36:09,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4257/8000 [33:49<27:26,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4258/8000 [33:50<23:59,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4259/8000 [33:51<38:07,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4260/8000 [33:51<34:54,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4261/8000 [33:51<26:32,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4262/8000 [33:51<23:06,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4263/8000 [33:52<27:34,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4264/8000 [33:53<29:12,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4265/8000 [33:53<28:54,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4266/8000 [33:53<26:42,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4267/8000 [33:54<30:21,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4268/8000 [33:55<30:58,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4269/8000 [33:55<30:21,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4270/8000 [33:56<38:46,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4271/8000 [33:57<37:35,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4272/8000 [33:57<34:35,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4273/8000 [33:57<30:16,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4274/8000 [33:58<32:33,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4275/8000 [33:59<41:44,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4276/8000 [33:59<34:57,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4277/8000 [34:00<36:07,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  53%|█████▎    | 4279/8000 [34:00<30:28,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4280/8000 [34:01<35:13,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4281/8000 [34:02<36:19,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4283/8000 [34:02<30:47,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4284/8000 [34:03<35:03,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4285/8000 [34:04<36:17,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4287/8000 [34:04<30:39,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4288/8000 [34:05<35:07,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4289/8000 [34:06<36:20,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4290/8000 [34:06<27:47,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4291/8000 [34:06<23:20,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4292/8000 [34:06<20:24,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4293/8000 [34:08<40:16,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4294/8000 [34:08<31:05,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4295/8000 [34:08<24:53,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4296/8000 [34:08<21:09,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4297/8000 [34:10<41:10,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4298/8000 [34:10<32:38,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▎    | 4299/8000 [34:10<24:47,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4300/8000 [34:10<20:48,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4301/8000 [34:12<41:22,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4302/8000 [34:12<33:37,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4304/8000 [34:12<25:33,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4305/8000 [34:13<45:14,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4306/8000 [34:14<37:24,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4308/8000 [34:14<27:24,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4309/8000 [34:15<46:50,  1.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4310/8000 [34:16<36:12,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4311/8000 [34:16<28:08,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4313/8000 [34:17<34:29,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4314/8000 [34:18<27:08,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4315/8000 [34:18<22:24,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4316/8000 [34:19<45:00,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4317/8000 [34:19<34:28,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4318/8000 [34:20<27:36,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4319/8000 [34:20<21:26,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4320/8000 [34:20<19:34,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4321/8000 [34:21<25:08,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4322/8000 [34:21<28:19,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4323/8000 [34:21<23:14,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4324/8000 [34:22<19:45,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4325/8000 [34:22<24:46,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4326/8000 [34:23<35:11,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4327/8000 [34:23<28:06,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4328/8000 [34:24<23:21,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4329/8000 [34:25<35:39,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4330/8000 [34:25<34:04,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4331/8000 [34:25<27:26,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4332/8000 [34:25<22:44,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4333/8000 [34:27<36:34,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4334/8000 [34:27<33:21,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4335/8000 [34:27<27:12,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4336/8000 [34:27<22:32,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4337/8000 [34:28<19:01,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4338/8000 [34:29<38:22,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4339/8000 [34:29<30:41,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4340/8000 [34:29<25:01,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4341/8000 [34:30<21:34,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4342/8000 [34:31<38:22,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4344/8000 [34:31<30:50,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4345/8000 [34:32<26:34,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4346/8000 [34:32<31:19,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4347/8000 [34:33<31:16,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4349/8000 [34:34<28:49,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4350/8000 [34:34<32:26,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4351/8000 [34:35<32:09,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4353/8000 [34:35<26:39,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4354/8000 [34:36<24:16,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4355/8000 [34:37<38:23,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4357/8000 [34:37<31:00,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4358/8000 [34:37<27:24,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  54%|█████▍    | 4359/8000 [34:39<40:16,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4361/8000 [34:39<32:32,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4363/8000 [34:39<26:01,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4364/8000 [34:41<40:44,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4365/8000 [34:41<34:33,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4367/8000 [34:41<27:55,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4368/8000 [34:43<41:20,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4369/8000 [34:43<34:34,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4370/8000 [34:43<26:24,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4371/8000 [34:43<25:23,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4372/8000 [34:45<38:27,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4373/8000 [34:45<31:58,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4374/8000 [34:45<24:56,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4375/8000 [34:45<25:12,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4376/8000 [34:47<37:04,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4377/8000 [34:47<31:07,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4378/8000 [34:47<24:31,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4379/8000 [34:47<25:11,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4380/8000 [34:48<36:52,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4381/8000 [34:49<30:40,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4382/8000 [34:49<24:30,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4383/8000 [34:49<20:40,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4384/8000 [34:49<19:09,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4385/8000 [34:50<32:34,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4386/8000 [34:51<30:27,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4387/8000 [34:51<24:40,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4388/8000 [34:51<22:17,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4389/8000 [34:52<34:35,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4390/8000 [34:53<32:10,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4391/8000 [34:53<25:21,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4392/8000 [34:53<23:05,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4393/8000 [34:54<34:58,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4394/8000 [34:55<32:23,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4395/8000 [34:55<25:23,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4396/8000 [34:55<23:21,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4397/8000 [34:56<35:00,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4398/8000 [34:57<32:20,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▍    | 4399/8000 [34:57<25:11,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4400/8000 [34:57<23:29,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4401/8000 [34:58<35:10,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4402/8000 [34:59<32:24,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4403/8000 [34:59<25:11,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4404/8000 [34:59<23:35,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4405/8000 [35:00<35:12,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4406/8000 [35:01<32:10,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4407/8000 [35:01<31:17,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4408/8000 [35:02<40:29,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4409/8000 [35:02<35:35,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4410/8000 [35:03<27:38,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4411/8000 [35:03<25:49,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4412/8000 [35:04<36:44,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4413/8000 [35:04<32:36,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4414/8000 [35:05<25:38,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4415/8000 [35:05<24:57,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4416/8000 [35:06<36:14,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4417/8000 [35:06<31:31,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4418/8000 [35:06<24:35,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4419/8000 [35:07<24:46,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4420/8000 [35:08<36:37,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4421/8000 [35:08<30:56,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4422/8000 [35:08<24:01,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4423/8000 [35:09<24:54,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4424/8000 [35:10<36:53,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4425/8000 [35:10<30:35,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4426/8000 [35:10<24:02,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4427/8000 [35:11<24:59,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4428/8000 [35:12<37:28,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4429/8000 [35:12<30:16,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4430/8000 [35:12<23:43,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4431/8000 [35:13<24:58,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4432/8000 [35:13<23:58,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4433/8000 [35:14<30:34,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4434/8000 [35:14<27:15,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4435/8000 [35:15<27:41,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4436/8000 [35:15<25:40,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4437/8000 [35:16<31:59,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4438/8000 [35:16<27:56,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  55%|█████▌    | 4439/8000 [35:17<28:28,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4440/8000 [35:17<26:01,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4441/8000 [35:18<32:08,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4442/8000 [35:18<28:06,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4443/8000 [35:19<28:47,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4444/8000 [35:19<26:16,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4445/8000 [35:20<32:14,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4446/8000 [35:20<27:52,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4447/8000 [35:21<28:57,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4448/8000 [35:21<26:17,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4449/8000 [35:22<32:33,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4450/8000 [35:22<27:27,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4451/8000 [35:23<28:56,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4452/8000 [35:23<26:05,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4453/8000 [35:24<36:57,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4454/8000 [35:25<35:51,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4455/8000 [35:25<31:00,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4456/8000 [35:26<36:22,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4457/8000 [35:26<29:22,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4458/8000 [35:26<30:31,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4459/8000 [35:27<27:28,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4460/8000 [35:28<33:41,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4461/8000 [35:28<27:37,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4462/8000 [35:28<29:15,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4463/8000 [35:29<26:36,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4464/8000 [35:30<32:44,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4465/8000 [35:30<27:12,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4466/8000 [35:30<29:04,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4467/8000 [35:31<26:02,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4468/8000 [35:31<32:24,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4469/8000 [35:32<26:56,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4470/8000 [35:32<29:32,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4471/8000 [35:33<25:44,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4472/8000 [35:33<32:22,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4473/8000 [35:34<26:48,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4474/8000 [35:34<29:53,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4475/8000 [35:35<25:32,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4476/8000 [35:35<32:51,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4477/8000 [35:36<26:42,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4478/8000 [35:36<29:44,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4479/8000 [35:36<25:07,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4480/8000 [35:37<19:23,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4481/8000 [35:37<27:03,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4482/8000 [35:38<33:34,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4483/8000 [35:38<27:37,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4484/8000 [35:39<21:25,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4485/8000 [35:39<28:54,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4486/8000 [35:40<34:22,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4487/8000 [35:40<27:51,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4488/8000 [35:40<21:37,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4489/8000 [35:41<29:37,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4490/8000 [35:42<34:36,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4491/8000 [35:42<27:43,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4492/8000 [35:42<21:29,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4493/8000 [35:43<29:57,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4494/8000 [35:44<35:25,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4495/8000 [35:44<27:14,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4496/8000 [35:44<21:03,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4497/8000 [35:45<30:00,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4498/8000 [35:46<36:18,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▌    | 4499/8000 [35:46<28:32,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4500/8000 [35:46<23:49,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4501/8000 [35:47<28:58,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4502/8000 [35:48<35:31,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4503/8000 [35:48<26:59,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4505/8000 [35:48<21:04,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4506/8000 [35:50<42:30,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4508/8000 [35:50<32:45,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4509/8000 [35:52<50:58,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4511/8000 [35:52<36:51,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4512/8000 [35:52<29:05,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4513/8000 [35:54<48:33,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4515/8000 [35:54<35:10,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4516/8000 [35:54<27:52,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4517/8000 [35:56<47:44,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4519/8000 [35:56<34:31,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  56%|█████▋    | 4520/8000 [35:56<27:41,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4521/8000 [35:58<47:30,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4523/8000 [35:58<34:17,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4524/8000 [35:58<27:23,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4525/8000 [36:00<47:37,  1.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4527/8000 [36:00<34:36,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4528/8000 [36:00<26:57,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4529/8000 [36:01<43:10,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4530/8000 [36:02<34:33,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4531/8000 [36:02<27:28,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4532/8000 [36:02<21:02,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4533/8000 [36:03<39:13,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4534/8000 [36:04<31:11,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4535/8000 [36:04<26:07,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4537/8000 [36:05<31:23,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4538/8000 [36:06<24:59,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4539/8000 [36:06<22:04,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4541/8000 [36:07<28:36,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4542/8000 [36:08<22:38,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4543/8000 [36:08<20:48,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4545/8000 [36:09<27:41,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4546/8000 [36:09<21:35,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4547/8000 [36:10<20:17,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4548/8000 [36:11<40:38,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4550/8000 [36:12<31:58,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4551/8000 [36:12<25:11,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4552/8000 [36:13<39:00,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4553/8000 [36:13<29:36,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4555/8000 [36:15<36:39,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4556/8000 [36:15<27:25,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4558/8000 [36:17<31:12,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4559/8000 [36:17<29:51,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4561/8000 [36:17<22:03,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4562/8000 [36:19<38:28,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4563/8000 [36:19<35:31,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4565/8000 [36:19<25:42,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4566/8000 [36:20<41:06,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4567/8000 [36:21<37:21,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4570/8000 [36:22<34:33,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4571/8000 [36:23<32:04,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4573/8000 [36:23<23:21,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4574/8000 [36:24<40:02,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4575/8000 [36:25<35:35,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4576/8000 [36:25<26:40,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4578/8000 [36:26<26:53,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4579/8000 [36:26<26:16,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4580/8000 [36:27<25:51,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4581/8000 [36:27<20:14,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4582/8000 [36:27<21:10,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4583/8000 [36:28<23:30,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4584/8000 [36:29<28:48,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4585/8000 [36:29<23:22,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4586/8000 [36:29<18:26,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4587/8000 [36:29<20:00,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4588/8000 [36:31<34:39,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4589/8000 [36:31<28:20,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4591/8000 [36:31<24:08,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4592/8000 [36:32<37:10,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4593/8000 [36:33<31:04,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4595/8000 [36:33<26:02,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4596/8000 [36:34<37:31,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4597/8000 [36:35<31:48,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▋    | 4599/8000 [36:35<26:47,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  57%|█████▊    | 4600/8000 [36:36<36:59,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4601/8000 [36:37<32:03,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4603/8000 [36:37<26:59,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4604/8000 [36:38<36:21,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4605/8000 [36:39<31:58,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4607/8000 [36:39<27:05,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4608/8000 [36:40<35:54,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4609/8000 [36:41<32:23,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4611/8000 [36:41<27:09,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4612/8000 [36:42<35:38,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4613/8000 [36:43<32:34,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4615/8000 [36:43<27:11,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4616/8000 [36:44<35:10,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4617/8000 [36:45<32:42,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4619/8000 [36:45<27:21,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4620/8000 [36:46<34:45,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4621/8000 [36:46<32:28,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4623/8000 [36:47<27:20,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4624/8000 [36:47<26:18,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4625/8000 [36:48<26:24,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4626/8000 [36:48<28:14,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4627/8000 [36:49<27:40,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4628/8000 [36:49<26:43,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4629/8000 [36:50<26:11,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4630/8000 [36:50<29:00,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4631/8000 [36:51<27:31,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4632/8000 [36:51<27:03,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4633/8000 [36:52<25:43,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4634/8000 [36:52<29:24,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4635/8000 [36:53<27:21,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4636/8000 [36:53<27:27,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4637/8000 [36:54<25:09,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4638/8000 [36:54<29:23,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4639/8000 [36:55<27:18,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4640/8000 [36:55<27:48,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4641/8000 [36:56<24:32,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4642/8000 [36:56<29:25,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4643/8000 [36:57<27:44,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4644/8000 [36:57<27:43,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4646/8000 [36:58<21:40,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4647/8000 [36:59<35:24,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4648/8000 [36:59<32:38,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4649/8000 [36:59<27:03,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4650/8000 [37:00<32:09,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4651/8000 [37:01<29:57,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4652/8000 [37:01<28:29,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4653/8000 [37:01<23:58,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4654/8000 [37:02<30:17,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4655/8000 [37:03<28:43,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4656/8000 [37:03<27:32,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4657/8000 [37:03<23:14,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4658/8000 [37:04<29:54,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4659/8000 [37:05<28:21,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4660/8000 [37:05<27:13,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4661/8000 [37:05<22:57,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4663/8000 [37:05<16:55,  3.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4664/8000 [37:06<27:30,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4665/8000 [37:07<30:14,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4666/8000 [37:07<25:03,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4667/8000 [37:07<19:35,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4668/8000 [37:08<25:24,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4669/8000 [37:09<32:36,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4670/8000 [37:09<26:26,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4671/8000 [37:09<20:53,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4672/8000 [37:10<26:28,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4673/8000 [37:11<33:03,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4674/8000 [37:11<27:11,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4675/8000 [37:11<21:04,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4676/8000 [37:12<27:03,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4677/8000 [37:13<32:45,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4678/8000 [37:13<27:33,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4679/8000 [37:13<20:59,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  58%|█████▊    | 4680/8000 [37:14<27:20,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4681/8000 [37:15<32:21,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4682/8000 [37:15<27:31,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4683/8000 [37:15<21:04,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4684/8000 [37:16<27:29,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4685/8000 [37:17<31:47,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4686/8000 [37:17<27:07,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4687/8000 [37:17<21:13,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4688/8000 [37:18<27:19,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4690/8000 [37:19<25:25,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4691/8000 [37:19<24:59,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4692/8000 [37:20<29:42,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4694/8000 [37:21<27:06,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4695/8000 [37:21<26:26,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4696/8000 [37:22<30:30,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4698/8000 [37:23<27:36,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▊    | 4699/8000 [37:23<27:05,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4700/8000 [37:23<27:14,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4701/8000 [37:24<22:31,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4703/8000 [37:25<25:55,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4704/8000 [37:25<22:09,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4705/8000 [37:25<20:02,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4706/8000 [37:26<17:18,  3.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4708/8000 [37:27<24:16,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4709/8000 [37:27<21:38,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4710/8000 [37:28<18:14,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4712/8000 [37:29<24:54,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4713/8000 [37:29<22:08,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4714/8000 [37:30<18:13,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4716/8000 [37:30<20:38,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4717/8000 [37:31<23:47,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4718/8000 [37:31<21:03,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4719/8000 [37:32<17:48,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4720/8000 [37:32<27:08,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4721/8000 [37:33<28:55,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4722/8000 [37:33<24:23,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4723/8000 [37:33<20:13,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4724/8000 [37:34<28:34,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4725/8000 [37:35<30:24,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4726/8000 [37:35<25:02,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4727/8000 [37:35<20:38,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4728/8000 [37:36<28:43,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4729/8000 [37:37<30:52,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4730/8000 [37:37<25:12,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4731/8000 [37:37<20:55,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4732/8000 [37:38<28:20,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4733/8000 [37:39<31:07,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4734/8000 [37:39<25:34,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4735/8000 [37:39<21:01,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4736/8000 [37:40<27:42,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4738/8000 [37:41<25:18,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4739/8000 [37:41<24:36,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4740/8000 [37:42<29:49,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4742/8000 [37:43<27:00,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4743/8000 [37:43<25:51,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4744/8000 [37:44<30:20,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4746/8000 [37:45<27:29,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4747/8000 [37:45<26:33,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4748/8000 [37:46<30:13,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4749/8000 [37:46<22:57,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4750/8000 [37:47<26:58,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4751/8000 [37:47<21:53,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4752/8000 [37:47<19:47,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4753/8000 [37:48<26:49,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4754/8000 [37:49<30:30,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4755/8000 [37:49<23:48,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4756/8000 [37:49<21:07,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4757/8000 [37:50<27:51,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4758/8000 [37:51<31:42,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  59%|█████▉    | 4759/8000 [37:51<24:04,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4760/8000 [37:51<21:20,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4761/8000 [37:52<27:57,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4762/8000 [37:53<32:18,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4764/8000 [37:53<25:29,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4765/8000 [37:54<31:18,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4766/8000 [37:55<34:14,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4768/8000 [37:55<25:45,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4769/8000 [37:55<20:14,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4770/8000 [37:57<39:54,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4772/8000 [37:57<29:50,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4773/8000 [37:57<22:59,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4774/8000 [37:58<39:58,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4776/8000 [37:58<28:49,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4777/8000 [37:59<23:50,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4778/8000 [38:00<43:00,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4781/8000 [38:01<31:42,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4782/8000 [38:02<48:50,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4785/8000 [38:03<35:42,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4786/8000 [38:04<51:32,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4788/8000 [38:04<36:51,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4789/8000 [38:05<28:36,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4790/8000 [38:06<46:36,  1.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4792/8000 [38:06<33:41,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4793/8000 [38:06<26:01,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4794/8000 [38:08<44:48,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4796/8000 [38:08<32:25,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4797/8000 [38:08<25:01,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|█████▉    | 4798/8000 [38:10<44:33,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4800/8000 [38:10<32:14,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4801/8000 [38:10<24:24,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4802/8000 [38:12<44:37,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4804/8000 [38:12<32:23,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4806/8000 [38:14<37:03,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4807/8000 [38:14<27:50,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4810/8000 [38:16<29:07,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4811/8000 [38:16<22:59,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4814/8000 [38:18<25:33,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4815/8000 [38:18<20:27,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4818/8000 [38:20<23:46,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4819/8000 [38:20<19:25,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4822/8000 [38:22<22:54,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4823/8000 [38:22<19:02,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4826/8000 [38:24<22:31,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4827/8000 [38:24<19:02,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4830/8000 [38:26<22:23,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4831/8000 [38:26<19:36,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4834/8000 [38:28<22:34,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4835/8000 [38:28<20:05,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4838/8000 [38:29<22:46,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  60%|██████    | 4839/8000 [38:30<20:34,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4842/8000 [38:31<22:59,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4843/8000 [38:32<20:59,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4845/8000 [38:33<27:29,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4846/8000 [38:34<24:33,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4849/8000 [38:35<25:35,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4850/8000 [38:36<23:37,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4853/8000 [38:37<21:53,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4854/8000 [38:37<24:06,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4855/8000 [38:38<22:48,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4857/8000 [38:39<23:56,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4858/8000 [38:39<25:29,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4859/8000 [38:40<23:45,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4861/8000 [38:41<24:35,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4862/8000 [38:41<19:32,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4863/8000 [38:41<19:49,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4864/8000 [38:42<19:56,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4865/8000 [38:43<30:27,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4866/8000 [38:43<22:54,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4867/8000 [38:43<22:09,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4868/8000 [38:43<21:53,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4869/8000 [38:45<31:59,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4871/8000 [38:45<25:54,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4872/8000 [38:46<41:21,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4874/8000 [38:47<32:24,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4875/8000 [38:47<30:31,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4876/8000 [38:48<36:57,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4878/8000 [38:49<29:15,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4879/8000 [38:49<28:50,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4880/8000 [38:50<35:17,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4882/8000 [38:51<28:12,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4883/8000 [38:51<27:58,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4884/8000 [38:52<34:24,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4887/8000 [38:53<26:27,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4888/8000 [38:54<41:26,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4891/8000 [38:55<31:32,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4892/8000 [38:56<44:36,  1.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4895/8000 [38:57<33:51,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4896/8000 [38:57<26:24,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4897/8000 [38:58<37:54,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4898/8000 [38:58<28:18,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████    | 4899/8000 [38:59<26:15,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4900/8000 [38:59<21:02,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4901/8000 [38:59<18:51,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4902/8000 [39:00<30:29,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4903/8000 [39:01<27:21,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4904/8000 [39:01<22:01,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4905/8000 [39:02<34:25,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4906/8000 [39:02<26:35,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4907/8000 [39:03<23:55,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4908/8000 [39:03<20:09,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4909/8000 [39:04<32:58,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4910/8000 [39:04<25:32,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4911/8000 [39:04<22:55,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4912/8000 [39:05<19:42,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4913/8000 [39:06<32:39,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4914/8000 [39:06<25:18,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4915/8000 [39:06<21:47,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4917/8000 [39:07<17:44,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4918/8000 [39:07<22:23,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  61%|██████▏   | 4919/8000 [39:08<21:04,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4920/8000 [39:08<20:15,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4921/8000 [39:08<18:37,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4922/8000 [39:08<16:07,  3.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4923/8000 [39:09<22:41,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4924/8000 [39:10<21:48,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4925/8000 [39:10<24:30,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4926/8000 [39:10<20:45,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4927/8000 [39:11<25:37,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4928/8000 [39:12<23:52,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4929/8000 [39:12<25:42,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4930/8000 [39:12<21:50,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4931/8000 [39:13<17:17,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4932/8000 [39:13<21:04,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4933/8000 [39:14<33:36,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4934/8000 [39:14<25:13,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4935/8000 [39:15<26:38,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4937/8000 [39:16<28:19,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4939/8000 [39:17<24:54,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4941/8000 [39:18<27:10,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4943/8000 [39:19<23:58,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4945/8000 [39:20<26:42,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4947/8000 [39:21<23:31,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4949/8000 [39:22<26:41,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4951/8000 [39:23<23:06,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4953/8000 [39:24<26:47,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4955/8000 [39:25<22:49,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4957/8000 [39:25<19:15,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4958/8000 [39:26<28:32,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4959/8000 [39:27<26:59,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4961/8000 [39:27<20:04,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4962/8000 [39:28<34:24,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4963/8000 [39:29<30:46,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4965/8000 [39:29<22:45,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4966/8000 [39:29<21:31,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4967/8000 [39:30<36:32,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4969/8000 [39:31<26:47,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4970/8000 [39:31<24:24,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4971/8000 [39:31<20:22,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4972/8000 [39:32<32:18,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4973/8000 [39:33<25:06,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4974/8000 [39:33<23:21,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4975/8000 [39:33<19:14,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4976/8000 [39:34<31:26,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4977/8000 [39:35<25:05,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4978/8000 [39:35<26:01,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4979/8000 [39:36<35:47,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4980/8000 [39:37<28:48,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4981/8000 [39:37<25:37,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4982/8000 [39:37<20:13,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4983/8000 [39:38<28:46,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4984/8000 [39:38<23:00,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4985/8000 [39:38<20:23,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4986/8000 [39:39<19:51,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4987/8000 [39:40<30:18,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4988/8000 [39:40<23:55,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4989/8000 [39:40<21:23,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4990/8000 [39:41<20:34,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4991/8000 [39:42<30:22,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4992/8000 [39:42<23:57,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4993/8000 [39:42<21:45,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4994/8000 [39:43<20:49,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4995/8000 [39:44<30:22,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4996/8000 [39:44<23:41,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4997/8000 [39:44<22:10,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4998/8000 [39:45<21:10,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▏   | 4999/8000 [39:46<30:27,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  62%|██████▎   | 5000/8000 [39:46<23:21,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5001/8000 [39:46<22:33,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5002/8000 [39:47<21:33,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5003/8000 [39:48<30:25,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5005/8000 [39:48<25:31,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5006/8000 [39:49<23:43,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5007/8000 [39:50<31:20,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5009/8000 [39:51<29:27,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5010/8000 [39:52<34:29,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5012/8000 [39:52<29:00,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5013/8000 [39:53<26:21,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5014/8000 [39:54<31:31,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5015/8000 [39:54<23:37,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5016/8000 [39:54<25:19,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5017/8000 [39:55<24:05,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5018/8000 [39:55<29:28,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5020/8000 [39:56<25:50,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5021/8000 [39:57<24:37,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5022/8000 [39:57<29:30,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5024/8000 [39:58<21:49,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5025/8000 [39:58<23:13,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5026/8000 [39:59<34:57,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5028/8000 [40:00<25:47,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5029/8000 [40:00<25:33,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5030/8000 [40:01<36:28,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5032/8000 [40:02<30:42,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5033/8000 [40:03<39:47,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5035/8000 [40:04<29:49,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5036/8000 [40:04<27:26,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5037/8000 [40:05<27:25,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5038/8000 [40:05<25:21,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5039/8000 [40:05<21:30,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5041/8000 [40:07<24:47,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5042/8000 [40:07<22:59,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5043/8000 [40:07<19:43,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5045/8000 [40:08<23:34,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5046/8000 [40:09<22:07,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5047/8000 [40:09<18:53,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5049/8000 [40:10<23:07,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5050/8000 [40:11<22:10,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5051/8000 [40:11<18:17,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5053/8000 [40:12<22:49,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5054/8000 [40:13<22:29,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5055/8000 [40:13<17:43,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5057/8000 [40:14<22:33,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5058/8000 [40:15<22:37,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5060/8000 [40:15<17:16,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5061/8000 [40:16<31:01,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5062/8000 [40:17<28:47,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5064/8000 [40:17<21:19,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5065/8000 [40:18<34:08,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5066/8000 [40:19<31:28,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5068/8000 [40:19<22:49,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5069/8000 [40:20<30:30,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5070/8000 [40:20<26:14,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5071/8000 [40:21<26:13,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5073/8000 [40:22<26:17,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5074/8000 [40:22<23:25,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5075/8000 [40:23<24:16,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5077/8000 [40:24<24:46,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5078/8000 [40:24<22:24,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  63%|██████▎   | 5079/8000 [40:25<23:37,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5081/8000 [40:26<24:24,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5082/8000 [40:26<21:56,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5083/8000 [40:27<23:08,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5085/8000 [40:28<24:09,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5086/8000 [40:28<21:39,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5087/8000 [40:29<22:51,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5089/8000 [40:30<23:59,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5090/8000 [40:30<21:40,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5091/8000 [40:31<22:31,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5093/8000 [40:31<17:31,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5094/8000 [40:32<24:50,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5095/8000 [40:32<22:37,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5096/8000 [40:32<22:58,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5097/8000 [40:33<19:19,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5098/8000 [40:34<25:58,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▎   | 5099/8000 [40:34<23:38,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5100/8000 [40:34<23:24,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5101/8000 [40:35<19:50,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5102/8000 [40:35<26:00,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5103/8000 [40:36<24:44,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5104/8000 [40:36<23:06,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5105/8000 [40:37<19:51,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5106/8000 [40:37<20:43,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5107/8000 [40:37<19:33,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5108/8000 [40:38<19:10,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5109/8000 [40:38<15:18,  3.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5110/8000 [40:39<19:34,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5111/8000 [40:39<25:14,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5112/8000 [40:40<23:43,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5113/8000 [40:40<27:03,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5114/8000 [40:41<30:07,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5115/8000 [40:42<27:25,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5116/8000 [40:42<22:00,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5117/8000 [40:42<23:11,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5118/8000 [40:43<27:20,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5119/8000 [40:44<25:34,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5120/8000 [40:44<21:00,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5121/8000 [40:44<22:10,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5122/8000 [40:45<26:32,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5123/8000 [40:46<25:00,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5124/8000 [40:46<20:47,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5125/8000 [40:46<21:44,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5126/8000 [40:47<25:59,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5127/8000 [40:48<24:51,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5128/8000 [40:48<20:46,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5129/8000 [40:48<21:36,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5130/8000 [40:49<25:35,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5131/8000 [40:49<25:07,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5132/8000 [40:50<20:47,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5133/8000 [40:50<21:29,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5134/8000 [40:50<18:50,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5135/8000 [40:51<20:11,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5136/8000 [40:52<24:19,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5137/8000 [40:52<23:58,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5138/8000 [40:52<20:29,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5139/8000 [40:53<21:23,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5140/8000 [40:54<25:18,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5141/8000 [40:54<24:27,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5142/8000 [40:54<20:48,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5143/8000 [40:55<21:47,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5144/8000 [40:56<25:49,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5145/8000 [40:56<24:20,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5146/8000 [40:56<20:54,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5147/8000 [40:57<21:57,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5148/8000 [40:58<26:15,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5149/8000 [40:58<23:58,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5150/8000 [40:58<20:49,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5151/8000 [40:59<21:48,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5152/8000 [41:00<26:38,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5153/8000 [41:00<23:38,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5154/8000 [41:00<20:40,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5155/8000 [41:01<19:12,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5156/8000 [41:01<15:41,  3.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5157/8000 [41:02<22:34,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5158/8000 [41:02<20:44,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5159/8000 [41:02<18:48,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  64%|██████▍   | 5160/8000 [41:03<19:47,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5161/8000 [41:03<25:38,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5162/8000 [41:04<22:59,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5163/8000 [41:04<20:19,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5164/8000 [41:05<20:40,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5165/8000 [41:05<17:32,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5166/8000 [41:05<21:00,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5167/8000 [41:06<19:47,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5168/8000 [41:06<18:03,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5169/8000 [41:07<19:04,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5170/8000 [41:07<25:26,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5171/8000 [41:08<22:35,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5172/8000 [41:08<20:19,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5173/8000 [41:08<20:11,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5174/8000 [41:09<26:28,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5175/8000 [41:10<23:15,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5176/8000 [41:10<21:26,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5177/8000 [41:10<20:09,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5178/8000 [41:11<26:35,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5179/8000 [41:12<23:13,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5180/8000 [41:12<21:25,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5181/8000 [41:12<20:06,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5182/8000 [41:13<26:42,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5183/8000 [41:14<22:58,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5184/8000 [41:14<21:21,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5185/8000 [41:14<20:02,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5186/8000 [41:15<26:50,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5187/8000 [41:15<23:02,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5188/8000 [41:16<21:14,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5189/8000 [41:16<19:58,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5190/8000 [41:17<26:55,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5191/8000 [41:17<23:00,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5192/8000 [41:18<21:15,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5193/8000 [41:18<19:46,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5194/8000 [41:19<27:02,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5195/8000 [41:19<23:10,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5196/8000 [41:20<21:08,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5197/8000 [41:20<19:35,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5198/8000 [41:21<27:04,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▍   | 5199/8000 [41:21<23:10,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5200/8000 [41:22<21:09,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5201/8000 [41:22<19:17,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5203/8000 [41:23<22:29,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5204/8000 [41:24<20:54,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5205/8000 [41:24<18:39,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5207/8000 [41:25<22:04,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5208/8000 [41:26<21:17,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5209/8000 [41:26<17:54,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5211/8000 [41:27<21:33,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5212/8000 [41:28<21:37,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5213/8000 [41:28<17:30,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5214/8000 [41:28<13:56,  3.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5215/8000 [41:29<26:09,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5216/8000 [41:30<25:06,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5217/8000 [41:30<19:44,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5218/8000 [41:30<15:41,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5219/8000 [41:31<27:23,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5220/8000 [41:32<25:46,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5221/8000 [41:32<20:26,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5222/8000 [41:32<16:01,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5223/8000 [41:33<27:31,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5224/8000 [41:34<25:53,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5225/8000 [41:34<20:32,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5226/8000 [41:34<16:05,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5227/8000 [41:35<27:29,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5228/8000 [41:35<25:57,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5229/8000 [41:36<20:51,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5230/8000 [41:36<15:59,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5231/8000 [41:37<27:10,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5232/8000 [41:37<26:05,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5233/8000 [41:38<21:11,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5235/8000 [41:39<23:14,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5236/8000 [41:39<23:28,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5237/8000 [41:40<19:06,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  65%|██████▌   | 5239/8000 [41:41<21:48,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5240/8000 [41:41<22:32,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5241/8000 [41:42<18:19,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5242/8000 [41:42<14:19,  3.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5243/8000 [41:43<25:29,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5244/8000 [41:43<25:09,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5245/8000 [41:43<19:54,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5246/8000 [41:44<16:15,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5247/8000 [41:45<26:08,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5248/8000 [41:45<25:39,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5249/8000 [41:45<20:07,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5250/8000 [41:46<16:49,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5251/8000 [41:47<26:07,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5252/8000 [41:47<25:34,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5253/8000 [41:47<19:58,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5254/8000 [41:48<17:15,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5255/8000 [41:48<15:26,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5256/8000 [41:48<18:40,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5257/8000 [41:49<15:53,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5258/8000 [41:49<23:52,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5260/8000 [41:50<18:14,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5261/8000 [41:51<23:43,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5262/8000 [41:51<29:23,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5264/8000 [41:52<21:56,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5265/8000 [41:52<26:23,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5266/8000 [41:53<31:24,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5268/8000 [41:54<23:08,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5269/8000 [41:54<27:34,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5271/8000 [41:55<25:50,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5272/8000 [41:56<19:59,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5273/8000 [41:56<25:28,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5275/8000 [41:57<24:28,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5276/8000 [41:57<18:45,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5277/8000 [41:58<24:51,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5279/8000 [41:58<18:05,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5280/8000 [41:59<24:24,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5283/8000 [41:59<17:32,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5285/8000 [42:01<24:46,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5288/8000 [42:03<23:46,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5289/8000 [42:03<23:32,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5292/8000 [42:05<22:54,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5293/8000 [42:05<23:00,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5296/8000 [42:07<22:40,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▌   | 5297/8000 [42:07<22:27,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5300/8000 [42:09<22:29,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5301/8000 [42:09<22:10,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5304/8000 [42:11<22:21,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5305/8000 [42:11<21:55,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5308/8000 [42:13<22:06,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5309/8000 [42:13<21:27,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5312/8000 [42:15<21:49,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5313/8000 [42:15<20:34,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5316/8000 [42:16<21:26,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5317/8000 [42:17<19:44,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5319/8000 [42:17<14:33,  3.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  66%|██████▋   | 5320/8000 [42:17<15:04,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5321/8000 [42:18<17:03,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5322/8000 [42:18<20:47,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5323/8000 [42:19<18:50,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5325/8000 [42:20<19:33,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5326/8000 [42:20<22:59,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5327/8000 [42:21<20:14,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5329/8000 [42:22<20:31,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5330/8000 [42:22<23:24,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5331/8000 [42:23<20:42,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5333/8000 [42:23<18:48,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5334/8000 [42:24<17:22,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5336/8000 [42:25<18:42,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5337/8000 [42:25<21:40,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5338/8000 [42:26<19:32,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5340/8000 [42:27<20:07,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5341/8000 [42:27<22:34,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5342/8000 [42:28<20:18,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5344/8000 [42:28<15:11,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5345/8000 [42:29<21:37,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5346/8000 [42:30<27:57,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5348/8000 [42:30<20:30,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5349/8000 [42:31<25:33,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5350/8000 [42:31<30:25,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5352/8000 [42:32<22:20,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5353/8000 [42:32<26:06,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5355/8000 [42:33<24:47,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5356/8000 [42:34<19:33,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5357/8000 [42:34<24:16,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5359/8000 [42:35<23:22,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5360/8000 [42:36<18:40,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5361/8000 [42:36<23:23,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5363/8000 [42:37<22:48,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5364/8000 [42:37<18:29,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5365/8000 [42:38<22:59,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5367/8000 [42:39<22:35,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5368/8000 [42:39<18:19,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5369/8000 [42:40<22:32,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5370/8000 [42:40<17:27,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5371/8000 [42:41<23:49,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5372/8000 [42:41<19:15,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5373/8000 [42:42<22:48,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5374/8000 [42:42<18:18,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5376/8000 [42:43<18:27,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5377/8000 [42:44<24:30,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5378/8000 [42:44<20:08,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5380/8000 [42:45<19:33,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5381/8000 [42:46<25:02,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5382/8000 [42:46<18:50,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5383/8000 [42:46<15:25,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5385/8000 [42:48<21:38,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5386/8000 [42:48<16:29,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5387/8000 [42:48<14:06,  3.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5389/8000 [42:50<20:28,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5390/8000 [42:50<15:51,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5391/8000 [42:50<13:45,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5393/8000 [42:52<20:05,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5394/8000 [42:52<15:49,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5395/8000 [42:52<13:49,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5397/8000 [42:53<14:34,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5398/8000 [42:54<20:57,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  67%|██████▋   | 5399/8000 [42:54<19:20,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5401/8000 [42:55<18:25,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5402/8000 [42:56<23:23,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5403/8000 [42:56<18:28,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5404/8000 [42:56<15:58,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5406/8000 [42:57<21:03,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5407/8000 [42:58<17:23,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5408/8000 [42:58<15:11,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5410/8000 [42:59<20:14,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5411/8000 [43:00<17:15,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5412/8000 [43:00<14:54,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5414/8000 [43:01<15:16,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5415/8000 [43:01<19:57,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5416/8000 [43:02<20:42,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5418/8000 [43:03<18:58,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5419/8000 [43:03<22:26,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5420/8000 [43:04<23:12,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5422/8000 [43:04<20:23,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5423/8000 [43:05<23:16,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5424/8000 [43:06<24:11,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5426/8000 [43:06<20:56,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5427/8000 [43:07<23:31,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5428/8000 [43:08<24:32,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5430/8000 [43:08<21:09,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5431/8000 [43:09<23:30,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5432/8000 [43:10<24:42,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5433/8000 [43:10<18:42,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5434/8000 [43:10<19:35,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5435/8000 [43:11<22:18,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5436/8000 [43:12<24:00,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5437/8000 [43:12<18:11,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5438/8000 [43:12<19:13,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5439/8000 [43:13<19:28,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5440/8000 [43:13<16:07,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5441/8000 [43:14<19:42,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5442/8000 [43:14<21:36,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5443/8000 [43:15<21:25,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5444/8000 [43:15<17:17,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5445/8000 [43:15<15:54,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5446/8000 [43:15<15:34,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5448/8000 [43:17<19:06,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5449/8000 [43:17<21:45,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5451/8000 [43:18<21:29,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5452/8000 [43:19<17:03,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5453/8000 [43:19<13:32,  3.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5454/8000 [43:19<17:59,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5455/8000 [43:20<25:07,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5457/8000 [43:21<18:37,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5458/8000 [43:21<14:26,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5459/8000 [43:22<31:13,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5461/8000 [43:22<23:07,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5463/8000 [43:24<27:10,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5465/8000 [43:24<20:27,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5467/8000 [43:26<25:10,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5469/8000 [43:26<18:57,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5471/8000 [43:27<16:29,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5472/8000 [43:28<27:20,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5474/8000 [43:28<20:27,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5475/8000 [43:29<20:22,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5476/8000 [43:29<17:56,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5477/8000 [43:30<24:45,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5478/8000 [43:30<19:59,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5479/8000 [43:31<20:23,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  68%|██████▊   | 5480/8000 [43:31<17:38,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5481/8000 [43:32<24:04,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5482/8000 [43:32<19:58,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5483/8000 [43:33<20:46,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5484/8000 [43:33<17:05,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5485/8000 [43:34<23:43,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5486/8000 [43:34<20:00,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5487/8000 [43:35<20:57,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5488/8000 [43:35<16:50,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5489/8000 [43:36<23:29,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5490/8000 [43:36<20:02,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5491/8000 [43:36<16:26,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5492/8000 [43:37<18:11,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5493/8000 [43:38<28:06,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5494/8000 [43:38<21:40,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5495/8000 [43:39<20:23,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5496/8000 [43:39<16:05,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5497/8000 [43:40<26:38,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5498/8000 [43:40<20:29,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▊   | 5499/8000 [43:41<19:35,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5500/8000 [43:41<15:33,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5501/8000 [43:42<26:14,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5502/8000 [43:42<20:27,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5503/8000 [43:43<19:19,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5504/8000 [43:43<15:28,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5505/8000 [43:44<26:00,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5506/8000 [43:44<20:35,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5507/8000 [43:45<19:04,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5508/8000 [43:45<15:46,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5509/8000 [43:46<25:53,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5510/8000 [43:46<20:36,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5511/8000 [43:46<18:46,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5512/8000 [43:47<15:35,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5513/8000 [43:48<26:08,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5514/8000 [43:48<20:39,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5515/8000 [43:48<18:31,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5516/8000 [43:49<15:26,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5517/8000 [43:50<26:03,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5518/8000 [43:50<21:01,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5519/8000 [43:50<18:15,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5520/8000 [43:51<15:35,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5521/8000 [43:51<13:52,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5522/8000 [43:52<21:48,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5523/8000 [43:52<18:11,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5524/8000 [43:52<15:56,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5525/8000 [43:53<14:23,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5526/8000 [43:54<24:45,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5527/8000 [43:54<20:02,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5528/8000 [43:54<17:13,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5529/8000 [43:55<15:48,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5530/8000 [43:56<23:22,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5531/8000 [43:56<18:24,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5532/8000 [43:56<15:22,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5533/8000 [43:56<14:03,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5534/8000 [43:57<26:01,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5535/8000 [43:58<20:19,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5536/8000 [43:58<16:20,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5537/8000 [43:58<14:56,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5538/8000 [43:59<26:38,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5539/8000 [44:00<20:46,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5540/8000 [44:00<16:11,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5541/8000 [44:00<15:18,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5542/8000 [44:01<27:10,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5543/8000 [44:02<20:52,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5545/8000 [44:02<17:21,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5546/8000 [44:03<28:51,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5547/8000 [44:03<21:53,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5549/8000 [44:04<17:59,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5550/8000 [44:05<29:34,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5551/8000 [44:05<22:14,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5553/8000 [44:06<18:15,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5554/8000 [44:06<19:36,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5555/8000 [44:07<24:15,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5556/8000 [44:07<18:13,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5557/8000 [44:08<17:50,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5558/8000 [44:08<19:10,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  69%|██████▉   | 5559/8000 [44:09<18:36,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5560/8000 [44:09<18:50,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5562/8000 [44:10<19:12,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5564/8000 [44:11<16:17,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5565/8000 [44:11<18:31,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5566/8000 [44:12<23:47,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5568/8000 [44:13<19:28,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5569/8000 [44:13<20:58,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5570/8000 [44:14<25:00,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5572/8000 [44:15<20:25,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5573/8000 [44:15<21:40,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5574/8000 [44:15<16:31,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5575/8000 [44:16<20:28,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5577/8000 [44:17<20:58,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5578/8000 [44:17<15:53,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5579/8000 [44:18<20:09,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5581/8000 [44:19<20:43,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5583/8000 [44:20<19:38,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5585/8000 [44:21<20:20,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5587/8000 [44:22<19:20,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5589/8000 [44:23<19:52,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5591/8000 [44:23<14:43,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5592/8000 [44:24<19:17,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5593/8000 [44:24<16:14,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5594/8000 [44:25<20:13,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5595/8000 [44:25<15:26,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5597/8000 [44:26<17:28,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5598/8000 [44:27<20:49,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|██████▉   | 5599/8000 [44:27<16:16,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5601/8000 [44:27<13:34,  2.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5602/8000 [44:28<17:10,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5603/8000 [44:28<13:15,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5604/8000 [44:29<17:29,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5605/8000 [44:29<18:16,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5606/8000 [44:30<20:29,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5607/8000 [44:30<15:55,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5608/8000 [44:31<18:57,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5609/8000 [44:31<19:24,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5610/8000 [44:32<21:23,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5611/8000 [44:32<16:41,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5612/8000 [44:33<19:07,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5613/8000 [44:33<19:35,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5614/8000 [44:34<23:20,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5615/8000 [44:34<23:27,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5616/8000 [44:35<22:47,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5617/8000 [44:36<23:38,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5618/8000 [44:36<18:36,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5619/8000 [44:36<19:59,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5620/8000 [44:37<20:22,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5621/8000 [44:38<21:50,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5622/8000 [44:38<17:18,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5623/8000 [44:38<19:09,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5624/8000 [44:39<17:48,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5625/8000 [44:39<14:31,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5626/8000 [44:40<17:38,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5627/8000 [44:40<15:40,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5628/8000 [44:41<20:56,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5629/8000 [44:41<17:16,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5630/8000 [44:41<19:06,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5631/8000 [44:42<16:41,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5632/8000 [44:43<21:33,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5633/8000 [44:43<18:22,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5634/8000 [44:43<19:13,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5635/8000 [44:44<16:45,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5636/8000 [44:44<21:34,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5637/8000 [44:45<19:11,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5638/8000 [44:45<18:55,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5639/8000 [44:46<26:23,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  70%|███████   | 5640/8000 [44:47<23:17,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5641/8000 [44:47<21:06,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5642/8000 [44:48<18:19,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5643/8000 [44:48<22:31,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5644/8000 [44:49<21:16,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5645/8000 [44:49<19:13,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5646/8000 [44:49<16:50,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5647/8000 [44:50<15:50,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5648/8000 [44:50<16:29,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5649/8000 [44:51<21:24,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5650/8000 [44:52<23:01,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5651/8000 [44:52<19:32,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5652/8000 [44:52<15:13,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5653/8000 [44:53<24:11,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5654/8000 [44:54<21:41,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5655/8000 [44:54<18:16,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5656/8000 [44:54<14:22,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5657/8000 [44:55<21:30,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5658/8000 [44:55<16:49,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5659/8000 [44:56<16:48,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5660/8000 [44:56<14:55,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5661/8000 [44:57<23:22,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5662/8000 [44:57<18:12,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5663/8000 [44:58<17:31,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5664/8000 [44:58<15:25,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5665/8000 [44:59<23:53,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5666/8000 [44:59<18:45,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5667/8000 [45:00<17:26,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5668/8000 [45:00<15:13,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5670/8000 [45:01<17:20,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5671/8000 [45:02<18:16,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5672/8000 [45:02<15:41,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5674/8000 [45:03<17:43,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5675/8000 [45:03<16:55,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5676/8000 [45:04<13:27,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5677/8000 [45:05<25:41,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5678/8000 [45:05<23:02,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5679/8000 [45:05<17:22,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5680/8000 [45:06<15:10,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5681/8000 [45:07<23:38,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5682/8000 [45:07<22:00,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5684/8000 [45:08<17:26,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5685/8000 [45:09<25:00,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5686/8000 [45:09<23:26,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5688/8000 [45:10<18:28,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5689/8000 [45:11<25:07,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5690/8000 [45:11<23:40,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5692/8000 [45:12<18:38,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5693/8000 [45:13<25:04,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5694/8000 [45:13<23:38,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5696/8000 [45:14<18:40,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5697/8000 [45:15<25:12,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████   | 5698/8000 [45:15<23:34,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5700/8000 [45:15<18:41,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5701/8000 [45:17<25:14,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5702/8000 [45:17<23:22,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5703/8000 [45:17<17:36,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5704/8000 [45:17<15:31,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5705/8000 [45:18<23:10,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5706/8000 [45:19<21:46,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5708/8000 [45:19<17:24,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5709/8000 [45:20<23:19,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5710/8000 [45:20<17:40,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5711/8000 [45:21<17:51,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5713/8000 [45:22<20:10,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5714/8000 [45:22<15:26,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5715/8000 [45:23<16:14,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5716/8000 [45:23<12:30,  3.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5717/8000 [45:24<19:55,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  71%|███████▏  | 5718/8000 [45:24<17:14,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5720/8000 [45:25<15:23,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5721/8000 [45:26<23:04,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5722/8000 [45:26<19:35,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5724/8000 [45:27<16:54,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5725/8000 [45:27<16:55,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5726/8000 [45:28<18:57,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5727/8000 [45:28<16:59,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5728/8000 [45:29<18:10,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5729/8000 [45:29<17:32,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5730/8000 [45:30<19:30,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5731/8000 [45:30<17:18,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5732/8000 [45:31<18:22,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5733/8000 [45:31<17:31,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5734/8000 [45:32<19:38,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5735/8000 [45:32<17:15,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5736/8000 [45:33<18:35,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5737/8000 [45:33<17:30,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5738/8000 [45:34<19:50,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5739/8000 [45:34<17:22,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5740/8000 [45:35<18:43,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5741/8000 [45:35<17:20,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5742/8000 [45:36<20:11,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5743/8000 [45:36<17:32,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5744/8000 [45:37<18:32,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5745/8000 [45:37<16:53,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5746/8000 [45:38<20:44,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5747/8000 [45:38<17:26,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5748/8000 [45:38<18:19,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5749/8000 [45:39<16:50,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5750/8000 [45:40<21:01,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5751/8000 [45:40<17:25,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5752/8000 [45:40<17:54,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5753/8000 [45:41<16:45,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5754/8000 [45:42<20:53,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5755/8000 [45:42<17:30,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5756/8000 [45:42<17:46,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5757/8000 [45:43<16:54,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5758/8000 [45:44<20:43,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5759/8000 [45:44<17:34,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5760/8000 [45:44<17:33,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5761/8000 [45:45<16:39,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5762/8000 [45:45<21:03,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5763/8000 [45:46<16:07,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5764/8000 [45:46<12:46,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5765/8000 [45:46<13:58,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5766/8000 [45:47<14:03,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5767/8000 [45:47<19:48,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5768/8000 [45:48<16:17,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5769/8000 [45:48<16:27,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5770/8000 [45:49<15:49,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5771/8000 [45:49<21:25,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5772/8000 [45:50<17:11,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5773/8000 [45:50<16:51,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5774/8000 [45:50<16:02,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5775/8000 [45:51<17:57,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5776/8000 [45:51<16:22,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5777/8000 [45:52<13:52,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5778/8000 [45:52<18:08,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5779/8000 [45:53<19:37,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5780/8000 [45:53<17:44,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5781/8000 [45:54<14:53,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5782/8000 [45:54<18:22,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5783/8000 [45:55<19:53,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5784/8000 [45:55<18:04,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5785/8000 [45:56<22:49,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5786/8000 [45:57<23:07,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5787/8000 [45:57<20:13,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5788/8000 [45:58<16:49,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5789/8000 [45:58<19:09,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5790/8000 [45:59<20:39,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5791/8000 [45:59<18:34,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5792/8000 [45:59<15:36,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5793/8000 [46:00<18:05,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5794/8000 [46:01<20:03,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5795/8000 [46:01<18:14,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5796/8000 [46:01<15:23,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5797/8000 [46:02<17:43,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5798/8000 [46:03<19:51,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▏  | 5799/8000 [46:03<18:17,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  72%|███████▎  | 5800/8000 [46:03<15:16,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5801/8000 [46:04<17:29,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5802/8000 [46:05<19:46,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5803/8000 [46:05<18:24,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5804/8000 [46:06<21:45,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5805/8000 [46:07<23:00,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5806/8000 [46:07<20:49,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5807/8000 [46:07<16:58,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5808/8000 [46:08<18:13,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5809/8000 [46:08<20:30,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5810/8000 [46:09<19:08,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5811/8000 [46:09<15:42,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5812/8000 [46:10<17:12,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5813/8000 [46:10<19:52,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5814/8000 [46:11<18:47,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5815/8000 [46:11<15:22,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5816/8000 [46:12<16:49,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5817/8000 [46:12<19:47,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5818/8000 [46:13<18:44,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5819/8000 [46:13<15:25,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5820/8000 [46:14<16:37,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5821/8000 [46:14<20:03,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5822/8000 [46:15<18:38,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5823/8000 [46:15<15:32,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5824/8000 [46:15<16:18,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5825/8000 [46:17<24:36,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5826/8000 [46:17<19:52,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5827/8000 [46:17<19:01,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5828/8000 [46:18<16:06,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5829/8000 [46:18<17:37,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5830/8000 [46:19<19:19,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5831/8000 [46:19<18:21,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5832/8000 [46:20<15:54,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5833/8000 [46:20<16:24,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5834/8000 [46:20<12:43,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5835/8000 [46:21<20:07,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5836/8000 [46:22<17:22,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5837/8000 [46:22<17:36,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5838/8000 [46:22<13:48,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5839/8000 [46:23<20:26,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5840/8000 [46:24<17:34,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5841/8000 [46:24<17:58,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5842/8000 [46:24<13:57,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5843/8000 [46:25<20:06,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5844/8000 [46:25<17:37,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5845/8000 [46:26<18:23,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5847/8000 [46:26<15:13,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5848/8000 [46:27<17:05,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5849/8000 [46:28<22:24,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5851/8000 [46:28<17:59,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5852/8000 [46:29<18:30,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5854/8000 [46:30<18:49,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5855/8000 [46:30<17:02,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5856/8000 [46:31<17:14,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5858/8000 [46:32<18:15,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5859/8000 [46:32<16:22,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5860/8000 [46:33<16:21,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5862/8000 [46:33<14:15,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5863/8000 [46:34<17:06,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5864/8000 [46:35<20:00,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5866/8000 [46:35<16:56,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5867/8000 [46:36<13:51,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5868/8000 [46:37<22:18,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5870/8000 [46:37<18:50,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5871/8000 [46:38<15:01,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5872/8000 [46:39<22:45,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5874/8000 [46:39<19:13,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5875/8000 [46:40<15:08,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5876/8000 [46:40<12:31,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5877/8000 [46:41<19:55,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5878/8000 [46:41<20:11,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  73%|███████▎  | 5879/8000 [46:41<15:31,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5880/8000 [46:42<12:47,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5881/8000 [46:43<20:26,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5882/8000 [46:43<20:27,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5883/8000 [46:43<15:26,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5884/8000 [46:44<13:10,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5885/8000 [46:45<20:16,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5886/8000 [46:45<20:46,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5888/8000 [46:46<16:38,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5889/8000 [46:46<17:56,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5890/8000 [46:47<16:06,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5891/8000 [46:47<18:30,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5892/8000 [46:48<17:05,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5893/8000 [46:48<17:57,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5894/8000 [46:49<15:53,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5895/8000 [46:49<18:15,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5896/8000 [46:50<16:55,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5897/8000 [46:50<17:40,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5898/8000 [46:51<22:49,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▎  | 5899/8000 [46:52<20:12,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5900/8000 [46:52<19:52,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5901/8000 [46:53<17:52,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5902/8000 [46:53<19:14,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5903/8000 [46:54<17:28,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5904/8000 [46:54<17:55,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5905/8000 [46:55<17:02,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5906/8000 [46:55<18:20,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5907/8000 [46:56<16:40,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5908/8000 [46:56<17:19,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5909/8000 [46:57<16:57,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5910/8000 [46:57<17:59,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5911/8000 [46:57<16:17,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5912/8000 [46:58<17:11,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5913/8000 [46:59<17:02,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5914/8000 [46:59<17:56,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5915/8000 [46:59<16:11,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5916/8000 [47:00<16:56,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5917/8000 [47:00<17:09,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5918/8000 [47:01<17:38,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5919/8000 [47:01<16:15,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5920/8000 [47:02<16:52,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5921/8000 [47:02<17:27,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5922/8000 [47:03<17:17,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5923/8000 [47:03<16:09,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5924/8000 [47:04<16:43,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5925/8000 [47:04<17:33,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5926/8000 [47:05<17:05,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5927/8000 [47:05<16:02,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5928/8000 [47:06<16:37,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5929/8000 [47:06<17:43,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5930/8000 [47:07<16:55,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5931/8000 [47:07<15:58,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5932/8000 [47:08<16:33,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5933/8000 [47:08<17:43,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5934/8000 [47:09<16:51,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5935/8000 [47:09<16:09,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5936/8000 [47:10<16:24,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5937/8000 [47:10<17:35,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5938/8000 [47:11<16:43,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5939/8000 [47:11<16:34,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5940/8000 [47:12<16:11,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5941/8000 [47:12<17:31,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5942/8000 [47:13<16:20,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5943/8000 [47:13<17:09,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5945/8000 [47:14<13:57,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5946/8000 [47:14<16:06,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5947/8000 [47:15<14:59,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5948/8000 [47:15<17:07,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5949/8000 [47:16<15:07,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5950/8000 [47:16<17:24,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5951/8000 [47:16<15:16,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5952/8000 [47:17<17:53,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5953/8000 [47:17<15:19,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5954/8000 [47:18<17:37,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5955/8000 [47:18<15:10,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5956/8000 [47:19<18:09,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5957/8000 [47:19<15:25,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5958/8000 [47:20<17:31,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5959/8000 [47:20<15:04,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  74%|███████▍  | 5960/8000 [47:21<18:18,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5961/8000 [47:21<15:21,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5962/8000 [47:22<17:34,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5963/8000 [47:22<14:58,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5964/8000 [47:23<18:32,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5965/8000 [47:23<15:23,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5966/8000 [47:24<17:23,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5967/8000 [47:24<14:51,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5968/8000 [47:25<18:28,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5969/8000 [47:25<15:26,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5970/8000 [47:26<17:17,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5971/8000 [47:26<14:45,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5972/8000 [47:27<18:24,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5973/8000 [47:28<21:52,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5974/8000 [47:28<17:50,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5975/8000 [47:29<20:36,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5976/8000 [47:29<16:57,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5977/8000 [47:30<18:27,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5978/8000 [47:31<23:24,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5979/8000 [47:31<19:13,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5980/8000 [47:32<20:01,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5982/8000 [47:32<15:07,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5983/8000 [47:33<18:54,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5984/8000 [47:34<22:21,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5986/8000 [47:34<16:42,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5987/8000 [47:34<15:26,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5988/8000 [47:36<24:33,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5990/8000 [47:36<18:12,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5991/8000 [47:36<16:47,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5992/8000 [47:38<25:41,  1.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5994/8000 [47:38<18:53,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5995/8000 [47:38<17:14,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5996/8000 [47:40<26:08,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5998/8000 [47:40<19:09,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▍  | 5999/8000 [47:40<17:30,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6000/8000 [47:41<22:15,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6001/8000 [47:42<19:10,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6002/8000 [47:42<15:34,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6003/8000 [47:43<25:06,  1.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6004/8000 [47:43<18:49,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6005/8000 [47:44<14:58,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6006/8000 [47:44<12:04,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6007/8000 [47:44<09:28,  3.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6008/8000 [47:44<10:57,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6009/8000 [47:46<19:57,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6010/8000 [47:46<16:04,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6011/8000 [47:46<16:41,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6012/8000 [47:47<23:24,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6013/8000 [47:48<18:38,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6015/8000 [47:48<15:50,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6016/8000 [47:49<22:36,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6017/8000 [47:50<18:16,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6019/8000 [47:50<15:28,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6020/8000 [47:51<22:18,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6021/8000 [47:52<18:14,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6023/8000 [47:52<15:21,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6024/8000 [47:53<22:14,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6025/8000 [47:54<18:08,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6027/8000 [47:54<15:12,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6028/8000 [47:55<22:16,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6029/8000 [47:56<18:03,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6031/8000 [47:56<15:07,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6032/8000 [47:57<22:12,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6033/8000 [47:57<18:02,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6035/8000 [47:58<15:06,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6036/8000 [47:59<22:17,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6037/8000 [47:59<17:58,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  75%|███████▌  | 6039/8000 [48:00<15:03,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6040/8000 [48:01<22:15,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6041/8000 [48:01<17:57,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6043/8000 [48:02<15:02,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6044/8000 [48:03<22:18,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6045/8000 [48:03<17:52,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6047/8000 [48:04<14:58,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6048/8000 [48:04<15:57,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6049/8000 [48:05<17:36,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6050/8000 [48:05<14:20,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6051/8000 [48:06<14:59,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6052/8000 [48:06<16:05,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6053/8000 [48:07<17:39,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6054/8000 [48:07<14:17,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6055/8000 [48:08<14:55,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6056/8000 [48:08<16:00,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6057/8000 [48:09<18:03,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6058/8000 [48:09<14:11,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6059/8000 [48:10<14:55,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6060/8000 [48:10<15:52,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6061/8000 [48:11<18:12,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6062/8000 [48:11<14:11,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6063/8000 [48:12<19:24,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6065/8000 [48:13<17:31,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6066/8000 [48:14<18:51,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6067/8000 [48:14<17:34,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6069/8000 [48:15<16:15,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6070/8000 [48:16<18:04,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6071/8000 [48:16<16:52,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6073/8000 [48:17<14:21,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6074/8000 [48:17<12:44,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6075/8000 [48:18<19:48,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6077/8000 [48:18<16:29,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6078/8000 [48:19<14:02,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6079/8000 [48:20<20:51,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6081/8000 [48:20<17:13,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6082/8000 [48:21<14:30,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6083/8000 [48:22<21:06,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6085/8000 [48:22<17:31,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6086/8000 [48:23<14:39,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6087/8000 [48:24<20:58,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6089/8000 [48:24<17:34,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6090/8000 [48:25<14:33,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6091/8000 [48:26<20:45,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6093/8000 [48:26<17:27,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6094/8000 [48:27<14:28,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6095/8000 [48:28<20:33,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6097/8000 [48:28<17:32,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6098/8000 [48:29<14:01,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▌  | 6099/8000 [48:30<20:13,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6101/8000 [48:30<17:28,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6102/8000 [48:30<13:46,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6103/8000 [48:31<10:36,  2.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6104/8000 [48:32<16:48,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6105/8000 [48:32<18:37,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6106/8000 [48:32<14:12,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6108/8000 [48:34<15:08,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6109/8000 [48:34<17:28,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6110/8000 [48:34<13:24,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6112/8000 [48:35<14:29,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6113/8000 [48:36<17:04,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6114/8000 [48:36<13:03,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6116/8000 [48:37<14:13,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6117/8000 [48:38<17:00,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6118/8000 [48:38<12:55,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  76%|███████▋  | 6120/8000 [48:39<14:11,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6121/8000 [48:40<16:50,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6122/8000 [48:40<12:47,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6124/8000 [48:41<14:18,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6125/8000 [48:42<16:38,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6127/8000 [48:42<12:33,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6128/8000 [48:43<18:48,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6129/8000 [48:44<19:45,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6131/8000 [48:44<14:38,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6132/8000 [48:45<20:20,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6134/8000 [48:46<17:45,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6136/8000 [48:47<18:08,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6138/8000 [48:48<16:01,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6140/8000 [48:48<12:30,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6142/8000 [48:50<16:27,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6143/8000 [48:50<12:29,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6144/8000 [48:50<10:43,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6146/8000 [48:52<15:10,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6148/8000 [48:52<11:57,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6150/8000 [48:54<16:03,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6152/8000 [48:54<12:31,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6154/8000 [48:54<09:43,  3.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6155/8000 [48:55<11:17,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6156/8000 [48:56<17:33,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6157/8000 [48:56<14:10,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6158/8000 [48:56<11:47,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6159/8000 [48:57<12:44,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6160/8000 [48:58<18:37,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6161/8000 [48:58<14:48,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6162/8000 [48:58<12:13,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6163/8000 [48:59<13:03,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6164/8000 [49:00<18:54,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6165/8000 [49:00<14:53,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6166/8000 [49:00<12:18,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6167/8000 [49:01<13:12,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6168/8000 [49:02<18:49,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6169/8000 [49:02<14:54,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6170/8000 [49:02<12:14,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6171/8000 [49:03<13:15,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6172/8000 [49:04<18:39,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6173/8000 [49:04<14:59,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6174/8000 [49:04<12:16,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6175/8000 [49:05<13:21,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6176/8000 [49:06<18:32,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6177/8000 [49:06<15:13,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6178/8000 [49:06<12:07,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6179/8000 [49:07<13:34,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6180/8000 [49:08<20:46,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6181/8000 [49:08<15:49,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6182/8000 [49:08<16:07,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6184/8000 [49:09<15:48,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6185/8000 [49:10<13:29,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6186/8000 [49:10<10:32,  2.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6187/8000 [49:10<12:19,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6188/8000 [49:11<13:01,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6189/8000 [49:12<16:17,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6190/8000 [49:12<12:37,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6191/8000 [49:13<18:02,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6192/8000 [49:13<17:48,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6193/8000 [49:14<14:35,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6194/8000 [49:14<11:20,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6195/8000 [49:15<17:02,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6196/8000 [49:15<17:14,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6197/8000 [49:16<14:08,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6198/8000 [49:16<10:54,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  77%|███████▋  | 6199/8000 [49:17<16:38,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6200/8000 [49:17<17:04,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6201/8000 [49:18<14:03,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6202/8000 [49:18<10:47,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6203/8000 [49:19<16:29,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6204/8000 [49:19<17:10,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6205/8000 [49:20<14:00,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6206/8000 [49:20<10:47,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6207/8000 [49:21<16:20,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6208/8000 [49:21<15:45,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6209/8000 [49:21<12:41,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6210/8000 [49:22<10:54,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6211/8000 [49:22<12:39,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6212/8000 [49:23<13:07,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6213/8000 [49:23<15:43,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6214/8000 [49:23<12:45,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6215/8000 [49:24<13:41,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6216/8000 [49:24<13:50,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6217/8000 [49:25<16:33,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6218/8000 [49:25<13:07,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6219/8000 [49:26<13:46,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6220/8000 [49:26<13:51,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6221/8000 [49:27<16:41,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6222/8000 [49:27<13:18,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6223/8000 [49:28<13:42,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6224/8000 [49:28<13:49,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6225/8000 [49:29<16:37,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6226/8000 [49:29<13:44,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6227/8000 [49:30<13:36,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6228/8000 [49:30<13:35,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6229/8000 [49:31<16:28,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6230/8000 [49:31<14:09,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6231/8000 [49:32<13:34,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6232/8000 [49:33<20:19,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6233/8000 [49:33<17:22,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6234/8000 [49:34<15:32,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6235/8000 [49:34<14:42,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6236/8000 [49:35<17:18,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6237/8000 [49:35<15:20,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6238/8000 [49:36<13:47,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6239/8000 [49:36<13:26,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6240/8000 [49:37<14:10,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6241/8000 [49:37<12:09,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6242/8000 [49:37<12:06,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6243/8000 [49:38<11:11,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6244/8000 [49:38<11:32,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6245/8000 [49:38<10:25,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6246/8000 [49:39<11:58,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6247/8000 [49:40<14:39,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6248/8000 [49:40<13:55,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6249/8000 [49:40<12:33,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6250/8000 [49:41<10:53,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6251/8000 [49:41<09:54,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6252/8000 [49:42<16:43,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6253/8000 [49:42<14:42,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6254/8000 [49:43<12:24,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6255/8000 [49:43<10:48,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6256/8000 [49:44<17:13,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6257/8000 [49:44<15:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6258/8000 [49:45<15:02,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6259/8000 [49:46<19:50,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6260/8000 [49:46<17:10,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6261/8000 [49:46<14:18,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6262/8000 [49:47<12:22,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6263/8000 [49:48<17:25,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6264/8000 [49:48<15:38,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6265/8000 [49:48<13:28,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6266/8000 [49:49<11:30,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6267/8000 [49:49<10:13,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6268/8000 [49:49<11:03,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6269/8000 [49:50<11:16,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6270/8000 [49:50<10:32,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6271/8000 [49:51<12:15,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6272/8000 [49:51<14:27,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6273/8000 [49:52<13:33,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6274/8000 [49:52<12:06,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6275/8000 [49:53<13:35,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6276/8000 [49:53<15:12,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6277/8000 [49:54<16:50,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6278/8000 [49:55<17:00,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6279/8000 [49:55<17:15,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  78%|███████▊  | 6280/8000 [49:56<15:32,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6281/8000 [49:56<13:47,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6282/8000 [49:57<14:50,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6283/8000 [49:57<15:29,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6284/8000 [49:58<17:15,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6285/8000 [49:59<17:20,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6286/8000 [49:59<17:01,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6287/8000 [50:00<15:39,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6288/8000 [50:00<13:49,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6289/8000 [50:00<11:22,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6290/8000 [50:01<11:27,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6291/8000 [50:01<12:25,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6292/8000 [50:02<15:42,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6293/8000 [50:02<12:45,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6294/8000 [50:02<12:23,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6295/8000 [50:03<13:05,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6296/8000 [50:04<16:11,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6297/8000 [50:04<13:02,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6298/8000 [50:04<12:31,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▊  | 6299/8000 [50:05<13:02,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6300/8000 [50:06<16:16,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6301/8000 [50:06<13:02,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6302/8000 [50:06<12:32,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6303/8000 [50:07<11:57,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6304/8000 [50:07<09:24,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6305/8000 [50:08<15:21,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6306/8000 [50:08<14:08,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6307/8000 [50:09<13:12,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6309/8000 [50:09<09:43,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6310/8000 [50:10<15:30,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6311/8000 [50:10<14:23,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6312/8000 [50:11<13:46,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6314/8000 [50:11<10:36,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6315/8000 [50:12<18:07,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6316/8000 [50:13<16:20,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6318/8000 [50:13<12:25,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6319/8000 [50:13<11:11,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6320/8000 [50:15<19:39,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6322/8000 [50:15<14:41,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6323/8000 [50:15<12:57,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6324/8000 [50:17<20:44,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6326/8000 [50:17<15:24,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6327/8000 [50:17<13:37,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6328/8000 [50:18<21:09,  1.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6330/8000 [50:19<15:37,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6331/8000 [50:19<13:50,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6332/8000 [50:20<21:30,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6334/8000 [50:21<15:42,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6335/8000 [50:21<14:04,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6336/8000 [50:21<11:35,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6337/8000 [50:22<11:20,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6338/8000 [50:22<15:07,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6339/8000 [50:23<14:50,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6340/8000 [50:23<11:58,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6341/8000 [50:23<11:26,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6342/8000 [50:24<15:22,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6343/8000 [50:25<15:04,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6344/8000 [50:25<11:56,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6345/8000 [50:25<11:21,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6346/8000 [50:26<15:35,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6347/8000 [50:27<15:02,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6348/8000 [50:27<11:54,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6349/8000 [50:27<11:10,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6350/8000 [50:28<15:43,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6351/8000 [50:29<14:55,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6352/8000 [50:29<12:07,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6353/8000 [50:29<10:55,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6355/8000 [50:31<13:36,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6356/8000 [50:31<11:30,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6357/8000 [50:31<10:30,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6358/8000 [50:33<18:52,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  79%|███████▉  | 6359/8000 [50:33<17:16,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6361/8000 [50:34<14:01,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6362/8000 [50:35<20:08,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6363/8000 [50:35<15:47,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6365/8000 [50:36<13:02,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6366/8000 [50:37<19:47,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6367/8000 [50:37<15:17,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6369/8000 [50:38<12:35,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6370/8000 [50:38<11:44,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6371/8000 [50:38<10:15,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6372/8000 [50:39<14:28,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6374/8000 [50:40<11:58,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6375/8000 [50:40<13:41,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6376/8000 [50:41<16:31,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6378/8000 [50:41<12:09,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6379/8000 [50:41<10:49,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6380/8000 [50:42<13:22,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6381/8000 [50:43<15:38,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6383/8000 [50:43<11:49,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6384/8000 [50:43<10:06,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6385/8000 [50:45<19:08,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6387/8000 [50:45<15:11,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6388/8000 [50:47<22:35,  1.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6389/8000 [50:47<16:40,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6390/8000 [50:47<13:27,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6391/8000 [50:47<10:24,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6392/8000 [50:48<11:22,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6393/8000 [50:49<16:46,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6394/8000 [50:49<13:41,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6395/8000 [50:49<10:34,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6396/8000 [50:50<11:10,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6397/8000 [50:51<16:55,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6398/8000 [50:51<13:40,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|███████▉  | 6399/8000 [50:51<10:40,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6400/8000 [50:52<10:52,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6401/8000 [50:53<17:05,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6402/8000 [50:53<13:32,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6403/8000 [50:53<10:28,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6404/8000 [50:54<10:40,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6405/8000 [50:55<17:06,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6406/8000 [50:55<13:33,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6407/8000 [50:55<10:23,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6408/8000 [50:56<10:33,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6409/8000 [50:57<17:03,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6410/8000 [50:57<13:34,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6411/8000 [50:57<10:17,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6412/8000 [50:57<10:25,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6413/8000 [50:59<17:05,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6414/8000 [50:59<13:35,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6416/8000 [50:59<11:27,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6417/8000 [51:01<19:30,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6419/8000 [51:01<15:37,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6420/8000 [51:03<20:34,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6421/8000 [51:03<16:03,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6423/8000 [51:03<13:21,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6424/8000 [51:05<18:56,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6425/8000 [51:05<14:41,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6427/8000 [51:05<12:26,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6428/8000 [51:07<18:30,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6429/8000 [51:07<14:07,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6431/8000 [51:07<11:59,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6432/8000 [51:09<18:21,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6433/8000 [51:09<13:55,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6435/8000 [51:09<11:48,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6436/8000 [51:10<18:10,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6437/8000 [51:11<13:51,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6439/8000 [51:11<11:45,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  80%|████████  | 6440/8000 [51:12<18:17,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6441/8000 [51:13<13:48,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6443/8000 [51:13<11:39,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6444/8000 [51:14<18:26,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6445/8000 [51:14<13:44,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6447/8000 [51:15<11:35,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6448/8000 [51:16<18:30,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6449/8000 [51:16<13:58,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6451/8000 [51:17<11:33,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6452/8000 [51:18<15:33,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6453/8000 [51:18<13:44,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6454/8000 [51:18<11:01,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6456/8000 [51:19<11:29,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6457/8000 [51:20<11:10,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6458/8000 [51:20<10:50,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6459/8000 [51:20<09:12,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6460/8000 [51:21<13:39,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6461/8000 [51:22<12:35,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6462/8000 [51:22<12:05,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6463/8000 [51:22<10:03,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6464/8000 [51:23<13:02,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6465/8000 [51:23<10:11,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6466/8000 [51:24<10:02,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6467/8000 [51:24<12:15,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6468/8000 [51:25<14:17,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6469/8000 [51:25<11:08,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6470/8000 [51:26<10:31,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6471/8000 [51:26<10:55,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6472/8000 [51:26<09:45,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6473/8000 [51:27<08:36,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6474/8000 [51:27<10:42,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6475/8000 [51:28<13:45,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6476/8000 [51:28<11:53,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6477/8000 [51:29<09:56,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6478/8000 [51:29<11:46,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6479/8000 [51:30<14:27,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6480/8000 [51:30<11:36,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6481/8000 [51:30<08:53,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6482/8000 [51:31<07:38,  3.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6483/8000 [51:32<16:31,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6484/8000 [51:32<12:59,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6485/8000 [51:32<09:52,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6486/8000 [51:32<08:04,  3.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6487/8000 [51:33<12:55,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6488/8000 [51:34<13:06,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6489/8000 [51:34<10:33,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6490/8000 [51:34<08:14,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6491/8000 [51:35<13:08,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6492/8000 [51:36<14:15,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6493/8000 [51:36<11:19,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6494/8000 [51:36<08:48,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6495/8000 [51:37<13:22,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6496/8000 [51:38<14:34,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6497/8000 [51:38<11:31,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6498/8000 [51:38<08:57,  2.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████  | 6499/8000 [51:39<13:30,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6500/8000 [51:40<14:32,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6501/8000 [51:40<11:38,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6502/8000 [51:40<08:59,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6503/8000 [51:41<13:34,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6504/8000 [51:42<14:24,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6505/8000 [51:42<11:30,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6506/8000 [51:42<08:56,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6507/8000 [51:43<13:29,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6508/8000 [51:44<14:25,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6509/8000 [51:44<11:29,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6510/8000 [51:44<08:56,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6511/8000 [51:45<13:23,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6512/8000 [51:46<14:20,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6513/8000 [51:46<11:26,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6514/8000 [51:46<08:57,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6515/8000 [51:47<13:19,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6516/8000 [51:48<14:18,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6517/8000 [51:48<11:27,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6518/8000 [51:48<08:56,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  81%|████████▏ | 6519/8000 [51:49<13:19,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6520/8000 [51:49<14:16,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6521/8000 [51:50<11:23,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6522/8000 [51:50<08:54,  2.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6523/8000 [51:51<13:15,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6524/8000 [51:51<14:17,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6525/8000 [51:52<11:25,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6526/8000 [51:52<08:55,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6527/8000 [51:53<13:09,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6528/8000 [51:53<14:14,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6529/8000 [51:54<11:19,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6530/8000 [51:54<08:53,  2.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6531/8000 [51:55<13:02,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6532/8000 [51:55<14:10,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6533/8000 [51:55<11:21,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6534/8000 [51:56<08:50,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6535/8000 [51:56<10:57,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6536/8000 [51:57<09:40,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6537/8000 [51:57<13:14,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6538/8000 [51:58<10:12,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6539/8000 [51:58<11:53,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6540/8000 [51:58<09:42,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6542/8000 [51:59<10:46,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6543/8000 [52:00<12:17,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6544/8000 [52:00<10:04,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6546/8000 [52:01<11:01,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6547/8000 [52:02<12:22,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6548/8000 [52:02<10:14,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6550/8000 [52:03<11:04,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6551/8000 [52:04<12:27,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6552/8000 [52:04<10:19,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6554/8000 [52:05<11:05,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6555/8000 [52:06<12:25,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6556/8000 [52:06<10:20,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6558/8000 [52:07<11:03,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6559/8000 [52:08<12:24,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6560/8000 [52:08<10:19,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6561/8000 [52:08<07:59,  3.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6562/8000 [52:09<12:26,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6563/8000 [52:10<13:25,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6564/8000 [52:10<10:58,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6565/8000 [52:10<08:27,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6566/8000 [52:11<12:48,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6568/8000 [52:12<11:19,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6569/8000 [52:12<09:22,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6570/8000 [52:13<12:31,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6571/8000 [52:13<10:30,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6572/8000 [52:14<12:09,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6573/8000 [52:14<09:48,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6574/8000 [52:15<12:08,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6575/8000 [52:15<09:14,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6576/8000 [52:15<10:02,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6577/8000 [52:16<09:56,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6578/8000 [52:16<08:12,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6579/8000 [52:17<11:43,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6580/8000 [52:17<11:54,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6581/8000 [52:18<11:10,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6582/8000 [52:18<09:03,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6583/8000 [52:19<12:22,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6584/8000 [52:19<12:24,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6585/8000 [52:20<11:31,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6586/8000 [52:20<09:27,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6587/8000 [52:21<12:30,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6588/8000 [52:21<12:26,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6589/8000 [52:22<11:30,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6590/8000 [52:22<09:46,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6591/8000 [52:23<12:31,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6592/8000 [52:23<12:17,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6593/8000 [52:24<11:36,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6594/8000 [52:24<09:35,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6595/8000 [52:24<10:08,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6596/8000 [52:25<09:18,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6597/8000 [52:25<10:01,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6598/8000 [52:26<10:16,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▏ | 6599/8000 [52:26<11:50,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  82%|████████▎ | 6600/8000 [52:26<10:26,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6601/8000 [52:27<10:57,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6602/8000 [52:28<11:05,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6603/8000 [52:28<12:08,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6604/8000 [52:28<10:34,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6605/8000 [52:29<11:26,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6606/8000 [52:29<11:11,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6607/8000 [52:30<12:02,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6608/8000 [52:30<10:27,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6609/8000 [52:31<11:30,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6610/8000 [52:31<11:22,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6611/8000 [52:32<11:50,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6612/8000 [52:32<10:18,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6613/8000 [52:33<11:33,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6615/8000 [52:33<09:53,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6616/8000 [52:34<12:19,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6617/8000 [52:35<13:05,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6619/8000 [52:35<11:09,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6620/8000 [52:36<12:44,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6621/8000 [52:37<13:24,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6623/8000 [52:37<11:34,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6624/8000 [52:38<12:54,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6625/8000 [52:39<13:22,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6627/8000 [52:39<10:55,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6628/8000 [52:39<09:01,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6629/8000 [52:41<15:08,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6631/8000 [52:41<12:17,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6632/8000 [52:41<09:56,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6633/8000 [52:42<12:22,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6634/8000 [52:43<11:46,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6636/8000 [52:43<10:41,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6637/8000 [52:44<12:47,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6638/8000 [52:45<11:59,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6640/8000 [52:45<10:55,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6641/8000 [52:46<12:47,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6642/8000 [52:47<11:56,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6644/8000 [52:47<10:01,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6645/8000 [52:47<08:55,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6646/8000 [52:48<11:11,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6647/8000 [52:49<10:57,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6648/8000 [52:49<10:51,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6649/8000 [52:49<09:39,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6650/8000 [52:50<11:35,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6651/8000 [52:51<11:13,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6652/8000 [52:51<10:59,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6653/8000 [52:51<09:44,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6654/8000 [52:52<11:42,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6655/8000 [52:52<11:19,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6656/8000 [52:53<11:03,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6657/8000 [52:53<09:50,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6658/8000 [52:54<11:33,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6659/8000 [52:54<11:19,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6660/8000 [52:55<11:04,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6661/8000 [52:55<09:51,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6662/8000 [52:56<11:23,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6663/8000 [52:56<11:14,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6664/8000 [52:57<11:05,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6665/8000 [52:57<09:52,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6666/8000 [52:58<11:15,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6667/8000 [52:58<11:17,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6668/8000 [52:59<11:09,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6669/8000 [52:59<09:53,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6670/8000 [53:00<11:05,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6671/8000 [53:00<11:12,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6672/8000 [53:01<11:14,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6673/8000 [53:01<09:46,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6674/8000 [53:02<11:16,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6675/8000 [53:02<11:08,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6676/8000 [53:03<11:19,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6677/8000 [53:03<09:35,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6678/8000 [53:04<11:15,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  83%|████████▎ | 6679/8000 [53:04<11:03,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6680/8000 [53:05<11:26,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6681/8000 [53:05<09:21,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6682/8000 [53:06<11:13,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6683/8000 [53:06<11:12,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6684/8000 [53:07<11:33,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6685/8000 [53:07<09:07,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6686/8000 [53:08<11:12,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6687/8000 [53:08<11:14,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6688/8000 [53:09<11:22,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6689/8000 [53:09<08:56,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6690/8000 [53:10<11:05,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6691/8000 [53:10<09:16,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6692/8000 [53:10<08:37,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6693/8000 [53:11<09:21,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6694/8000 [53:12<12:13,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6695/8000 [53:12<10:03,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6696/8000 [53:12<09:24,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6697/8000 [53:13<09:48,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6698/8000 [53:13<12:20,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▎ | 6699/8000 [53:14<10:12,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6700/8000 [53:14<09:30,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6701/8000 [53:15<09:51,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6702/8000 [53:15<07:36,  2.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6703/8000 [53:15<10:02,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6704/8000 [53:16<11:02,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6705/8000 [53:17<10:54,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6707/8000 [53:17<08:49,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6708/8000 [53:17<09:10,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6709/8000 [53:18<10:28,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6710/8000 [53:19<11:04,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6711/8000 [53:19<09:35,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6712/8000 [53:19<09:31,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6713/8000 [53:20<10:56,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6714/8000 [53:20<09:37,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6715/8000 [53:21<08:26,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6716/8000 [53:21<07:34,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6717/8000 [53:22<12:44,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6718/8000 [53:22<10:29,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6719/8000 [53:23<09:19,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6720/8000 [53:23<07:56,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6721/8000 [53:24<13:13,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6722/8000 [53:24<10:32,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6723/8000 [53:24<09:36,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6724/8000 [53:25<07:53,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6725/8000 [53:26<13:16,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6726/8000 [53:26<10:26,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6727/8000 [53:26<09:50,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6728/8000 [53:27<07:47,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6729/8000 [53:28<11:37,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6730/8000 [53:28<09:44,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6731/8000 [53:28<07:59,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6732/8000 [53:28<08:08,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6733/8000 [53:30<12:37,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6734/8000 [53:30<10:31,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6735/8000 [53:30<08:24,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6736/8000 [53:30<08:28,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6737/8000 [53:31<12:58,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6738/8000 [53:32<10:39,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6739/8000 [53:32<08:21,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6740/8000 [53:32<08:32,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6741/8000 [53:33<09:21,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6742/8000 [53:33<10:16,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6743/8000 [53:34<08:50,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6744/8000 [53:34<09:34,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6745/8000 [53:35<10:01,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6746/8000 [53:35<10:58,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6747/8000 [53:36<09:27,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6748/8000 [53:36<09:43,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6749/8000 [53:37<09:57,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6751/8000 [53:37<09:05,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6752/8000 [53:38<11:02,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6753/8000 [53:39<11:12,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6755/8000 [53:39<09:51,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6756/8000 [53:40<09:08,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6757/8000 [53:40<08:39,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6758/8000 [53:41<09:44,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6759/8000 [53:41<10:40,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  84%|████████▍ | 6760/8000 [53:42<10:04,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6761/8000 [53:42<08:54,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6762/8000 [53:43<10:00,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6763/8000 [53:43<10:48,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6764/8000 [53:44<10:22,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6765/8000 [53:44<08:53,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6766/8000 [53:45<09:53,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6767/8000 [53:45<10:53,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6768/8000 [53:46<10:35,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6769/8000 [53:46<08:43,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6770/8000 [53:46<09:47,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6771/8000 [53:47<10:55,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6772/8000 [53:48<10:50,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6773/8000 [53:48<08:32,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6774/8000 [53:48<09:34,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6775/8000 [53:49<10:57,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6776/8000 [53:50<10:58,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6778/8000 [53:50<09:46,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6779/8000 [53:51<11:23,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6780/8000 [53:52<11:12,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6782/8000 [53:52<09:47,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6783/8000 [53:53<08:54,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6784/8000 [53:53<09:01,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6785/8000 [53:54<09:51,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6786/8000 [53:54<10:25,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6787/8000 [53:55<09:17,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6788/8000 [53:55<09:18,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6789/8000 [53:56<09:57,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6790/8000 [53:56<10:30,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6791/8000 [53:56<09:19,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6792/8000 [53:57<09:20,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6793/8000 [53:58<09:54,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6794/8000 [53:58<10:25,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6795/8000 [53:58<09:19,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6796/8000 [53:59<09:20,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6797/8000 [53:59<09:49,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6798/8000 [54:00<09:47,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▍ | 6799/8000 [54:00<07:28,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6800/8000 [54:00<07:18,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6801/8000 [54:01<07:55,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6802/8000 [54:02<11:40,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6803/8000 [54:02<08:46,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6804/8000 [54:02<08:16,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6805/8000 [54:03<08:33,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6806/8000 [54:04<11:49,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6808/8000 [54:04<08:40,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6809/8000 [54:04<08:15,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6810/8000 [54:06<14:28,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6812/8000 [54:06<10:28,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6813/8000 [54:06<09:25,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6814/8000 [54:08<15:25,  1.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6816/8000 [54:08<11:08,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6817/8000 [54:08<09:46,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6818/8000 [54:10<15:39,  1.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6820/8000 [54:10<11:19,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6821/8000 [54:10<09:50,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6822/8000 [54:12<15:42,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6824/8000 [54:12<11:19,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6825/8000 [54:12<09:54,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6826/8000 [54:14<15:40,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6828/8000 [54:14<11:15,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6829/8000 [54:14<09:57,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6830/8000 [54:16<15:43,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6833/8000 [54:16<11:50,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6834/8000 [54:17<17:00,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6837/8000 [54:18<12:44,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  85%|████████▌ | 6838/8000 [54:19<17:34,  1.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6841/8000 [54:20<13:08,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6842/8000 [54:21<17:51,  1.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6845/8000 [54:22<13:20,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6846/8000 [54:23<14:55,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6847/8000 [54:23<13:28,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6850/8000 [54:25<12:08,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6851/8000 [54:25<11:28,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6854/8000 [54:26<08:51,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6855/8000 [54:27<11:52,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6856/8000 [54:27<11:20,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6857/8000 [54:28<10:29,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6858/8000 [54:29<12:52,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6859/8000 [54:29<11:58,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6860/8000 [54:30<11:00,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6861/8000 [54:31<13:10,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6862/8000 [54:31<12:10,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6864/8000 [54:32<09:53,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6865/8000 [54:33<12:17,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6866/8000 [54:33<11:33,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6868/8000 [54:34<09:30,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6869/8000 [54:34<11:51,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6870/8000 [54:35<11:18,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6872/8000 [54:35<09:18,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6873/8000 [54:36<11:42,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6874/8000 [54:37<11:10,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6876/8000 [54:37<09:12,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6877/8000 [54:38<11:36,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6878/8000 [54:39<11:08,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6879/8000 [54:39<10:24,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6880/8000 [54:40<12:34,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6881/8000 [54:41<11:44,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6883/8000 [54:41<09:28,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6884/8000 [54:43<14:57,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6885/8000 [54:43<12:54,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6887/8000 [54:45<13:13,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6889/8000 [54:45<10:24,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6891/8000 [54:47<11:34,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6892/8000 [54:47<10:14,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6894/8000 [54:48<08:42,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6895/8000 [54:48<07:26,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6896/8000 [54:48<07:54,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6897/8000 [54:49<06:59,  2.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▌ | 6898/8000 [54:49<07:01,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6900/8000 [54:50<08:27,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6901/8000 [54:51<07:26,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6902/8000 [54:51<07:15,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6904/8000 [54:52<08:37,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6905/8000 [54:53<07:41,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6906/8000 [54:53<07:18,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6908/8000 [54:54<08:37,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6909/8000 [54:55<07:50,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6910/8000 [54:55<07:14,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6912/8000 [54:56<08:34,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6913/8000 [54:56<06:43,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6914/8000 [54:57<07:41,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6915/8000 [54:58<12:13,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6916/8000 [54:58<09:22,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6917/8000 [54:59<09:28,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6919/8000 [55:00<10:02,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  86%|████████▋ | 6920/8000 [55:00<07:50,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6921/8000 [55:01<08:31,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6922/8000 [55:02<12:37,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6923/8000 [55:02<09:37,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6924/8000 [55:03<09:36,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6926/8000 [55:04<09:18,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6927/8000 [55:04<08:05,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6928/8000 [55:04<06:38,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6929/8000 [55:05<07:28,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6930/8000 [55:06<10:12,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6931/8000 [55:06<08:43,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6932/8000 [55:06<07:11,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6933/8000 [55:07<07:43,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6934/8000 [55:08<10:23,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6935/8000 [55:08<08:53,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6936/8000 [55:08<07:16,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6937/8000 [55:09<07:46,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6938/8000 [55:10<10:21,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6939/8000 [55:10<08:56,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6940/8000 [55:10<07:14,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6941/8000 [55:11<07:50,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6942/8000 [55:11<10:15,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6943/8000 [55:12<08:53,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6944/8000 [55:12<07:18,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6945/8000 [55:12<07:49,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6946/8000 [55:13<08:37,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6947/8000 [55:13<07:32,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6948/8000 [55:14<07:05,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6949/8000 [55:14<06:01,  2.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6950/8000 [55:15<10:02,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6951/8000 [55:15<08:29,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6952/8000 [55:16<07:44,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6953/8000 [55:16<06:28,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6954/8000 [55:17<10:21,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6955/8000 [55:17<08:43,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6956/8000 [55:18<07:51,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6957/8000 [55:18<06:35,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6958/8000 [55:19<10:26,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6959/8000 [55:19<08:57,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6960/8000 [55:20<07:47,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6961/8000 [55:20<06:36,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6962/8000 [55:21<10:21,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6963/8000 [55:21<08:52,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6964/8000 [55:21<07:45,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6965/8000 [55:22<06:48,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6966/8000 [55:23<10:17,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6967/8000 [55:23<08:46,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6968/8000 [55:23<07:38,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6969/8000 [55:24<06:57,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6970/8000 [55:25<10:23,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6971/8000 [55:25<08:40,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6972/8000 [55:25<07:31,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6973/8000 [55:26<06:57,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6974/8000 [55:27<10:27,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6975/8000 [55:27<08:34,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6976/8000 [55:27<07:29,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6977/8000 [55:28<07:00,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6978/8000 [55:29<10:25,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6979/8000 [55:29<08:25,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6980/8000 [55:29<07:25,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6981/8000 [55:30<07:10,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6982/8000 [55:31<10:16,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6983/8000 [55:31<08:20,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6984/8000 [55:31<07:19,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6985/8000 [55:32<07:21,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6986/8000 [55:33<10:11,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6987/8000 [55:33<08:21,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6988/8000 [55:33<07:07,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6989/8000 [55:34<07:29,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6990/8000 [55:35<10:05,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6991/8000 [55:35<08:21,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6992/8000 [55:35<07:01,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6993/8000 [55:36<07:37,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6994/8000 [55:37<09:55,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6995/8000 [55:37<08:16,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6996/8000 [55:37<06:55,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6997/8000 [55:38<07:38,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6998/8000 [55:38<09:50,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  87%|████████▋ | 6999/8000 [55:39<08:10,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7000/8000 [55:39<06:53,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7001/8000 [55:40<07:38,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7002/8000 [55:41<11:03,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7003/8000 [55:41<08:55,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7004/8000 [55:42<09:08,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7005/8000 [55:42<10:48,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7006/8000 [55:43<08:44,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7007/8000 [55:43<07:21,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7008/8000 [55:43<08:00,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7009/8000 [55:44<09:57,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7010/8000 [55:45<08:14,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7011/8000 [55:45<07:06,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7012/8000 [55:45<07:38,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7013/8000 [55:46<09:47,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7014/8000 [55:47<08:09,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7015/8000 [55:47<07:00,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7016/8000 [55:47<07:27,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7017/8000 [55:49<10:58,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7018/8000 [55:49<08:54,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7019/8000 [55:49<08:50,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7020/8000 [55:50<10:39,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7021/8000 [55:50<08:41,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7022/8000 [55:51<07:13,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7023/8000 [55:51<07:44,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7024/8000 [55:52<09:51,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7025/8000 [55:52<08:08,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7026/8000 [55:53<06:48,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7027/8000 [55:53<07:27,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7028/8000 [55:54<09:37,  1.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7029/8000 [55:55<09:06,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7030/8000 [55:55<09:02,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7031/8000 [55:56<10:41,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7032/8000 [55:56<08:43,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7033/8000 [55:57<07:11,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7034/8000 [55:57<07:46,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7035/8000 [55:58<11:03,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7036/8000 [55:58<08:43,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7037/8000 [55:59<08:53,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7038/8000 [56:00<10:28,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7039/8000 [56:00<07:50,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7040/8000 [56:00<06:19,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7041/8000 [56:00<05:18,  3.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7042/8000 [56:02<10:46,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7043/8000 [56:02<08:08,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7044/8000 [56:02<06:29,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7045/8000 [56:02<05:23,  2.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7046/8000 [56:04<10:48,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7047/8000 [56:04<08:11,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7048/8000 [56:04<06:29,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7049/8000 [56:04<05:23,  2.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7050/8000 [56:06<10:47,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7051/8000 [56:06<08:12,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7052/8000 [56:06<06:28,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7053/8000 [56:06<05:24,  2.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7054/8000 [56:08<10:43,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7055/8000 [56:08<08:17,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7056/8000 [56:08<06:29,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7057/8000 [56:08<05:27,  2.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7058/8000 [56:10<10:35,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7059/8000 [56:10<08:18,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7060/8000 [56:10<06:34,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7061/8000 [56:10<05:24,  2.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7062/8000 [56:11<07:31,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7063/8000 [56:12<08:09,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7064/8000 [56:12<06:39,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7065/8000 [56:12<05:22,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7066/8000 [56:12<04:43,  3.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7067/8000 [56:14<09:45,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7068/8000 [56:14<07:47,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7069/8000 [56:14<06:09,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7070/8000 [56:14<05:20,  2.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7071/8000 [56:16<10:10,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7072/8000 [56:16<07:59,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7073/8000 [56:16<06:17,  2.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7074/8000 [56:16<05:29,  2.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7075/8000 [56:18<11:03,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7076/8000 [56:18<08:29,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7077/8000 [56:18<07:05,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7078/8000 [56:18<06:40,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7079/8000 [56:20<10:03,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  88%|████████▊ | 7080/8000 [56:20<07:48,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7081/8000 [56:20<06:30,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7082/8000 [56:20<06:22,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7083/8000 [56:22<09:49,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7084/8000 [56:22<07:30,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7085/8000 [56:22<06:19,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7086/8000 [56:22<06:20,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7087/8000 [56:24<09:48,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7088/8000 [56:24<07:22,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7089/8000 [56:24<06:11,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7090/8000 [56:24<06:18,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7091/8000 [56:26<09:45,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7092/8000 [56:26<07:26,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7093/8000 [56:26<06:06,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7094/8000 [56:26<06:13,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7095/8000 [56:27<06:51,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7096/8000 [56:27<07:38,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7097/8000 [56:28<06:06,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7098/8000 [56:28<07:00,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▊ | 7099/8000 [56:28<05:48,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7100/8000 [56:29<05:39,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7101/8000 [56:30<07:35,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7102/8000 [56:30<07:59,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7103/8000 [56:30<06:26,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7104/8000 [56:31<06:09,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7105/8000 [56:32<07:48,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7106/8000 [56:32<08:11,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7107/8000 [56:32<06:33,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7108/8000 [56:33<06:14,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7109/8000 [56:34<07:53,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7110/8000 [56:34<08:12,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7111/8000 [56:34<06:32,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7112/8000 [56:34<05:23,  2.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7113/8000 [56:35<04:33,  3.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7114/8000 [56:36<06:53,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7115/8000 [56:36<07:16,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7116/8000 [56:36<06:49,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7117/8000 [56:37<05:26,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7118/8000 [56:38<07:46,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7119/8000 [56:38<07:37,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7120/8000 [56:38<07:12,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7121/8000 [56:39<05:33,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7122/8000 [56:40<08:03,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7123/8000 [56:40<07:34,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7124/8000 [56:40<07:18,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7126/8000 [56:41<07:26,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7127/8000 [56:42<06:57,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7128/8000 [56:42<07:00,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7130/8000 [56:43<07:10,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7131/8000 [56:44<06:47,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7132/8000 [56:44<06:52,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7133/8000 [56:44<05:19,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7134/8000 [56:45<07:53,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7135/8000 [56:46<07:09,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7136/8000 [56:46<07:12,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7137/8000 [56:46<05:33,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7138/8000 [56:47<08:07,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7139/8000 [56:48<07:05,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7140/8000 [56:48<07:17,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7141/8000 [56:48<05:32,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7142/8000 [56:49<08:10,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7143/8000 [56:50<06:58,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7144/8000 [56:50<07:17,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7146/8000 [56:51<07:27,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7147/8000 [56:52<06:22,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7148/8000 [56:52<06:58,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7150/8000 [56:53<05:56,  2.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7151/8000 [56:54<10:22,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7153/8000 [56:55<08:17,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7154/8000 [56:55<08:17,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7155/8000 [56:56<09:32,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7157/8000 [56:57<07:39,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  89%|████████▉ | 7158/8000 [56:57<07:28,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7160/8000 [56:58<07:20,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7161/8000 [56:59<07:04,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7162/8000 [56:59<06:54,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7163/8000 [56:59<05:19,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7164/8000 [57:00<05:26,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7165/8000 [57:00<05:57,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7166/8000 [57:01<07:54,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7167/8000 [57:01<06:05,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7168/8000 [57:02<06:01,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7169/8000 [57:02<06:19,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7170/8000 [57:03<08:03,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7172/8000 [57:03<05:57,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7173/8000 [57:04<05:52,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7174/8000 [57:05<09:47,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7175/8000 [57:05<07:17,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7177/8000 [57:05<06:02,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7178/8000 [57:07<09:52,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7179/8000 [57:07<07:29,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7180/8000 [57:07<05:39,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7181/8000 [57:07<05:24,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7182/8000 [57:09<09:27,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7183/8000 [57:09<07:04,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7184/8000 [57:09<05:26,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7185/8000 [57:09<05:19,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7186/8000 [57:11<09:17,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7188/8000 [57:11<07:00,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7189/8000 [57:11<06:20,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7190/8000 [57:13<09:52,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7191/8000 [57:13<07:19,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7192/8000 [57:13<05:41,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7193/8000 [57:13<05:32,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7194/8000 [57:15<09:15,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7196/8000 [57:15<06:54,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7197/8000 [57:15<06:24,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|████████▉ | 7198/8000 [57:17<09:46,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7200/8000 [57:17<07:16,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7201/8000 [57:17<06:43,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7202/8000 [57:19<09:53,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7203/8000 [57:19<07:20,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7204/8000 [57:19<05:36,  2.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7205/8000 [57:19<05:35,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7206/8000 [57:21<09:02,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7207/8000 [57:21<06:48,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7208/8000 [57:21<05:10,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7209/8000 [57:21<05:18,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7210/8000 [57:22<08:49,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7211/8000 [57:23<06:45,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7213/8000 [57:23<05:42,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7214/8000 [57:24<09:04,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7215/8000 [57:25<06:56,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7217/8000 [57:25<05:50,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7218/8000 [57:26<09:07,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7219/8000 [57:27<07:05,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7221/8000 [57:27<05:53,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7222/8000 [57:28<06:06,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7223/8000 [57:28<07:17,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7224/8000 [57:29<06:03,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7225/8000 [57:29<05:48,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7226/8000 [57:30<06:12,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7227/8000 [57:30<07:12,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7228/8000 [57:31<05:57,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7230/8000 [57:31<04:57,  2.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7231/8000 [57:32<07:12,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7232/8000 [57:32<06:15,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7233/8000 [57:32<05:18,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7235/8000 [57:34<06:26,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7236/8000 [57:34<05:36,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7237/8000 [57:34<04:43,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7239/8000 [57:36<06:09,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  90%|█████████ | 7240/8000 [57:36<05:16,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7241/8000 [57:36<04:18,  2.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7243/8000 [57:37<04:07,  3.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7244/8000 [57:38<07:03,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7246/8000 [57:38<05:34,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7247/8000 [57:39<05:53,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7248/8000 [57:40<08:05,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7249/8000 [57:40<06:03,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7250/8000 [57:40<05:12,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7251/8000 [57:41<05:35,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7252/8000 [57:42<07:49,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7253/8000 [57:42<05:53,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7254/8000 [57:42<05:07,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7255/8000 [57:43<05:29,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7256/8000 [57:44<07:39,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7257/8000 [57:44<05:55,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7258/8000 [57:44<05:07,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7259/8000 [57:45<05:26,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7260/8000 [57:46<07:31,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7261/8000 [57:46<05:56,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7262/8000 [57:46<05:05,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7263/8000 [57:47<05:24,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7265/8000 [57:48<05:59,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7266/8000 [57:48<05:05,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7267/8000 [57:49<05:23,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7269/8000 [57:50<05:57,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7270/8000 [57:50<05:05,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7271/8000 [57:51<05:18,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7273/8000 [57:52<05:54,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7274/8000 [57:52<05:05,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7275/8000 [57:52<05:11,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7277/8000 [57:53<05:27,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7278/8000 [57:54<04:36,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7279/8000 [57:54<04:12,  2.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7280/8000 [57:54<04:29,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7281/8000 [57:55<06:52,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7282/8000 [57:56<05:33,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7283/8000 [57:56<04:19,  2.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7284/8000 [57:56<03:28,  3.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7286/8000 [57:56<03:11,  3.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7288/8000 [57:58<04:56,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7290/8000 [57:58<04:21,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7291/8000 [57:59<04:42,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7292/8000 [57:59<04:41,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7293/8000 [58:00<05:22,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7294/8000 [58:00<05:30,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7295/8000 [58:01<05:30,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7296/8000 [58:01<05:10,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7297/8000 [58:02<05:45,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7298/8000 [58:02<05:16,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████ | 7299/8000 [58:02<04:12,  2.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7300/8000 [58:03<04:31,  2.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7301/8000 [58:04<06:35,  1.77draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7302/8000 [58:04<05:49,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7303/8000 [58:04<04:41,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7304/8000 [58:04<04:08,  2.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7305/8000 [58:05<03:32,  3.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7306/8000 [58:06<05:57,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7307/8000 [58:06<05:15,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7308/8000 [58:06<05:15,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7309/8000 [58:07<04:13,  2.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7310/8000 [58:08<06:31,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7311/8000 [58:08<05:32,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7312/8000 [58:08<05:34,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7313/8000 [58:09<04:19,  2.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7314/8000 [58:09<06:00,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7315/8000 [58:10<04:45,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7316/8000 [58:10<04:17,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7317/8000 [58:10<05:08,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7318/8000 [58:11<06:37,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  91%|█████████▏| 7319/8000 [58:12<05:07,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7320/8000 [58:12<04:33,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7321/8000 [58:12<05:18,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7322/8000 [58:13<06:45,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7323/8000 [58:13<05:15,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7324/8000 [58:14<04:32,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7325/8000 [58:14<05:19,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7326/8000 [58:15<06:43,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7327/8000 [58:15<05:15,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7328/8000 [58:16<04:28,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7329/8000 [58:16<05:19,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7330/8000 [58:17<06:42,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7331/8000 [58:17<05:13,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7332/8000 [58:18<04:25,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7333/8000 [58:18<05:20,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7334/8000 [58:19<06:40,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7335/8000 [58:19<05:10,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7336/8000 [58:20<04:22,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7337/8000 [58:21<08:14,  1.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7338/8000 [58:21<06:16,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7339/8000 [58:22<05:08,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7340/8000 [58:22<05:51,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7341/8000 [58:22<05:03,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7342/8000 [58:23<05:32,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7343/8000 [58:23<04:19,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7344/8000 [58:24<06:01,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7345/8000 [58:24<05:09,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7346/8000 [58:25<05:43,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7347/8000 [58:25<04:20,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7348/8000 [58:26<06:02,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7349/8000 [58:26<05:08,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7350/8000 [58:27<05:47,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7352/8000 [58:28<05:38,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7353/8000 [58:28<04:55,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7354/8000 [58:29<05:42,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7356/8000 [58:30<05:31,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7357/8000 [58:30<04:49,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7358/8000 [58:31<05:41,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7360/8000 [58:32<05:26,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7361/8000 [58:32<04:50,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7362/8000 [58:33<05:39,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7364/8000 [58:34<05:22,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7365/8000 [58:34<04:51,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7366/8000 [58:35<05:37,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7368/8000 [58:36<05:21,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7369/8000 [58:36<04:46,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7370/8000 [58:37<05:14,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7371/8000 [58:37<04:01,  2.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7372/8000 [58:38<05:43,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7373/8000 [58:38<04:53,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7374/8000 [58:39<05:21,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7376/8000 [58:39<03:54,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7377/8000 [58:40<06:29,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7378/8000 [58:41<06:29,  1.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7379/8000 [58:41<04:52,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7381/8000 [58:42<04:44,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7382/8000 [58:42<04:21,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7383/8000 [58:43<05:19,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7385/8000 [58:44<05:04,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7386/8000 [58:44<04:29,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7387/8000 [58:45<05:24,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7389/8000 [58:45<04:07,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7390/8000 [58:46<04:56,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7391/8000 [58:47<06:36,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7393/8000 [58:47<04:56,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7394/8000 [58:48<05:33,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7395/8000 [58:49<07:00,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7397/8000 [58:49<05:12,  1.93draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7398/8000 [58:49<05:44,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  92%|█████████▏| 7399/8000 [58:50<07:06,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7401/8000 [58:51<05:15,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7402/8000 [58:51<05:53,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7403/8000 [58:52<07:04,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7405/8000 [58:53<05:13,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7406/8000 [58:53<05:59,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7407/8000 [58:54<07:01,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7408/8000 [58:54<05:16,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7410/8000 [58:55<04:55,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7412/8000 [58:56<03:43,  2.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7413/8000 [58:56<05:22,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7414/8000 [58:57<06:09,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7416/8000 [58:57<04:33,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7417/8000 [58:58<06:01,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7418/8000 [58:59<06:30,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7420/8000 [58:59<04:49,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7421/8000 [59:00<06:16,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7422/8000 [59:01<06:33,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7424/8000 [59:01<04:53,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7425/8000 [59:02<06:17,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7426/8000 [59:03<06:31,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7428/8000 [59:03<04:51,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7430/8000 [59:05<05:52,  1.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7432/8000 [59:05<04:22,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7434/8000 [59:07<05:31,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7436/8000 [59:07<04:05,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7437/8000 [59:07<03:09,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7438/8000 [59:09<06:52,  1.36draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7440/8000 [59:09<05:02,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7441/8000 [59:09<03:49,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7442/8000 [59:11<07:18,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7443/8000 [59:11<05:23,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7445/8000 [59:11<04:00,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7446/8000 [59:13<07:24,  1.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7447/8000 [59:13<05:30,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7449/8000 [59:13<04:04,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7450/8000 [59:15<07:23,  1.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7451/8000 [59:15<05:32,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7453/8000 [59:15<04:05,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7454/8000 [59:16<05:34,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7455/8000 [59:17<05:38,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7456/8000 [59:17<04:17,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7457/8000 [59:17<03:29,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7458/8000 [59:18<05:09,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7459/8000 [59:19<05:19,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7460/8000 [59:19<04:01,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7461/8000 [59:19<03:19,  2.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7462/8000 [59:20<05:06,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7463/8000 [59:21<05:12,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7465/8000 [59:21<04:00,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7466/8000 [59:22<05:38,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7467/8000 [59:23<05:31,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7469/8000 [59:23<04:14,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7470/8000 [59:24<05:46,  1.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7471/8000 [59:25<05:41,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7473/8000 [59:25<04:19,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7474/8000 [59:26<04:56,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7475/8000 [59:26<04:18,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7476/8000 [59:27<04:36,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7477/8000 [59:27<03:57,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7478/8000 [59:27<03:40,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  93%|█████████▎| 7479/8000 [59:28<04:24,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7480/8000 [59:28<03:34,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7481/8000 [59:28<03:35,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7482/8000 [59:29<03:12,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7483/8000 [59:30<05:02,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7484/8000 [59:30<03:56,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7485/8000 [59:30<03:52,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7486/8000 [59:31<03:27,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7487/8000 [59:32<05:07,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7488/8000 [59:32<03:58,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7489/8000 [59:32<03:54,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7490/8000 [59:33<03:35,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7491/8000 [59:34<05:07,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7492/8000 [59:34<03:59,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7493/8000 [59:34<03:52,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7494/8000 [59:36<06:07,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7495/8000 [59:36<04:44,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7496/8000 [59:36<04:22,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7497/8000 [59:37<04:07,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7498/8000 [59:38<05:12,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▎| 7499/8000 [59:38<04:04,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7500/8000 [59:38<03:56,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7501/8000 [59:39<03:55,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7502/8000 [59:40<04:53,  1.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7503/8000 [59:40<03:50,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7504/8000 [59:40<03:46,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7505/8000 [59:41<03:54,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7506/8000 [59:42<04:46,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7507/8000 [59:42<03:43,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7508/8000 [59:42<03:41,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7509/8000 [59:43<03:59,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7510/8000 [59:43<04:40,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7511/8000 [59:44<03:36,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7512/8000 [59:44<03:39,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7513/8000 [59:45<05:48,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7514/8000 [59:46<04:22,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7515/8000 [59:46<03:20,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7516/8000 [59:46<03:13,  2.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7517/8000 [59:47<05:18,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7519/8000 [59:48<04:06,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7520/8000 [59:48<03:41,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7521/8000 [59:49<05:34,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7523/8000 [59:50<04:20,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7524/8000 [59:50<03:46,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7525/8000 [59:50<03:17,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7526/8000 [59:51<04:48,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7527/8000 [59:52<04:09,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7528/8000 [59:52<03:33,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7529/8000 [59:52<03:04,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7530/8000 [59:53<04:43,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7531/8000 [59:54<04:05,  1.91draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7532/8000 [59:54<03:29,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7533/8000 [59:54<02:58,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7534/8000 [59:55<04:40,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7535/8000 [59:55<04:02,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7536/8000 [59:56<03:27,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7537/8000 [59:56<02:53,  2.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7538/8000 [59:57<04:36,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7539/8000 [59:57<04:02,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7540/8000 [59:58<03:26,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7541/8000 [59:58<02:49,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7542/8000 [59:59<04:11,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7543/8000 [59:59<03:19,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7544/8000 [59:59<03:07,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7545/8000 [1:00:00<02:48,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7546/8000 [1:00:01<04:31,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7547/8000 [1:00:01<03:36,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7548/8000 [1:00:01<03:17,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7549/8000 [1:00:02<03:02,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7550/8000 [1:00:03<04:34,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7551/8000 [1:00:03<03:37,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7552/8000 [1:00:03<03:16,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7553/8000 [1:00:04<03:07,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7554/8000 [1:00:05<04:30,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7555/8000 [1:00:05<03:35,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7556/8000 [1:00:05<03:16,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7557/8000 [1:00:06<03:09,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7558/8000 [1:00:07<04:25,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7559/8000 [1:00:07<03:39,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  94%|█████████▍| 7560/8000 [1:00:07<03:14,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7561/8000 [1:00:08<03:09,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7562/8000 [1:00:09<04:17,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7563/8000 [1:00:09<03:40,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7564/8000 [1:00:09<03:13,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7565/8000 [1:00:11<05:08,  1.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7566/8000 [1:00:11<04:20,  1.67draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7567/8000 [1:00:11<03:38,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7568/8000 [1:00:12<03:30,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7569/8000 [1:00:12<03:34,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7570/8000 [1:00:12<03:13,  2.22draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7571/8000 [1:00:13<02:59,  2.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7572/8000 [1:00:13<03:04,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7573/8000 [1:00:13<02:30,  2.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7574/8000 [1:00:14<02:05,  3.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7575/8000 [1:00:15<03:54,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7576/8000 [1:00:15<03:42,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7577/8000 [1:00:15<02:55,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7578/8000 [1:00:16<02:29,  2.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7579/8000 [1:00:16<02:01,  3.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7580/8000 [1:00:17<04:26,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7581/8000 [1:00:17<03:24,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7582/8000 [1:00:18<02:57,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7584/8000 [1:00:18<02:46,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7585/8000 [1:00:19<03:39,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7586/8000 [1:00:20<03:28,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7588/8000 [1:00:20<03:06,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7589/8000 [1:00:21<03:52,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7590/8000 [1:00:21<02:58,  2.30draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7591/8000 [1:00:21<02:45,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7593/8000 [1:00:23<03:25,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7594/8000 [1:00:23<02:38,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7595/8000 [1:00:23<02:32,  2.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7597/8000 [1:00:25<03:16,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7598/8000 [1:00:25<02:29,  2.69draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▍| 7599/8000 [1:00:25<02:29,  2.68draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7601/8000 [1:00:26<01:51,  3.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7602/8000 [1:00:27<04:00,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7604/8000 [1:00:27<03:19,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7606/8000 [1:00:29<03:41,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7608/8000 [1:00:29<03:07,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7610/8000 [1:00:30<03:07,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7611/8000 [1:00:31<02:58,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7613/8000 [1:00:31<02:40,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7614/8000 [1:00:32<03:36,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7615/8000 [1:00:33<03:18,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7616/8000 [1:00:33<02:31,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7617/8000 [1:00:33<02:51,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7618/8000 [1:00:34<03:37,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7619/8000 [1:00:35<03:18,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7620/8000 [1:00:35<02:31,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7621/8000 [1:00:36<03:22,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7622/8000 [1:00:36<03:25,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7623/8000 [1:00:37<03:09,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7624/8000 [1:00:37<02:27,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7625/8000 [1:00:38<03:19,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7626/8000 [1:00:38<03:19,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7627/8000 [1:00:39<03:04,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7628/8000 [1:00:39<02:27,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7629/8000 [1:00:40<03:18,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7630/8000 [1:00:40<03:14,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7631/8000 [1:00:40<03:01,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7632/8000 [1:00:41<02:27,  2.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7633/8000 [1:00:41<03:08,  1.95draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7635/8000 [1:00:42<02:41,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7636/8000 [1:00:43<04:24,  1.38draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7637/8000 [1:00:43<03:17,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7638/8000 [1:00:44<03:06,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  95%|█████████▌| 7639/8000 [1:00:45<03:13,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7640/8000 [1:00:45<03:41,  1.63draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7641/8000 [1:00:45<02:46,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7642/8000 [1:00:46<02:45,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7643/8000 [1:00:46<02:57,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7644/8000 [1:00:47<03:27,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7645/8000 [1:00:48<03:25,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7646/8000 [1:00:49<04:48,  1.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7647/8000 [1:00:50<04:21,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7648/8000 [1:00:51<05:27,  1.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7649/8000 [1:00:51<04:11,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7650/8000 [1:00:52<03:32,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7651/8000 [1:00:52<03:40,  1.58draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7652/8000 [1:00:53<03:44,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7653/8000 [1:00:53<03:00,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7654/8000 [1:00:54<02:42,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7655/8000 [1:00:54<03:09,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7656/8000 [1:00:55<03:15,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7657/8000 [1:00:55<02:41,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7658/8000 [1:00:56<02:29,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7659/8000 [1:00:56<03:02,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7660/8000 [1:00:57<03:07,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7661/8000 [1:00:57<02:34,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7662/8000 [1:00:58<02:24,  2.34draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7663/8000 [1:00:58<03:02,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7664/8000 [1:00:59<03:04,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7665/8000 [1:00:59<02:31,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7666/8000 [1:00:59<02:20,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7667/8000 [1:01:00<03:01,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7668/8000 [1:01:01<02:59,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7669/8000 [1:01:01<02:30,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7670/8000 [1:01:01<02:16,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7671/8000 [1:01:02<02:13,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7672/8000 [1:01:03<03:09,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7673/8000 [1:01:03<02:38,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7674/8000 [1:01:03<02:20,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7675/8000 [1:01:04<02:18,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7676/8000 [1:01:05<03:08,  1.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7677/8000 [1:01:05<02:39,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7678/8000 [1:01:05<02:21,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7679/8000 [1:01:06<02:19,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7680/8000 [1:01:07<03:05,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7681/8000 [1:01:07<02:37,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7682/8000 [1:01:07<02:20,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7683/8000 [1:01:08<02:20,  2.25draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7684/8000 [1:01:09<03:00,  1.75draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7685/8000 [1:01:09<02:36,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7686/8000 [1:01:09<02:17,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7687/8000 [1:01:10<02:20,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7688/8000 [1:01:11<02:57,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7689/8000 [1:01:11<02:34,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7690/8000 [1:01:11<02:17,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7691/8000 [1:01:12<02:19,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7692/8000 [1:01:12<02:53,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7693/8000 [1:01:13<02:31,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7694/8000 [1:01:13<02:15,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7695/8000 [1:01:13<02:03,  2.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7696/8000 [1:01:14<01:42,  2.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7697/8000 [1:01:15<02:54,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7698/8000 [1:01:15<02:37,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▌| 7699/8000 [1:01:16<02:28,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7700/8000 [1:01:17<03:25,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7701/8000 [1:01:17<02:52,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7703/8000 [1:01:18<02:21,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7704/8000 [1:01:18<02:23,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7705/8000 [1:01:19<02:36,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7706/8000 [1:01:19<02:23,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7707/8000 [1:01:19<02:14,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7708/8000 [1:01:20<02:20,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7709/8000 [1:01:21<02:34,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7710/8000 [1:01:21<02:19,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7711/8000 [1:01:21<02:11,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7712/8000 [1:01:22<02:18,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7713/8000 [1:01:23<02:32,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7714/8000 [1:01:23<02:16,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7715/8000 [1:01:23<02:08,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7716/8000 [1:01:24<02:18,  2.06draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7717/8000 [1:01:25<02:30,  1.87draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7718/8000 [1:01:25<02:13,  2.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7719/8000 [1:01:25<02:05,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  96%|█████████▋| 7720/8000 [1:01:26<02:18,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7721/8000 [1:01:26<02:28,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7722/8000 [1:01:27<02:11,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7723/8000 [1:01:27<02:03,  2.24draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7724/8000 [1:01:28<02:17,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7725/8000 [1:01:28<02:25,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7726/8000 [1:01:29<02:10,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7727/8000 [1:01:29<02:00,  2.26draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7728/8000 [1:01:30<02:15,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7729/8000 [1:01:30<02:23,  1.89draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7730/8000 [1:01:31<02:09,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7731/8000 [1:01:31<01:58,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7732/8000 [1:01:32<02:13,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7733/8000 [1:01:32<02:22,  1.88draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7734/8000 [1:01:33<02:07,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7735/8000 [1:01:33<01:55,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7736/8000 [1:01:34<02:13,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7737/8000 [1:01:34<02:23,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7738/8000 [1:01:35<02:02,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7739/8000 [1:01:35<01:52,  2.33draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7740/8000 [1:01:36<02:11,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7741/8000 [1:01:36<02:23,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7742/8000 [1:01:37<02:00,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7743/8000 [1:01:37<01:48,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7744/8000 [1:01:38<02:09,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7745/8000 [1:01:38<02:23,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7746/8000 [1:01:39<01:58,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7747/8000 [1:01:39<01:44,  2.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7748/8000 [1:01:40<02:06,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7749/8000 [1:01:40<02:22,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7750/8000 [1:01:40<01:55,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7751/8000 [1:01:41<01:42,  2.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7752/8000 [1:01:41<02:04,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7753/8000 [1:01:42<02:21,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7754/8000 [1:01:42<01:52,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7755/8000 [1:01:43<01:39,  2.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7756/8000 [1:01:43<02:02,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7757/8000 [1:01:44<02:19,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7758/8000 [1:01:44<01:51,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7759/8000 [1:01:45<01:37,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7760/8000 [1:01:45<02:00,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7761/8000 [1:01:46<02:18,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7762/8000 [1:01:46<01:52,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7763/8000 [1:01:47<01:33,  2.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7764/8000 [1:01:47<01:59,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7765/8000 [1:01:48<01:37,  2.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7766/8000 [1:01:48<01:48,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7767/8000 [1:01:48<01:31,  2.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7768/8000 [1:01:49<02:09,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7769/8000 [1:01:49<01:43,  2.23draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7770/8000 [1:01:50<01:53,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7771/8000 [1:01:50<01:37,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7772/8000 [1:01:51<02:07,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7773/8000 [1:01:51<01:44,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7774/8000 [1:01:52<01:52,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7775/8000 [1:01:52<01:39,  2.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7776/8000 [1:01:53<02:04,  1.80draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7777/8000 [1:01:53<01:42,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7778/8000 [1:01:54<01:50,  2.00draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7779/8000 [1:01:54<01:26,  2.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7780/8000 [1:01:54<01:12,  3.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7781/8000 [1:01:55<01:58,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7782/8000 [1:01:56<02:01,  1.79draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7783/8000 [1:01:56<01:33,  2.31draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7784/8000 [1:01:56<01:19,  2.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7785/8000 [1:01:57<01:57,  1.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7786/8000 [1:01:58<02:03,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7787/8000 [1:01:58<01:33,  2.28draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7788/8000 [1:01:58<01:21,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7789/8000 [1:01:59<01:54,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7791/8000 [1:02:00<01:40,  2.09draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7793/8000 [1:02:01<01:48,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7794/8000 [1:02:01<01:22,  2.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7795/8000 [1:02:02<01:32,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7797/8000 [1:02:03<01:42,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  97%|█████████▋| 7799/8000 [1:02:04<01:31,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7801/8000 [1:02:05<01:41,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7803/8000 [1:02:06<01:30,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7805/8000 [1:02:07<01:31,  2.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7806/8000 [1:02:07<01:19,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7807/8000 [1:02:07<01:02,  3.10draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7808/8000 [1:02:08<01:19,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7809/8000 [1:02:09<01:48,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7810/8000 [1:02:09<01:31,  2.08draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7811/8000 [1:02:09<01:09,  2.71draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7812/8000 [1:02:10<01:21,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7814/8000 [1:02:11<01:30,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7815/8000 [1:02:11<01:10,  2.62draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7816/8000 [1:02:12<01:23,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7818/8000 [1:02:13<01:29,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7819/8000 [1:02:13<01:10,  2.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7820/8000 [1:02:13<01:22,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7822/8000 [1:02:15<01:28,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7823/8000 [1:02:15<01:09,  2.53draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7824/8000 [1:02:15<01:21,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7826/8000 [1:02:17<01:26,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7827/8000 [1:02:17<01:09,  2.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7828/8000 [1:02:17<01:19,  2.16draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7830/8000 [1:02:18<01:24,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7831/8000 [1:02:19<01:09,  2.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7832/8000 [1:02:19<01:17,  2.17draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7834/8000 [1:02:20<01:22,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7835/8000 [1:02:21<01:09,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7836/8000 [1:02:21<01:14,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7838/8000 [1:02:22<01:19,  2.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7839/8000 [1:02:23<01:08,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7840/8000 [1:02:23<01:12,  2.21draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7841/8000 [1:02:23<00:56,  2.83draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7842/8000 [1:02:24<01:27,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7844/8000 [1:02:25<01:07,  2.32draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7845/8000 [1:02:25<01:18,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7846/8000 [1:02:26<01:38,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7848/8000 [1:02:27<01:15,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7849/8000 [1:02:27<01:24,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7850/8000 [1:02:28<01:40,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7852/8000 [1:02:28<01:16,  1.94draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7853/8000 [1:02:29<01:25,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7854/8000 [1:02:30<01:38,  1.48draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7857/8000 [1:02:30<01:11,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7858/8000 [1:02:31<01:30,  1.56draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7859/8000 [1:02:32<01:30,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7861/8000 [1:02:32<01:05,  2.13draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7862/8000 [1:02:33<01:33,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7863/8000 [1:02:34<01:31,  1.49draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7865/8000 [1:02:34<01:05,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7866/8000 [1:02:35<01:32,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7867/8000 [1:02:36<01:30,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7869/8000 [1:02:36<01:04,  2.02draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7870/8000 [1:02:37<01:30,  1.44draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7871/8000 [1:02:37<01:09,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7872/8000 [1:02:38<01:09,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7874/8000 [1:02:39<01:10,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7875/8000 [1:02:40<01:16,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7877/8000 [1:02:41<01:15,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7878/8000 [1:02:41<00:58,  2.07draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  98%|█████████▊| 7879/8000 [1:02:42<01:00,  2.01draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7881/8000 [1:02:42<00:49,  2.41draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7882/8000 [1:02:43<01:02,  1.90draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7883/8000 [1:02:43<00:49,  2.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7884/8000 [1:02:44<00:53,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7886/8000 [1:02:44<00:43,  2.60draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7887/8000 [1:02:45<00:57,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7888/8000 [1:02:46<01:05,  1.72draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7890/8000 [1:02:46<00:51,  2.15draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7891/8000 [1:02:47<01:01,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7892/8000 [1:02:48<01:07,  1.59draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7894/8000 [1:02:48<00:52,  2.03draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7895/8000 [1:02:49<01:01,  1.70draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7896/8000 [1:02:50<01:07,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7898/8000 [1:02:50<00:51,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▊| 7899/8000 [1:02:51<01:00,  1.66draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7900/8000 [1:02:52<01:06,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7902/8000 [1:02:52<00:49,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7903/8000 [1:02:53<00:59,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7904/8000 [1:02:54<01:03,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7906/8000 [1:02:54<00:47,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7907/8000 [1:02:55<00:57,  1.61draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7908/8000 [1:02:55<01:01,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7910/8000 [1:02:56<00:45,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7911/8000 [1:02:57<00:56,  1.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7912/8000 [1:02:57<00:57,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7914/8000 [1:02:58<00:43,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7915/8000 [1:02:59<00:54,  1.55draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7916/8000 [1:02:59<00:54,  1.54draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7918/8000 [1:03:00<00:41,  1.97draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7919/8000 [1:03:00<00:45,  1.78draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7920/8000 [1:03:01<00:37,  2.11draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7922/8000 [1:03:01<00:30,  2.57draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7923/8000 [1:03:02<00:50,  1.52draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7924/8000 [1:03:03<00:41,  1.84draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7926/8000 [1:03:03<00:32,  2.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7927/8000 [1:03:04<00:50,  1.45draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7928/8000 [1:03:05<00:40,  1.76draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7930/8000 [1:03:05<00:31,  2.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7931/8000 [1:03:06<00:48,  1.42draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7932/8000 [1:03:06<00:39,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7934/8000 [1:03:07<00:30,  2.19draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7935/8000 [1:03:08<00:46,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7936/8000 [1:03:08<00:36,  1.73draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7938/8000 [1:03:09<00:28,  2.18draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7939/8000 [1:03:09<00:26,  2.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7940/8000 [1:03:10<00:39,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7942/8000 [1:03:11<00:30,  1.92draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7943/8000 [1:03:11<00:26,  2.12draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7944/8000 [1:03:12<00:39,  1.43draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7946/8000 [1:03:13<00:29,  1.85draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7947/8000 [1:03:13<00:25,  2.05draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7948/8000 [1:03:14<00:37,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7950/8000 [1:03:15<00:27,  1.82draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7951/8000 [1:03:15<00:24,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7952/8000 [1:03:16<00:34,  1.39draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7954/8000 [1:03:17<00:25,  1.81draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7955/8000 [1:03:17<00:22,  1.98draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7956/8000 [1:03:18<00:31,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7958/8000 [1:03:19<00:25,  1.64draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains:  99%|█████████▉| 7959/8000 [1:03:20<00:32,  1.27draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7961/8000 [1:03:20<00:23,  1.65draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7962/8000 [1:03:21<00:20,  1.86draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7963/8000 [1:03:22<00:27,  1.35draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7965/8000 [1:03:22<00:20,  1.74draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7966/8000 [1:03:23<00:17,  1.99draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7967/8000 [1:03:24<00:24,  1.37draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7968/8000 [1:03:25<00:21,  1.47draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7970/8000 [1:03:26<00:20,  1.46draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7971/8000 [1:03:27<00:19,  1.51draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7972/8000 [1:03:27<00:14,  1.96draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7973/8000 [1:03:28<00:19,  1.40draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7974/8000 [1:03:28<00:17,  1.50draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7975/8000 [1:03:30<00:21,  1.14draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7976/8000 [1:03:30<00:18,  1.29draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7977/8000 [1:03:32<00:22,  1.04draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7978/8000 [1:03:32<00:18,  1.20draws/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7979/8000 [1:03:34<00:24,  1.16s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7980/8000 [1:03:36<00:27,  1.38s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7981/8000 [1:03:37<00:23,  1.25s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7982/8000 [1:03:38<00:23,  1.30s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7983/8000 [1:03:40<00:25,  1.48s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7984/8000 [1:03:42<00:25,  1.60s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7985/8000 [1:03:44<00:25,  1.69s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7986/8000 [1:03:46<00:24,  1.75s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7987/8000 [1:03:48<00:23,  1.79s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7988/8000 [1:03:50<00:21,  1.82s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7989/8000 [1:03:52<00:20,  1.85s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7990/8000 [1:03:54<00:18,  1.87s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7991/8000 [1:03:55<00:14,  1.59s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7992/8000 [1:03:57<00:13,  1.69s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7993/8000 [1:03:58<00:12,  1.76s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7994/8000 [1:04:00<00:10,  1.80s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7995/8000 [1:04:02<00:09,  1.83s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7996/8000 [1:04:04<00:07,  1.85s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7997/8000 [1:04:06<00:05,  1.87s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7998/8000 [1:04:08<00:03,  1.87s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|█████████▉| 7999/8000 [1:04:10<00:01,  1.88s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Sampling 4 chains: 100%|██████████| 8000/8000 [1:04:12<00:00,  1.89s/draws]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "There were 5 divergences after tuning. Increase `target_accept` or reparameterize.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "There were 6 divergences after tuning. Increase `target_accept` or reparameterize.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with model:\n",
    "    trace = sampler.sample(draws=2000, chains=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>mc_error</th>\n",
       "      <th>hpd_2.5</th>\n",
       "      <th>hpd_97.5</th>\n",
       "      <th>n_eff</th>\n",
       "      <th>Rhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>logw0</th>\n",
       "      <td>1.182246</td>\n",
       "      <td>0.134298</td>\n",
       "      <td>0.001558</td>\n",
       "      <td>0.922527</td>\n",
       "      <td>1.445057</td>\n",
       "      <td>7667.760255</td>\n",
       "      <td>0.999782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>logpower</th>\n",
       "      <td>-2.098811</td>\n",
       "      <td>0.322696</td>\n",
       "      <td>0.003139</td>\n",
       "      <td>-2.747278</td>\n",
       "      <td>-1.491230</td>\n",
       "      <td>8912.020046</td>\n",
       "      <td>0.999818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>logs2</th>\n",
       "      <td>-4.382666</td>\n",
       "      <td>0.010667</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>-4.402972</td>\n",
       "      <td>-4.361299</td>\n",
       "      <td>8739.343194</td>\n",
       "      <td>0.999795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>omega</th>\n",
       "      <td>0.655132</td>\n",
       "      <td>1.689164</td>\n",
       "      <td>0.032600</td>\n",
       "      <td>-2.780020</td>\n",
       "      <td>3.134609</td>\n",
       "      <td>2860.764940</td>\n",
       "      <td>1.000572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ecc</th>\n",
       "      <td>0.185919</td>\n",
       "      <td>0.135566</td>\n",
       "      <td>0.002694</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.451108</td>\n",
       "      <td>2892.426294</td>\n",
       "      <td>0.999765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r_pl</th>\n",
       "      <td>0.017225</td>\n",
       "      <td>0.000622</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.016012</td>\n",
       "      <td>0.018436</td>\n",
       "      <td>2910.120228</td>\n",
       "      <td>1.000778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>0.413784</td>\n",
       "      <td>0.204994</td>\n",
       "      <td>0.004858</td>\n",
       "      <td>0.000525</td>\n",
       "      <td>0.702232</td>\n",
       "      <td>1777.329911</td>\n",
       "      <td>1.001121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t0</th>\n",
       "      <td>-1.197370</td>\n",
       "      <td>0.000652</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>-1.198561</td>\n",
       "      <td>-1.196080</td>\n",
       "      <td>2718.585643</td>\n",
       "      <td>1.000132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>logP</th>\n",
       "      <td>1.835410</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>1.835267</td>\n",
       "      <td>1.835541</td>\n",
       "      <td>5170.381188</td>\n",
       "      <td>1.000177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r_star</th>\n",
       "      <td>1.097939</td>\n",
       "      <td>0.022975</td>\n",
       "      <td>0.000245</td>\n",
       "      <td>1.051936</td>\n",
       "      <td>1.142821</td>\n",
       "      <td>8118.116999</td>\n",
       "      <td>0.999913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m_star</th>\n",
       "      <td>1.096065</td>\n",
       "      <td>0.038565</td>\n",
       "      <td>0.000413</td>\n",
       "      <td>1.025226</td>\n",
       "      <td>1.175004</td>\n",
       "      <td>8326.214654</td>\n",
       "      <td>1.000080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>u_star__0</th>\n",
       "      <td>0.200252</td>\n",
       "      <td>0.166632</td>\n",
       "      <td>0.002224</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>0.541359</td>\n",
       "      <td>5438.911677</td>\n",
       "      <td>0.999956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>u_star__1</th>\n",
       "      <td>0.458597</td>\n",
       "      <td>0.270647</td>\n",
       "      <td>0.004284</td>\n",
       "      <td>-0.087809</td>\n",
       "      <td>0.931721</td>\n",
       "      <td>4223.427113</td>\n",
       "      <td>1.000422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-0.001026</td>\n",
       "      <td>0.008844</td>\n",
       "      <td>0.000096</td>\n",
       "      <td>-0.019082</td>\n",
       "      <td>0.015885</td>\n",
       "      <td>7664.979406</td>\n",
       "      <td>0.999942</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               mean        sd  mc_error   hpd_2.5  hpd_97.5        n_eff  \\\n",
       "logw0      1.182246  0.134298  0.001558  0.922527  1.445057  7667.760255   \n",
       "logpower  -2.098811  0.322696  0.003139 -2.747278 -1.491230  8912.020046   \n",
       "logs2     -4.382666  0.010667  0.000115 -4.402972 -4.361299  8739.343194   \n",
       "omega      0.655132  1.689164  0.032600 -2.780020  3.134609  2860.764940   \n",
       "ecc        0.185919  0.135566  0.002694  0.000033  0.451108  2892.426294   \n",
       "r_pl       0.017225  0.000622  0.000012  0.016012  0.018436  2910.120228   \n",
       "b          0.413784  0.204994  0.004858  0.000525  0.702232  1777.329911   \n",
       "t0        -1.197370  0.000652  0.000010 -1.198561 -1.196080  2718.585643   \n",
       "logP       1.835410  0.000071  0.000001  1.835267  1.835541  5170.381188   \n",
       "r_star     1.097939  0.022975  0.000245  1.051936  1.142821  8118.116999   \n",
       "m_star     1.096065  0.038565  0.000413  1.025226  1.175004  8326.214654   \n",
       "u_star__0  0.200252  0.166632  0.002224  0.000115  0.541359  5438.911677   \n",
       "u_star__1  0.458597  0.270647  0.004284 -0.087809  0.931721  4223.427113   \n",
       "mean      -0.001026  0.008844  0.000096 -0.019082  0.015885  7664.979406   \n",
       "\n",
       "               Rhat  \n",
       "logw0      0.999782  \n",
       "logpower   0.999818  \n",
       "logs2      0.999795  \n",
       "omega      1.000572  \n",
       "ecc        0.999765  \n",
       "r_pl       1.000778  \n",
       "b          1.001121  \n",
       "t0         1.000132  \n",
       "logP       1.000177  \n",
       "r_star     0.999913  \n",
       "m_star     1.000080  \n",
       "u_star__0  0.999956  \n",
       "u_star__1  1.000422  \n",
       "mean       0.999942  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.summary(trace, varnames=[\"logw0\", \"logpower\", \"logs2\", \"omega\", \"ecc\", \"r_pl\", \"b\", \"t0\", \"logP\", \"r_star\", \"m_star\", \"u_star\", \"mean\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "After sampling, we can make the usual plots.\n",
    "First, let's look at the folded light curve plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 385,
       "width": 576
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute the GP prediction\n",
    "gp_mod = np.median(trace[\"gp_pred\"] + trace[\"mean\"][:, None], axis=0)\n",
    "\n",
    "# Get the posterior median orbital parameters\n",
    "p = np.median(trace[\"period\"])\n",
    "t0 = np.median(trace[\"t0\"])\n",
    "\n",
    "# Plot the folded data\n",
    "x_fold = (x[mask] - t0 + 0.5*p) % p - 0.5*p\n",
    "plt.plot(x_fold, y[mask] - gp_mod, \".k\", label=\"data\", zorder=-1000)\n",
    "\n",
    "# Overplot the phase binned light curve\n",
    "bins = np.linspace(-0.41, 0.41, 50)\n",
    "denom, _ = np.histogram(x_fold, bins)\n",
    "num, _ = np.histogram(x_fold, bins, weights=y[mask])\n",
    "denom[num == 0] = 1.0\n",
    "plt.plot(0.5*(bins[1:] + bins[:-1]), num / denom, \"o\", color=\"C2\",\n",
    "         label=\"binned\")\n",
    "\n",
    "# Plot the folded model\n",
    "inds = np.argsort(x_fold)\n",
    "inds = inds[np.abs(x_fold)[inds] < 0.3]\n",
    "pred = trace[\"light_curves\"][:, inds, 0]\n",
    "pred = np.percentile(pred, [16, 50, 84], axis=0)\n",
    "plt.plot(x_fold[inds], pred[1], color=\"C1\", label=\"model\")\n",
    "art = plt.fill_between(x_fold[inds], pred[0], pred[2], color=\"C1\", alpha=0.5,\n",
    "                       zorder=1000)\n",
    "art.set_edgecolor(\"none\")\n",
    "\n",
    "# Annotate the plot with the planet's period\n",
    "txt = \"period = {0:.5f} +/- {1:.5f} d\".format(\n",
    "    np.mean(trace[\"period\"]), np.std(trace[\"period\"]))\n",
    "plt.annotate(txt, (0, 0), xycoords=\"axes fraction\",\n",
    "             xytext=(5, 5), textcoords=\"offset points\", \n",
    "             ha=\"left\", va=\"bottom\", fontsize=12)\n",
    "\n",
    "plt.legend(fontsize=10, loc=4)\n",
    "plt.xlim(-0.5*p, 0.5*p)\n",
    "plt.xlabel(\"time since transit [days]\")\n",
    "plt.ylabel(\"de-trended flux\")\n",
    "plt.xlim(-0.15, 0.15);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And a corner plot of some of the key parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 970x970 with 16 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 934,
       "width": 934
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "import astropy.units as u\n",
    "varnames = [\"period\", \"b\", \"ecc\", \"r_pl\"]\n",
    "samples = pm.trace_to_dataframe(trace, varnames=varnames)\n",
    "\n",
    "# Convert the radius to Earth radii\n",
    "samples[\"r_pl\"] = (np.array(samples[\"r_pl\"]) * u.R_sun).to(u.R_earth).value\n",
    "\n",
    "corner.corner(\n",
    "    samples[[\"period\", \"r_pl\", \"b\", \"ecc\"]],\n",
    "    labels=[\"period [days]\", \"radius [Earth radii]\", \"impact param\", \"eccentricity\"]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These all seem consistent with the previously published values and an earlier inconsistency between this radius measurement and the literature has been resolved by fixing a bug in *exoplanet*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}