{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run notebook_setup"
   ]
  },
  {
   "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": 358,
       "width": 543
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from astropy.io import fits\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal import savgol_filter\n",
    "\n",
    "lc_url = \"https://archive.stsci.edu/missions/tess/tid/s0001/0000/0004/4142/0236/tess2018206045859-s0001-0000000441420236-0120-s_lc.fits\"\n",
    "with fits.open(lc_url) as hdus:\n",
    "    lc = hdus[1].data\n",
    "    lc_hdr = hdus[1].header\n",
    "\n",
    "texp = lc_hdr[\"FRAMETIM\"] * lc_hdr[\"NUM_FRM\"]\n",
    "texp /= 60.0 * 60.0 * 24.0\n",
    "time = lc[\"TIME\"]\n",
    "flux = lc[\"PDCSAP_FLUX\"]\n",
    "flux_err = lc[\"PDCSAP_FLUX_ERR\"]\n",
    "m = np.isfinite(time) & np.isfinite(flux) & (lc[\"QUALITY\"] == 0)\n",
    "time = time[m]\n",
    "flux = flux[m]\n",
    "flux_err = flux_err[m]\n",
    "\n",
    "# Identify outliers\n",
    "m = np.ones(len(flux), dtype=bool)\n",
    "for i in range(10):\n",
    "    y_prime = np.interp(time, time[m], flux[m])\n",
    "    smooth = savgol_filter(y_prime, 301, polyorder=3)\n",
    "    resid = flux - smooth\n",
    "    sigma = np.sqrt(np.mean(resid**2))\n",
    "    m0 = np.abs(resid) < sigma\n",
    "    if m.sum() == m0.sum():\n",
    "        m = m0\n",
    "        break\n",
    "    m = m0\n",
    "\n",
    "# Just for this demo, subsample the data\n",
    "ref_time = 0.5 * (np.min(time[m])+np.max(time[m]))\n",
    "time = np.ascontiguousarray(time[m][::10] - ref_time, dtype=np.float64)\n",
    "flux = np.ascontiguousarray(flux[m][::10], dtype=np.float64)\n",
    "flux_err = np.ascontiguousarray(flux_err[m][::10], dtype=np.float64)\n",
    "\n",
    "mu = np.median(flux)\n",
    "flux = flux / mu - 1\n",
    "flux_err /= mu\n",
    "\n",
    "x = time\n",
    "y = flux\n",
    "yerr = flux_err\n",
    "\n",
    "plt.plot(time, flux, \".k\")\n",
    "plt.plot(time, smooth[m][::10] / mu - 1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 382,
       "width": 512
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import exoplanet as xo\n",
    "\n",
    "results = xo.estimators.lomb_scargle_estimator(\n",
    "    x, y, max_peaks=1, min_period=1.0, max_period=30.0,\n",
    "    samples_per_peak=50)\n",
    "\n",
    "peak = results[\"peaks\"][0]\n",
    "ls_period = peak[\"period\"]\n",
    "freq, power = results[\"periodogram\"]\n",
    "plt.plot(-np.log10(freq), power, \"k\")\n",
    "plt.axvline(np.log10(ls_period), color=\"k\", lw=4, alpha=0.3)\n",
    "plt.xlim((-np.log10(freq)).min(), (-np.log10(freq)).max())\n",
    "plt.annotate(\"period = {0:.4f} d\".format(ls_period),\n",
    "             (0, 1), xycoords=\"axes fraction\",\n",
    "             xytext=(5, -5), textcoords=\"offset points\",\n",
    "             va=\"top\", ha=\"left\", fontsize=12)\n",
    "plt.yticks([])\n",
    "plt.xlabel(\"log10(period)\")\n",
    "plt.ylabel(\"power\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "logp = 10,197, ||grad|| = 0.00043711: 100%|██████████| 13/13 [00:00<00:00, 324.72it/s]  \n",
      "logp = 10,202, ||grad|| = 65.929: 100%|██████████| 20/20 [00:00<00:00, 258.96it/s]  \n",
      "logp = 10,213, ||grad|| = 270.28: 100%|██████████| 51/51 [00:00<00:00, 269.75it/s]  \n",
      "logp = 10,213, ||grad|| = 6.8898: 100%|██████████| 8/8 [00:00<00:00, 273.82it/s]\n"
     ]
    }
   ],
   "source": [
    "import pymc3 as pm\n",
    "import theano.tensor as tt\n",
    "\n",
    "def build_model(mask=None):\n",
    "    if mask is None:\n",
    "        mask = np.ones_like(x, dtype=bool)\n",
    "    with pm.Model() as model:\n",
    "\n",
    "        # The mean flux of the time series\n",
    "        mean = pm.Normal(\"mean\", mu=0.0, sd=10.0)\n",
    "\n",
    "        # A jitter term describing excess white noise\n",
    "        logs2 = pm.Normal(\"logs2\", mu=2*np.log(np.min(yerr[mask])), sd=5.0)\n",
    "\n",
    "        # A SHO term to capture long term trends\n",
    "        logS = pm.Normal(\"logS\", mu=0.0, sd=15.0, testval=np.log(np.var(y[mask])))\n",
    "        logw = pm.Normal(\"logw\", mu=np.log(2*np.pi/10.0), sd=10.0)\n",
    "        term1 = xo.gp.terms.SHOTerm(log_S0=logS, log_w0=logw, Q=1/np.sqrt(2))\n",
    "        \n",
    "        # The parameters of the RotationTerm kernel\n",
    "        logamp = pm.Normal(\"logamp\", mu=np.log(np.var(y[mask])), sd=5.0)\n",
    "        logperiod = pm.Normal(\"logperiod\", mu=np.log(ls_period), sd=5.0)\n",
    "        period = pm.Deterministic(\"period\", tt.exp(logperiod))\n",
    "        logQ0 = pm.Normal(\"logQ0\", mu=1.0, sd=10.0)\n",
    "        logdeltaQ = pm.Normal(\"logdeltaQ\", mu=2.0, sd=10.0)\n",
    "        mix = pm.Uniform(\"mix\", lower=0, upper=1.0)\n",
    "        term2 = xo.gp.terms.RotationTerm(\n",
    "            log_amp=logamp,\n",
    "            period=period,\n",
    "            log_Q0=logQ0,\n",
    "            log_deltaQ=logdeltaQ,\n",
    "            mix=mix\n",
    "        )\n",
    "\n",
    "        # Set up the Gaussian Process model\n",
    "        kernel = term1 + term2\n",
    "        gp = xo.gp.GP(kernel, x[mask], yerr[mask]**2 + tt.exp(logs2), J=6)\n",
    "\n",
    "        # Compute the Gaussian Process likelihood and add it into the\n",
    "        # the PyMC3 model as a \"potential\"\n",
    "        pm.Potential(\"loglike\", gp.log_likelihood(y[mask] - mean))\n",
    "\n",
    "        # Compute the mean model prediction for plotting purposes\n",
    "        pm.Deterministic(\"pred\", gp.predict())\n",
    "\n",
    "        # Optimize to find the maximum a posteriori parameters\n",
    "        map_soln = pm.find_MAP(start=model.test_point, vars=[mean, logs2])\n",
    "        map_soln = pm.find_MAP(start=map_soln, vars=[mean, logs2, logS, logw])\n",
    "        map_soln = pm.find_MAP(start=map_soln, vars=[mean, logs2, logamp, logQ0, logdeltaQ, mix])\n",
    "        map_soln = pm.find_MAP(start=map_soln)\n",
    "        \n",
    "    return model, map_soln\n",
    "\n",
    "model0, map_soln0 = build_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHIAAAMwCAYAAABMfEcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAIABJREFUeJzs3Xl8VNX9//HXmew7IayR1QougKKICrigVqEuaFu3tn4V6d66tta26reirVtrbX9q1Vr7da9rF6siIhVQNgUBV2STUFlDyJ6QZWbO74+bZe5kJplJJhMyeT8fjzzMOfecez4kY5L7mbMYay0iIiIiIiIiInLg8/R0ACIiIiIiIiIiEhklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREREREegklckREREREYsgYs9gYYwM+5vZwPLOD4inqyXhERKRrlMgREREREREREekllMgREREREREREekllMgREREREREREekllMgREREREREREekllMgREREREREREekllMgREREREREREekllMgREREREREREekllMgREREREREREekllMgREREREREREekllMgREREREREREekllMgREREREREREekllMgREREREREREeklkns6ABEREUlsxhgPMA2YCgzDeSNpD7AGeNNaW99O3zTgdGAyMAioa+q7FHjXWuvrZEx5wNeBE4FjgCFAXtPlL4AlwKPW2nc7c/9EZIw5AjgVOARIB8qAT4D51tp97fQzwPHAScDwpuoS4H1gsbW2potxDQC+BcwAjgQGAhbndbIOmAc8a62t7MIYmcD3gAuB8UAasBf4L/AW8Jq1dmUX/hmhxpwEzAZOBkbifM13N435CvCctfaLWI4pIiK9g7HW9nQMIiIi0osZYxYDpwRUfcVaO7/p2uXArTgPoqGUAL+01j4adM9U4OfAdUB+mL4bgB9Za9+KItYRwFzgEiAjgi5/A74XTbIhxNfjl9bauwKuHw2cgZPYGAsUALk4X4slwD3W2vcjHS8WjDFzgVsCqu621v6i6doJwL3AlDDdG4A/4fw7XUk5Y8wlwG3AmDB9y4D/tdb+qRMxpwI/A26i4+9lRVO7h6y1/ijHGY+TOBnVQdOVwFxr7RshXgO3WmvnRjheIc7X8/wOmjbg/Jt+bzv4g94YMxt4LKBqm7V2VCTxiIjIgUdLq0RERCTmjDH9jTEvA48TPokDMAD4izHmVwF9xwIrcBIA4ZI4AIcCrxtjzogwpkuAjcAVRJbEAfgmsNwYMyzC9u2N/3VjzAqcmUh3A+fQmshJAYbiJJjeM8bc0NXxusoY4zHG/AZn9lO4JA5AKk7C7d/GmOSmvrnGmGeAZwmfxAHn+/tA4Pc/wthGAmuB3xDZ9zIPeAB4xxhTEMU404BldJzEATgBmG+MeQhn9kzUjDHH4sxU6iiJA87X/XfAI50ZS0REei8trRIREZFYywbm4yyHitQtxph5QCWwHCe5EYlU4K/GmMOstbUdtC3EWRITqAH4GNiFM2sjCWcZWGDi5kjgBWPMydZab4RxucY1xryCk7iJhAe42xizx1r7RCfGi5UHgB9G0f5M4CpjzMPAm8BxUfT9lTHmZWvtBx01NMYcAvwHGBF0qQ5YhbP0yAOMBibhJMmaTQUWGWPOsNbu6WCcgcALOLOlgnlxEkmfN5UPx3mdAPygo39DmPHGAQtom7zchbNEbB/Oa/gEIDPg+neMMe9Za//SmXFFRKT30YwcERERibX7aU3iPANMxEmg5OA8WN8GVAf18QC/xtnPpADnQfk3wJdwkjUFwJeB50KMNxy4KIK4ipv+W4+zZOo0INdaO8lae4619lvW2ktwZl/8OqjvFODmCMYI5SrcSZwtwEtNMSzD+beG8oAxpr3ZLN3pclqTOKtwloJl4yQQxjZd2xqi309wZuE0J3Fewvmep+MkRCYDd+EkXQIl4czqaZcxJgvnNRKYxKkHfgUMtdaebK291Fr7TWvtFJyE3L1A4HKqCcA/jDFJHQx3P07iJJAX+C0wzFp7nLX2kqaPo4Bjcb5WUWvag+efuJM4xTgzwkZYa8+y1v6PtfZ0nL2ibgEC94e6yxiT05mxRUSk99EeOSIiItIlIfYDaXaftfaaMH3G4yQxQs12APiGtTZU0gZjzJU4D9mBXrPWtjvjpWkJ1g+An1pri9pr29T+CeCygKpqYLi1tryDfosJ/fV4HbjZWrsmqH3zg/mPQvR501p7ZkexdlWIPXKavQecHGpDamNMLs6ePhPD3PbP1tqQs1OMMZOb+gYui6oE8tvbw8YY8wjw3YCq/cD51toF4fo09bsUZ5lfYPLmFmvtbWHaH4kzC8YEVNcDF1trX25nnFTgedoujWp3jxxjzN1A4HK6DcBp1tqd7fQ5D/gHrW/M/sJae3eYtrPRHjkiIglDM3JERESkO3yCsxFtSNbaj3H29wjl/8IlcZr6PoCTBAp0TAQx/cda+/VIkjhNbsQ9WyYbOC/CvsFuaZpVsSb4grW22Fr7Y+D7IfqdYYw5vJNjdlUDcEm4U8WaToG6Kkzf9UDIJF5T31U4M2UC5eKciBWSMWYi7iQOwKUdJXGaxnsa+GlQ9U1NGwuHcj3uJA7A5e0lcZrGaQD+BycpFRFjzBDcX8cq4Jz2kjhNY70M3BNQNTvSMUVEpHdTIkdERES6wx+bHmrbE+qh2OJsBNyRl4LKQ40x7W56G+1pRdbaHbRdKjMtmns0mR9u5kfQeI8A94W49ONOjBkLL1prQy2famGtXYqzd0uwP7R3rHyT4O8hOEvpwvllUPlNa+0/Ohgj0AM4CcZmzZs0uxhj0mk7o+Yta+3zkQxira3GmSkUqe/gnpn0G2vt5gj73g40n6h2mDHmsCjGFRGRXkqJHBEREYk1P84msR35PETdGmvtxgj6hnrQDbdMqyuCExmdOb2q3U11g9wEBM/EmNWJMWMh7KyoIMFfIz/O8qKORPw9bNp4+IKg6jsiGKOFtdaHs79NoO82n7QV4Ms4+zkF+k00Y0XpmwGf1wIPRtqxaVbUqwFVoZb0iYhIgtGpVSIiIhJrnzU9YLbLWltjTPDqFd6NcIzgzZKhk0c+d6AxqBzpseWdYq2tNsY8iDtxMNwYM7qj2THdINLvRU1QOdLvf3WI73+47+EZuN+ALMM5Fj1a83ASTc33ygOOx71U7/igPpWdHKtDTcfaBy6dqwT+GOLr0p7A5WjjYxGXiIgc2JTIERERkVjrSsKhK32jevo9gMd4lrYzQKbRta9NtGqstXs72bc7voenB5WXduYoeGttiTHmE5yTq5qdhjuRE7x58zJrbXBCL1aODioPAb7dhfsd2oW+IiLSSyiRIyIiIrFW1kN9O8UYMw44EedY7THAwTjHQOcCWfGOx1r7uTFmDzA4oHp4nMM40L6Ho4LK7W4E3IFduBM5I4OuDwkq7+jCWB0ZHeP75XfcREREejslckRERCTWfD3UN2LGmFOAOThLdobGY8wo7cSdyBkU5/EPtO9h8L8/1AbLkQruOzio3C+o3NmZSZEI3ounq7pjnygRETnAKJEjIiIifYYx5nTgFuCkno6lA8HLhrJ7JIoDR2pQuSszpYITNSlB5eBEVPD1WAre6+kaa22ok8tERERaKJEjIiIiCc8Y4wH+H3BlB013A9uB8qaPibg3k42XEUHlih6I4UBSGlQ+qAv3Cp6BE7wUrAT3XjMFXRirI8EnmgV/30VERNpQIkdERET6gttom8RpBBYD84EPgA+stSWBDYwxjxPnRI4xZjBtlxKFOqq9L1kPnBBQPqYzNzHGZALjQtw70Oc4m0s3m0D3+TSofFw3jiUiIgnC03ETERERkd7LGFMA/DSoegEwxlp7prX2Xmvtf4KTOD3oYtqe3rS6JwI5gAQf/32wMebwkC3bNx1I6+De7weVjzLGBC/HipWPgOKA8onGGM3KERGRdimRIyIiIonuBCA9oLwNON9au62H4gnLGJMEfDeoupS2yYW+5t84M6gCfacT95kTVC4B3g6qWxRUTgEu6sRYHbLWWuDVgCoDXNcdY4mISOJQIkdEREQSXfBGwe9Za/dH2HdADMbPiKLttcD4oLoXrbVxOc3rQNU0W+rZoOofG2MiPr7bGDMJ+HpQ9cPWWtfG0tbaD4GtQe1+bowJ3nA53DiHEN0x4H8MKl9ljDk6iv4iItLHKJEjIiIiiW5XUHmCMSZ46VIbxpghwKkxGP9rxpgO9z4xxpyGs5dPIAv8KQYxJILbgLqAchrwfNO+N+0yxgwCngmq3kfbJEqzR4PKBwO/jmCcVOAx2p6yFZa19iPglYCqJODFaJZYGWOSjDG/NMacHWkfERHpvZTIERERkUT3Ae5lOYcBv206ySqkplkV84AOkwQRSAZeNsZMbGe8i4HXQoz3UtODfp9nrd0CzA2qngzMN8YMD9evKSGyAPdJVADXWmv3hen2EG1Ps7rBGHNTuNeNMSYPeB04MVws7fgRzilpzb4EvG2MObK9Tk0JnAuAVcAd6NQrEZE+QadWiYiISEKz1lYYYxYCXwmovh44zxjzEPAezrHjQ3BOqLoImIEzMyJWhgArjDGPAv8A/ouz5GsScDlwcog+pThLraTVb3G+ZhcG1J0EfGKMeRpnL51tgBdnFs3ZwBW0XV53n7X26XCDWGvLjDE3AQ8GXfoN8HVjzF9xNqAuAYbjbKJ8FdC/M/8oa+12Y8x3gBdofaN1JPC+MeZvwIvABpw9dAYAo4FTgJlN4zcLPlpdREQSkBI5IiIi0hf8CuehN3BJ1Rjg3g76+eh6QmcTzsN2Os4R6MHHoIfSAFxord3ZxbETirXWGmO+1VQMTObkAD9s+ujIA0SQILPWPmSM+TLwtaBLRzfdI5zHgFlAQQSxBI73d2PMpcCTtP6Nngxc1vQRiYiXdImISO+lpVUiIiKS8Ky1q4FboujSiLNU5TcxGH45zoyb4A10wykHzrHWvhWDsROOtbYR54j263HvmdORCmC2tfaqptOiIvEtnGVZkagEfmytnYMzIyhq1tpngTOBLVF2rQZuJbrXuIiI9FJK5IiIiEifYK39NXADzmyXkE2Aj4FfAqOstTcRXaKgvbFXAYcDPyN8QscL/A2YYK19MxbjJirr+D0wFmf5U/B+NoF2A3cDX7LWPhHlOHXAWcD/AlVhmu0B/h9wiLU2eClW1Ky1i3BOLrsZaG9GVg3wJs7+OsOttXObklwiIpLgTORvSIiIiIj0fk2nUZ2Ns29NDc4MmCJgjbW2Mgb3X4yzf0mzJ6y1s4PaHAUcCQzFWb5VBCxpOmZbotR0WtQxwAScJU0W2AusAz6IxfHtxpgs4DSc5JEHJ0G0EVhlrfV39f5hxjQ4S7km4ux/09g07iac16sSNyIifZASOSIiIiIxFEkiR0RERKSztLRKRERERERERKSXUCJHRERERERERKSXUCLnAGGM6fHvxYEQg4iIiIiIiIiEpwf3HmKMOcMY85QxZpsxph5oNMbsMca8aoy5JB5JFWNMpjHmWmPMImNMCeA1xtQbYzYYYx4yxkzo7hhEREREREREJHJK5MSZMSbbGPMvYAFwKTACSMX5XgzCOUXjWWCZMWZwN8YxBdgA/AGYjnPCg2mKZSzwA2CtMebWGI03yBhTboyxAR9zY3FvERERERERkb5CiZw4ajoa8w3gvAianwD8xxgzoBviOB54ExjWQdMk4FfGmLtiMOydQE4M7iMiIiIiIiLSZymRE193A1MDykuBM4FcIBs4Hngm4Po44IVYBmCMyQOeB7KaqnzA74AjgDScWUEX4czWafZzY8xlXRjzWOAKYHtn7yEiIiIiIiIiSuTEjTFmPHB1QNWbwKnW2jettVXW2hpr7XvW2kuBuQHtTjXGzIphKDcBIwPKc6y1N1hr11trG6y1e621LwKTgY8C2t1hjMmIdjBjjAHux1m29XZXAhcRERERERHp65TIiZ+baf16lwOXWWu9Ydr+GvgsoByrfWrygSsDqp631j4Zqq21tgr4fkDVQcD3OjHs/+AsE4MYzy4SERERERER6WuUyIkDY0x/4KsBVU9aa3eHa2+t9eMsw2o20RgzJgahfBMInFVzd7iGTXGsAJYEVF0UzWDGmBygeX+dHcC8aPqLiIj0Rtba6dZaE/Axu6djEhERkcShRE58nIFzGlSzJyLo8zegPqD89RjEcU7A5x9Za9dG0OexgM+nGGOGRjHe/wLN7R+w1vqi6CsiIiIiIiIiQZTIiY9pAZ9XAus66mCtbQACEy1Tw7XtZBxLwrZyWxnwuQGmRNKpaQbRNU3FKuChCMcTERERERERkTCSezqAPuLQgM/fb1o6FYlVtO4vM7ErATTNpAk8/ntVhF034iSfcgPi+EcE/f5I6yykh621FRGOFzPGmDRgQlNxL84JXSIiIiIiIiLdJQkY2PT5R9ba+vYad4YSOfERuL/N1ij67Qz4fLgxJtdaWxmDGCKOw1prjTG7aE3kjO+ojzHmLOCspmIN8PtIg4yxCUSesBIRERERERGJpcnA6ljfVEurupkxJgUYEVC1K4ruxUHlaPanCXZIULmzcbQbgzEmFWc2TrP7rLV7ohhLRERERERERMLQjJzuNxBnalWz6ij6lgWVhwIbOhnHkKByZ+PoKJl0La2zfyqA30UxTlSMMcM6aNLydX/vvfcYOrQreTARERERERGR9u3atYvjjjuuubi3O8ZQIqf7ZQWVo1kf1xBUzj8A4ggbgzFmCHBzQNUd1trgZFQsfRFpw6FDhzJsWEd5HxEREREREZGY6ZZ9WrW0qvtlB5W9UfQNTuSkHwBxtBfDb2ndUPm/wH1RjCEiIiIiIiIiHdCMnO4XPBPGRtE3OHuXdgDEkWqMMdZaV39jzAnApQFVv7TW1kUZY7SGd3B9CNrsWERERERERBKIEjndL/io8aSQrUILTtxEemx5d8ZhQyRxDHA/YJqqVgHPRh1hlKy129u77oQlIiIiIiIikji0tKr71QaVU6LomxpU7soMl1jFESqGOcCxAeXrgpM9IiIiIiIiItJ1SuR0v+AESmYUfTM6uFdPxOG6jzEmD7gjoOoFa+2yKGMTERERERERkQgokdP9KoPKuVH0HRBULj4A4giO4RZgUNPndcANUcYlIiIiIiIiIhFSIqf77cG9HCmaM7ALgso7uxDHtqByZ+MIjuGrAZ+nAp8YY6rDfQT1vTHo+idRxCQiIiIiIiLS52iz425mrbXGmK3A4U1VX4qi+4iAz+uB3V0IZUtQOaI4jDEpwNCAqqLgJgGfe2h7OlZ7UnDv1RNNXxEREREREZE+RzNy4mNjwOcTjDHBmxiHMyng8w+ttd4uxLApqHxsyFZtjcN9atWaLsQgIiIiIiIiIl2gRE58LA34PA13giYkY0w6ThKl2ftdCcBaWwYELl2aGmHX4FhdcVhrR1lrTSQfwJige90a1GZUVP8oERERERERkT5GS6viYwHwu4DyJcCKDvpciPv7My9GcTQnh8YaY4621q7toM83Az4vBlbHIA4REZFuVVdXR3l5ObW1tfh8vp4OR/qopKQkUlNTyc3NJTs7G49H76GKiEjXKZETHx8BW4HRTeVvGmP+11obfJJUoCsDPq8A3ohBHC8D1wWUfwB8P1xjY8zhwGkBVf+w1uqvYREROWBZa9m1axcVFRU9HYoIXq+X+vp6qqqqMMZw0EEHkZOT09NhiYhIL6dEThw0bXh8L3B/U9UA4C7gR6HaG2POBo4LqHrMWtsQgziWGGPep3W51HeMMY9Za1eG6XJbYHfgka7GICIi0p327dvXJomTnKw/d6Rn+Hw+rLWAk2TcsWOHkjkiItJl+ssmfv4K/AI4qKn8A2PMRuD/2ebf8IAxZjrwZEC/cuDX4W5qjJkL3BJQdYW19vF24rgNZ2YOOHskvWCMOdta+1HAPZOAO4ALAvo9FcEyLBERkR7T0NDA3r17W8qDBg2iX79+JCUl9WBU0pdZa6mtraW0tJTq6uqWZM7YsWO1zEpERDpNiZw4sdbuN8ZcAizC+bob4A/A94wxiwEfMBE4MbAbcKW1tjSGcfzbGPNnWpdUDQfWGGPeBDYAecAZwLCAbttwklAiIiIHrOrq6pbPCwoKKCgo6MFoRMAYQ1ZWFpmZmWzfvr0lmVNdXU1ubm5PhyciIr2UEjlxZK1daoyZDfwFyGiqPrzpo01z4AfW2me6IZRrgP44GyqD8zr4StNHsO3AadbaXd0Qh4iISMzU1NS0fK6HZDmQGGPo379/S7KxsrJSr1EREek0zemMs6bEzAnAfMAfptlHwAxrbbfsSWOtrbfWXoQzK2dzmGZe4G/AZGvt590Rh4iISCw1NDjbyRljSEtL6+FoRNwyMzMxxgCtr1UREZHO0IycHmCt/RD4ijFmGHA8zvKmDJzjvVc1XY/0XnOBuZ2M4xHgEWPM8cChQCHQiHPC1jvW2r3t9e/EeJtxlpSJiIjEnN/vvD+SlJTU8sAscqAwxpCUlITX68Xn0yGgIiLSeUrk9CBr7XacpUs9Hce7wLs9HYeIiIiIiIiItE9Lq0REREREREREegklckREREREREREegklckREREREREREegklckRERERERCShWWvZvHkzRUVFWGt7OhyRLlEiR0RERERiqqioCGMMxhiKiop6OhwR6eOKi4uZOHEiY8aMYfTo0cyYMYPGxsaeDkuk05TIERERERERkYT117/+lQ8//JCjBnt4+Jx0Jtct4fV//72nwxLpNB0/LiIiIiIiIgnr008/ZeIQDyu+nUV6sgFg6boH4euX9HBkIp2jGTkiIiIicsBbt24dc+fO5V//+ldPhyIivcyuXbt48Kz0liQOwDj/pz0YkUjXKJEjIiIiIge8devWceuttyqRIyJRayzbzpTh7sUo+SmNUFvaQxGJdI0SOSIiIiIiIpKwpuTuDllf98W6OEciEhtK5IiIiIiIiEhCqqurY9KAhpDXij95O87RiMSGNjsWERGRPsPv97Nv376eDiNuCgoK8Hi67327pUuXcvPNN7Nq1SrS09OZPHkyV1xxBccdd1y7/RYvXsyjjz7KsmXL2LVrF9nZ2UyfPp1bb72VcePGudpOnz6dJUuWtJSfeOIJnnjiiZbyLbfcwty5c1vKO3fu5KGHHmLevHls2rQJr9fL4YcfztVXX83ll18em3+4iPQau3fvZlJhUshr+7etiXM0IrGhRI6IiIj0Gfv27WPQoEE9HUbcFBcXM3DgwG659/z585k1axaNjY0A+Hw+1qxZwxtvvMHRRx8dtt+f/vQnrrzySgCSk5MZMGAAZWVl/P3vf2f+/PnMmzePk08+uaX9kCFDGDlyJOXl5VRUVJCVlcWAAQNarvfr16/l8+LiYsaMGUNtbS0A+fn5pKSksGbNGmbPns3777/PfffdF9Ovg4gc2IqLPuO4/NAJ7eSyzXGORiQ2tLRKRERERKJSU1PD7NmzaWxsZOjQobz88svs37+f4uJi3nvvPaqrq8P2tdZy+umnM3/+fKqqqti1axdlZWV87Wtfo6amhm9961stySGA5557jqKiIq699loALrjgAoqKilo+musBMjMzycvL47777mP37t2Ulpayb98+nn32WTweD/fffz/z58/vvi+MiBxw6oveC3utwFccx0hEYkeJHBERERGJypNPPsmePXtISUlh4cKFzJo1C2OcY30nT57Mo48+GrbvZZddxsKFC5kxYwbp6ekAZGRk8PDDD5OWlsb27dt5/fXXOxVXdnY269ev56qrrmLw4MEt9Zdccgnnn38+AI888kin7i0ivVNS8Udhr/VLaYSavrPcVhKHEjkiIiIiEpV//vOfgJMgOeKII9pcz8zMDNs3Nzc3ZP3AgQMZO3YsAOvXr+90bHl5eSHrp02b1uV7i0jvk1u9pd3r9Ts+iFMkIrGjPXJERESkzygoKKC4uO9MpS8oKOiW+65duxaAU089Nab3bU4A7d+/P6b37e57i8iBa7B/V7vTF/Z++g7Dxp4Wv4BEYkCJHBEREekzPB5Pt23+25eUl5cDnU8UNTY28sorr7Bo0SLWrl1LUVERpaWlMUuyrF27ltdee40VK1awefNmdu/e3e6+PSKSmFa+NY8TkmtddR/t8TFhcOspVrVFOrlKeh8lckREREQkKgUFBezZs4cdO3ZE3ffpp5/m5z//OTt37mypS01NJTc3F5/PR0NDQ6fj2rJlC9/97ndZtGhRS53H4yEnJ4fc3NyWBJSIJL5nn32Wx27+Hxb8T1ZL3f5Gy0vrG12JnBSdXCW9kPbIEREREZGoHHXUUQCsXLkyqn5vv/02l112Gbt27eK73/0ur732Gtu2baOuro69e/e2e2x5M2ttyHq/389XvvIVFi1axKRJk/i///s/PvzwQ2pqaigvL+fOO++MKlYR6d1+/OMfM6kwyVW3breP8rRhrrr+vj3xDEskJpTIEREREZGonHvuuYBzNPgXX3zR5nrzHjrBli9fjrWWs846i0ceeYSzzjqLESNGtJx4VVZWFnbM5j1uwrUpLi5m06ZNAMyfP58rrriCCRMmtJyM1d69pXutXLmS0047jbPOOotPP/20p8ORPqKsrIxJQ92JnPd3+Rk47mRXXV5yI9SUxDM0SXCvvPJKt4+hRI6IiIiIROWKK65gwIABNDQ0cO655/LRR87xvn6/n8cff5xrrrkmZL/Ro0cDTkLnzTffbJldU1JSwk033cTGjRvDjjlsmPMu+ttvv82OHTuoq6tj3rx5PPjggwAMGDCAnJwcAO65556WPXG8Xi+vvPIK9913Xwz+5RItr9fLeeedx6JFi3j99de5/PLLezok6UOOOyg4kePua5+IAAAgAElEQVRj4qlfpc7rntnXuDP8EeUi0Zo3b163j6FEjoiISIz5fD4efvhhfvGLX7B5s9beS+LJysriqaeewuPx8MEHH3DkkUcyaNAgcnNzmTNnDjNnzgzZ79xzz2XkyJGUlZVx5pln0q9fPwYPHsygQYO46667wh5NDnDyySdjjKGiooJRo0aRnZ3N2WefzUMPPQRAcnIyP/jBDwC4++676d+/P4WFhWRnZzNr1izq6+tj/4WQDq1atcp1Utzq1au1V5HExUE5hhF57sfdNXsMJ550Mp+V+F31JZ++E8/QJMEF7gHXXZTIERERibFbbrmFH/7wh9x9991MmjSJysrKng5JJOZmzpzJvHnzmDRpEikpKQDMmDGDpUuXcuONN4bsk5mZyYIFCzjllFNIS0vDWsuQIUP40Y9+xJo1azjppJPCjjds2DBuuukmMjIyKCgoYNKkSVx//fW8+OKLLW3uuOMOfvKTn5Cfn4/H4yElJYWZM2fyt7/9jYcffji2XwCJiN/vb1O3d+/eHohE+hJrLVOGu2fjlO23lCcPol+/fmytTnNdqyl6P57hSYIrLe7+RI4Jt2GcSG9njBkGfAHwxRdftEzJFhHpbs37fTS79957ue6663oomr5j06ZNeL1ekpOTGTNmTE+HI9JGX3yNrly5kilTprjq3nnnHU488cQeikj6gpqaGv78tQJ+MqU1YfP6Ji9zN4/n3Xff5bE547liROv+XkUMY9TcT3oiVEkwPp+P207P5rYldc1Vw62122M9jmbkiIiIdLPAo5BFRPqKzz//nHPOOadN/Z49OiVIuldlZSXHB+2Ps3y7l6FDhwLgLxjrutbfq9ekxMbu3bsZEX6VcMwokSMiIhJDtbW1berq6upCtBQRSWyXX345+/bta1OvRI50t8ryMo4a4k7krNrho7CwEIDsgye7ruUmN0K1lvxJ123fvp3R+abjhl2kRI6IiEgMBW7q2UyJHBHpa+rr61m6dGnIa9ojR7pb/a7PyE51P0yv3e1v2c9r2IRp7G90bzHi3aWTq6TrqirLGZnX/WkWJXJERERiKNQ7zR9++KGSOSLSp5SVlYW9VlVVFcdIpC9q/MK9efGuKj/FNZb09HQADj9ifNuTq9Yvi1t8ksAqdpKWrBk5IiIivUqoGTkVFRUsX768B6IREekZpaWlrvLB+YZD+juPHjrJT7pb5SZ3Umbtbh8AF110EQD9+/fn8+pUV5tanVwlMZBS9d+4jJMcl1FERET6iOYZOenJcOqoZDaX+tlU6g+Z4BERSVTNM3JSPPD4+Rl8c4KzpOVfnzXy7+q2++aIxFJG+UYY0Fpet9vPNddcwzHHHNNSV54yBNjRUk4u3RTHCCVRpdXs6LhRDCiRIyIiEkPFxcWM6mdYfHkWI/t5aPRZfvBaHeXl5T0dmohI3DTPyJk7Pa0liQNw/mEp1H38Onv37mXgwIE9FZ4ksOrqakalVxG4+OTsb/+So755i6udr2AsgYmcfN8esBZM9y+LkcRVsXUNw+IwjpZWiYiIxNCePXu454x0RvZzfsWmJBkePCsdf9m2Ho5MRCQ+Fi5cyJw5cxhb4OH6qaltrl8yPoWLpk+gpqamB6KTRLdq0asMyXY/5o45+Wtt2mWPdp9clZPUCDXaiFs6r66ujvqdn8ZlLCVyREREYqhkzy7OGuOe8JqWbDikenUPRSQiEj/Lli3jjDPOoKSkhGuOTyU1KfTshjljK/jLX/4S5+ikL9i28hVXudbrIbNwXJt2wyZMozbo5Crf7k+6NTZJbPPmzWvZC6y7KZEjIiISQ7m128hIafvgUlj9YQ9EIyISX1dddRXg7BMWuKQq2IXjUnj+CSVyJPbqit5zlYs9g8HT9rH3iHHjWb/XfXLVvs+Wdmtsktg2fraeL+UrkSMiItLrjDC7QtYfmrufyn1tjyYXEUkka9euBeD8w5Lplx5+r5H0ZMNo70b8fn/YNiLRqq6upqBxp6vOc9DEkG0HDBjAlip3srFmq06uks5rKCmKy9HjoESOiIhITB2eHfpY3ZQkw/v//nOcoxER6RnnjnU/IL+5xcurGxtddWccnMw777wTz7AkwS1fvpyJg90P0oOPPD1s+/KUwa6yTq6SrkiujN9+iErkiIiIxIjX62XSIF/Y61WfLIhjNCIiPcMAZxyc5Kp7aX0jC7a4fz5++eBkVq9aFcfIJNGtWPImYwrcr720kZPDtAZf/7Gucr636eQqkU7IaYjfzGslckQk4Tz44IPk5OQwfPhwFi9e3NPhSB+yb+uHDM8L/6t1aON/4xiNiEjPOHqoh4FZ7p+FC7Z4efNzr6tueJ6Hkg0r4xmaJLjd6950lX3WAwMPC9s++2B3kic7qRGqtQxaOifflsdtLCVyRCShlJaWcu2111JdXc327du59tprezok6UP2b1jc7vXDsqtA+0GISII780vuk/s27vNRVG75rMTPjkr3z8Cc8vgc1SuJr6amhtTSDa662qxhkJIets+w8VOpaXDPwPHv0WtSOmdwSnXcxlIiR0QSyssvv0xjY+sa/A8++EAbKUrcmB3uJQIf7HYvI8hJ8UPJxniGJCISd2ce7E7kLNji47zzzmPDhg2sK3HvnXNwRlU8Q5MEtnz5co4c5K5LH3Vcu32OGDee9SXuvxNLNyyPdWjSRwzPauy4UYwokSMiCeW1115rU1ddHb/suPRNO3fu5Oqrr6Zk3euu+hc+beSLCvcfiPaLd+MZmohIXGUkw7QR7j1KFmzxcv311zN27FhGTjnPdW1Mzv54hicJbMmSJUwc7H7tpQw/pt0+gwYNYnOFO/Gok6ukM/bXVDM6L37jKZEjIgnj3nvv5e9//3ub+oqKih6IRvoKay0zZ87k4T/dz/gCd9Lmv/7BrNjunpXTuHVFPMMTEYmrYwuTSE1qPTXI57csLvIybtw4APb3c28ue1heA39+6MG4xiiJ6Z0lixg/KOjxdsiR7fYxxlCW7D65KqlUM2clemXbPo7b0eOgRI6IJAiv18tPf/rTkNeUyJHutHnzZj766COOGuJp8wvcN2h8m0SOb9tKnnvuOS6++GIeeOABrE7HEOlWRUVFGGMwxlBUVHTA3CsRvfjii0wZ7p4R8eEeP/0GDyc/Px+AhoLDXdezUg0P3369fldLl9TW1lL9+eq2D9JDxnfY11sQdHJVo06ukuhVF62N63hK5IhIQigtLQUgJxXunZHG8jmZ3P+VdAZkGiorK3s4OklkVVXO/g6njXZPzV6/18fgkYeytXGAqz6tcitXzvkmL7zwAldddRWPP/54vEIVEelWV199NVOGuRM5K7b7uOOOO1rKKf0K2Vnlnr04Jq+RjRs1C0I6b8WKFYwbELRpce5wyMjvsG/2qEmuclZSI1Ttjml8kvgad8d3k2wlckQkIVRVVWGAV76RyXUnpDFleDJXHpfKq9/IpKJsX0+HJwmsrq4OgNODEjmLinwMHjyYUSfMcp2I4TFw1pjWtvPmzYtPoCIi3Wz37t1MDZqRs/wLH1lZWS3ljIwMPi52J3KOGJjU8oaMSGcsXryYo4e6H209hUdF1Hf4hLYnV9ni9TGLTfoGU/p5XMdTIkdEEkJVVRUXjkvmlFHuh+njhyXx4s1fp7a2tocik0RXVVVFahKcGLS553+2ehk0aBBzvvdDFmzxuq7NOrT1dfrSSy/FJU4Rke52cL5hUJb78WLFdi9paWkt5YyMDD7Z615yOm6gR4kc6ZLFixe32ei4o/1xmh0xbjyf7nUnF8s26uQqiU5Gzfa4jqdEjogkhOrqar4xPiXktR9NTuX1118PeU2kq6qqqjhhWBKZKa3r8v3Wsmirl8LCQo488ki2Z01w9Zl5SDLZqc7nkya5p3SLiPRGXq+XKcPcb6bsqfbzeZklKan1ATszM5NPgmbkjBukRI50Xm1tLe+++y4ThwQnciaE7hBk6NChbKpw99XJVRKtPN/euI6nRI6IJISailK+fHByyGvHFiax7/MP4hyR9BWVlZVtllWt3eWnrM754xAgfcIsfP7WadvZqaYl8Zienh6/YEVEukltbS1HDnY/Wry7w5l5E5jIcWbkBO2R099D+b74PgRJ4li5ciWFmV7yM4I2Oh4a2YwcYwylQSdXefZpzyaJQkMt/T01cR1SiRwRSQjpxevITg1/5F9hlRI50j2qqqra7Anxn63OUqrCwkLnv2Mn8upG9/Kq709ypuTs378/DlGKiHSvBQsWMG6g+9Hio6aZNx5Pa31GRgafBi2tSkkyJFcUdXuMkpic/XGCZuNk5EPuQRHfw9d/jKuc79XJVRKF0i1xH1KJHBFJCP1L258Cm/z5Qh3zLN2iqrKSYwvbbu4JUFBQAMCECRP4y9pGV5tJhUkcPcSjRE68+f1QU9J3Pvz+jr8mnTR9+nSMMTz99NOUlJRw7bXXMnLkSNLT0xkzZgx33nlny8/ddevWccEFFzBw4EAyMjKYPHkyr732WphvkZ/HHnuMk046iby8PHJzc5k6dSp/+ctf8Pl8IfsALF26lOnTp5OVlUVBQQEzZ87k+eef7/Bnv7WWF154gWnTppGXl0d+fj5nnHEGixYt6vwXpw+6+eabGTfI/bPwk2Ln+zVx4sSWurS0NCrraXNyVUbtju4PUhLSkiVLQiyrOhJM+Df4gmUGnVyV6WmEql2xCE/6AH/JJld5Z2X3/e5tFnodgohIL3NQzSeu8ifFPtcflKeMTGL5O4uZdvKp8Q5NElxa9Rf0C5rOvWqnj6OPPrrlXegRI0awxYzmvxW7GJHX+h7KjEOSeW67Ejlxtb8Ufvelno4ifn62BbIGdOsQGzZs4IYbbqCkpITc3Fzq6+vZvHkzN954I7W1tYwbN47LL7+ctLQ0fD4fdXV1rF69mvPOO48PPviAcePGtdyrqqqK8847ryWJkpOTg8fjYcWKFaxYsYInnniCV199lX79+rlimD9/PrNmzaKx0UmY+nw+1qxZwxtvvMHRRx8dNnafz8d3vvMdHn/8ccBJvlZVVbFw4ULeeustXnrpJb761a/G+CuWmHZs3cCofrmuuk/2+rnxxhvp379/S51perjeUOKnMKf152F/qz1ypHM2bdrET08Jmp8Q4f44zYaPm0LV238kJ63197ktXo/JLYxFiJLgtr63gMC/LLaUdX8iRzNyRKT3K9tGf797bf1PF9ThD3gXNiPF8NaTd8c7MukD0ks/dZV3VvnZn9yP3/zmN676L58xg39vcC+vmjIsSTNypNe7/fbbOeaYYygpKaGkpIStW7dywgknAHDvvfdy+eWXM3fuXCoqKqiurubVV18lPT0dn8/H/fff33Ifay0XX3wxixYt4sgjj2TlypVUVlZSXl7O6tWrOeaYY1i2bBlf+9rX8AfMNKqpqWH27Nk0NjYydOhQXn75Zfbv309xcTHvvfce1dXVYWO/8847efzxxzn44INZtmwZJSUl1NTU8Nhjj5GWlsYPf/hD/T8aoSMGumdE+PyWDSV+br/99jZtR40axcZS94POQE9Ft8Yniauqqir0jJwojBs/nvUl7tdkxaaVXQ1N+oiqbetc5c/Lun8VgBI5ItLrVax+0VUuqfXz5uc+1uxy/0L+konvsYDSN2RVuKfT1uYfTlFREWeddZa7XVYWK7a3TeTU1tZ2e4wi3Sk9PZ0nn3yS3FxnNsaoUaO49957AWcD3ClTpvDLX/4SYwzGGM4++2y+853vAPDBB637l7300ku8/vrrDBw4kLfeeovjjz++5dqkSZP4z3/+w5AhQ1i0aBFPP/10y7Unn3ySPXv2kJKSwsKFC5k1a1bLrI/Jkyfz6KOPhox7z5493H777aSnp/PGG28wdepUAJKTk5k9ezZ33303e/bs4Z///GcMv1qJK3h/nE2lfurDrIS766672BD00Dw0Nb4bhUpi8Pv9pPlrXLNdgYg3Om42bNgwNpa571G9dXVXw5M+InO/e2moZuSIiERg75K/uMrzN3vxW3hrq/uheRRfxDMs6QMqKysZklLlqsv+0gktD7SBjj32WFZ84X6qGZjloTC9rltjFOlup512mmvpDMARRxzR8vkFF1zQps/48eMB2LGj9Y/fP/3pTwBcddVVLftLBerXrx/XXnstAA8++GBLfXOi5ZJLLnGN2ywzMzNk3C+++CJ1dXVcfvnlHHLIIW2uz5kzh/T0dBYsWBCyv7iNG+R+rPik2M/DDz8csu3FF1/MSedf4aoblqGfhRK92tpajgo6Lc2flAYFY8L0CM05uWqQqy5JJ1dJBP6zcCEDjXtGoTcn8o22O0t75IhIr7Zy4b85LmkX0Lqm+aVPvVx88cW8tfolbpiW1lI/eYhl1bLFTJ42Pf6BSkLasmULY/q7/4AsGHtcyLbnnXce111XyJ7qCgZnt/aZPBS8Xi/JyfqVHBcZ/Z19Y/qKjP4dt+miMWPaPjClpaVFdL2hoQGAxsZGli1bBsApp5wSdqzp06cDsGrVKmpqasjKymLt2rUAnHpqdHugvfvuuwD8+c9/5s9//nPYduvXr4/qvn1RY2Mj44KWVn2y18//fu97YfvkjDoa1j/bUu6f5ofaUsjs/tesJI7q6mqODlpW5Ss4FE9S9L9TvfljgNal+v0am06uimLTZOl7fnnN93jvQvdrZMSRJ8M7Rd06rv5qFJFe65lnnmHLo9/mhFNaHxiq6i3zN3vZuugPjBn5PI0+S0qS88M1Jcmw/Ll7OfyoYykqKmL06NFkZWX1VPiSALZs+ozz892JnJTBh4dsm5KSwooVK/nij6cxmD0t9Sc07ZOTk5PTrbFKE4+n2zf/7WsCkzaduQ5QUlKC1+vMoszLywvbLj8/H3CWU+zdu5esrCzKy8sBQs7iaU9xcTEAgwcPJj09PWw7/Z7oWG1tbZulVf4BY1uWuIXi6T/K9TsagH1blMiRqDj747hfe57Cozp1r8xRk2D/8pZyhqcRKndCXvfPrpDeK6Xqv0Dr74kGn8WbOSh8hxjR0ioR6bWefewhrjk+1VX3j/WNPPJ/TzB06FCu+dmNvLvDvZSl7rMFDBo0iAkTJjBx4kS2b9e+OdJ5pVvWkuwJelApODhs+2HDhnHYad9w1X0pX0eQixQUFLQ89H/xRfhlsLt2tR4HPGDAgJa+4F6mFemYAA888ABFRUVhP956662o7tsX1ZbuYnjQHiVf+/6N7fbJyu3XZh+JT995OeaxSWILtdGxp3BimNbtGz7uBCrr3ZvU2mLNyJP2Bc/M3lLqJzO7+9+cUyJHRHqld999l6MbV5GX3voQ7beWu5c1MGvWLAAuvPBC3trqTuScNiq55aF58+bN/PGPf4xf0JJwUir/6ypX+lIhI7/9PgPdR1+PyDNUVlbGPDaR3iQ1NZUJE5zjgpcvXx623cKFCwE49NBDyc7OBuCoo5x331eujO6EmWnTpgHw+uuvRx2vuHl3fewqN/osh049u90+2dnZbNznTuRsfu+NmMcmia26qoovBc2MNYPb7pUViSPGjePTve6/G6s+X9Xp2CTxPf3004wtcL/+Nu7zh92bLZaUyBGRXmf16tWcPO0EfjzZPRvnxU+8rC/xt0zLP+qoo/io2v1QfcxQD3kBs/x///vfd3u8krhyG4td5b2+tpscB0sb6J6xMyLPQ8nevWFai/Qd32vaT+Whhx5i586dba4XFxe3bHL8vYC9V84991wAnnvuuZCzeZr30An2jW98g+zsbJ588smW/XJCqajQsdgdKv7MVdxY6ic1I7vdLqESOfU7Pol5aJLYGsq2k5ESNDM2f1Sn7jVy5Eg2lAadXKVEjrTj6quvbjMjZ1OpH4+n+9MsSuSISK9z7733cuERKQzJdv8Iu/2deoCW6fnGGJ5atJ79ja3TZJM8hhNHaHswiY1+/lJXudS0PxsHgLxhrmJ2qqFiz7ZYhiXSK33/+99nypQplJeX8+Uvf9k1w2bVqlWcfvrplJaWMmnSJK688sqWa1dccQUDBgygoaGBc889l48++ghw9tF5/PHHueaaa0KO179/f+644w68Xi8zZszgqaeeatmnp7GxkaVLl3LppZeG7S+tkkrdp/tsKPW0uz8OOEvbNgQlco4a1v3vYkuCKXfPjG30A9lDOnUrj8fT5uQqz74NnY1M+oCysrKQM3IaGxu7fWwlckSk13n22Wf51oQUV92irV4+Kva3aZue3Y9tPvcv5VNGJbVpJ9IZAz3ud+orkwd23CmnEL97CT7792yOYVQivVNycjL//Oc/mTp1KuvXr2fKlCn079+fvLw8jjvuOD7++GMmT57Mv//9b1JTW2dkZmVl8dRTT+HxePjggw848sgjGTRoELm5ucyZM4eZM2eGHfOqq67iZz/7GRUVFVx22WVkZ2dTWFhIdnY2J510Es888wz9+vWLxz+/V0ut+NxV3lKVGqZlq1AzckbmeMHf9ne5SDieSvdeh7v3pzib2neSN/8QVzmvYbdzcpVIGCOC9gf7vMyPjcNrRokcEelV6urqyEyBU0e7kzGPrHGOsL344ovb9Ek/9DRX+WTNyJEYGZxS7SpXp0fwLmByKqWN7kSkv1QzckTAOUFq0aJFPProo0ydOhVwZlcef/zxPPTQQ7zzzjsUFha26Tdz5kzmzZvHpEmTSElx/v+aMWMGS5cu5cYb299097e//S0LFy7knHPOITs7m9LSUkaMGMHs2bNZsGCB9lKLQFpQIqfYH8HsRGD2T29338djoVKHEEjkUmt2ucrFDRldul/2SPdGyRkeL9RrHzsJLSMZ8jPcsw93VsOZZ57Z7WPraUZEeo033niDe+65h1NHJZOe3PpD0+u3vL7Jy6GHHsqvfvWrNv3M6JNg2/Mt5UmFHrJTobohLmFLomrcz8BU94uoPmtYmMZuZb4sBlDeUjZV0Z22I3IgWLx4cdhr6enp7b4jOXv2bGbPnh3yWmpqKt/+9rf59re/HVU8M2bMYMaMGSGvdfTu6Omnn87pp5/e4RijRo2KyzutvYmvuoQcalx1/cZOiahvesFwKndactNaf6dvfX8ho0+fE9MYJXFlNLj3mNvnb39vpo4MP2IyrHvYXVm1B9LzunRfSUwH5badFzP7qhsZNEjHj4uIAPD+++8zc+ZMFi5cyFfGuHPQSaNPpGy/n88++4wjjmh7UkH2YafS4Gv9wzvZY5gyTMurpItKtxJ88rg3d0REXas87j8IMxv2xSoqEZG42vDOv1zlBp/luJmXRNQ3JzeXDSXupVQrXnkyZrFJ4sv2uveqK6fjQwfaM+bwCZTtdydr9+/d2qV7SuI6KMf9h2BlveWG/70tLmMrkSMivcINN9zQ8vmJw91JGDPmjHY3VcwfVMjqne4/FE8ZpQmJ0kWlW1zFHZV+0nMLIupakxSUyLHVYVqKiBzYHvjVj13lz0r8fHnGVyLqm5ub22afnJIN0R0jL31bP+veq64muX+X7jd8+HB2Vbtfk6XbPu3SPSUxWWs5KNf9/LGjMn57fCmRIyK9QvMU/uxUGD8o6EfXiPancHs8Hj6szHHVnTxCM3Kki0o2uYqbSv1kZWVF1LU+2f2OYTa1MQtLRCRePvzwQw4f6P6dvLU6rcMTq5p5PB427PO56g4bqDdaJEI+LwVJQXvVpXVtSUtmZiZ769yvwZo9W8K0lr6ssbGRg3LcP/8q6drSvmgokSMivULzngTHHZREUsB6lgYfMHRimF6tdqaMdpWPOyiJdP2tKF1QsmGFq7y+xE92dmS/wL1p7o1Aczz1MYtLRCReVq5cybigRM5npZElcQDGjBnTZkbOoQV6PJEIlW8j2biXQdVlHtTl21aR6So37PtvmJbSlzU0NFAYtLRq+Ljj4za+flKKSK/QnMgJ3ttmfXkKpKR32N87dBK+gDOf05INxx+kWTnSefXbP3SVPyvxc/DBB0fU15funvqdl6REjoj0Prt3726TyFkfxZZfgwcPpjFvlKtueC7Yei03lQjsc8+U2VfrJzlnYJdvW5ccdOpa1e4u31MST319fZsZObmFY+M2vhI5ItKrTA/a2+aT8swwLd0KRx/Kml3B++QokSOdZC35vhJX1WclPoYOHRpZ9yz3H5r5qV7QSTgi0svs2fopg7ODEjkl0f0s++1f/4E/4Oefxxjqd34Sk/gkwQXtVbep1E9OTk6YxpGz2e7lWSn1pWFaSl9WUVHRZo8ck1sYt/GVyBGRXiMtCaYFbXT8YXW/iPqOGDGCJdu8rrpTteGxdFbVbjKT3K+nb159a8TdTfZgVznZA+wvi0VkIiJxU7rpPVe53mvZvM8bpnVoOf0Hs7XMnfwpC1q6KhJS0IycTfsiX+LcnuR+w1zlLH9Vl+8piefmm29mSFAi29NPiZw+yRjT49+PAyEGkXBOGJZERkpr5tvnt2yoGxBR3+HDh7OoyL2h4pRh2idHOmf90pdd5ZoGG9W66KTcEJsx1pS0rRMROUDV1NSQUbPdVbe51E+jL7oZOdnZ2Xy61/37+bHf/YIlS5Z0OUZJbFXb1rnKG0v9FBZ2/UE6Y5B7X8X8ZC1/lraeffZZ+me4Z+Qk5w4O0zr29NDeg4wxZxhjnjLGbDPG1AONxpg9xphXjTGXxCOpYozJNMZca4xZZIwpAbzGmHpjzAZjzEPGmAmdvG+aMWa2MeYlY0yRMWa/MWafMWatMeZ3xphJMf6nSB9w2mh31mXNLj/+1Mim0A4fPpx3tnnxBu2TM3W4lldJ9Ja9/JirvLncMHXaiRH3z8jJp7zO/bDjrdwVk9hEROKhoqKCsUEbE2/c58fn84XpEVpGRgbrS9xLn48Y6OHOO+/scoyS2Br3bHCVS/x5TJ06tcv3zRt+mKuclWKhXrNyxC3JQL/0oERODPZoipQSOT3AGJNtjPkXsAC4FBgBpOJ8PwYBZwPPAsuMMd2W1jPGTAE2AH8ApgMFgGmKZSzwA2CtMSby9Z/psfIAACAASURBVALOfS8CPgceA74OjATSgf7AROB6YLUx5kVjzPCY/GOkTzh9tDvp8laRl8rKyoj6FhQUUNUAq3e6/8DU8irpjNSKIle5Pmck6ekdb7rdLDMzk+Ia94PLo3/UQ4tIorMJtBdWTU1Nm0TOhk4kcowxfLrX/fPw8AEe3njjjS7HKAnMW08e7r8BD5t6NsnJXf+7buDotu9jV+/WEeTiFpzEATAZ/UO07B5K5MSZMSYVeAM4L4LmJwD/McZEtnYkujiOB94EhnXQNAn4lTHmrgjuaYwx9wHPA5HMa7wAWGGMOSSCttLHZac6R4YHemurl8WLF0fU3xjDPffcw5Jt7j8wJw1NwuuNbj2/yIjMOld5wGHTouqflZXFnmr3A93H777V5bj6uqQk52eEz+fD7/d30Fokvnw+X0uSo/m12pvV1ta2OSp84z4/M2fOjPpewUurDunvITUpsRJfEltF65aQFPQcPWH6+TG590GjDmkza7Zk68cxubckjuBlVQBk5Let6yZK5MTf3UDgnL+lwJlALpANHA88E3B9HPBCLAMwxuThJFuymqp8wO+AI4A0nFlBF+HM1mn2c2PMZR3c+l7gqoDyRuAnwAQgHxgKXAh8FNDmIGChMSa3U/8Y6ROstZw4IpmUgN/YjT7L0v/6uO666yK+z4QJE1izy/3H4tFDPdTXa+2zRK6xsZFD+rmTBCmFR0R1j7y8PIpr3H8kDs726KGli5pnRVlrqa7W8cVyYCkvL2/5PDMzshMXD2Q11ZUc0t/9KLG5zHLbbbdFfa/gpVVJHsPYAg+lpTotSEL7119/7yrvqbGccMoZMbl3RkYGxbXuh/SKHRvCtJa+KjiRU9NgISXy2dldpUROHBljxgNXB1S9CZxqrX3TWltlra2x1r5nrb0UmBvQ7lRjzKwYhnITznKnZnOstTdYa9dbaxustXuttS8Ck3EnXe4wxmSEuqEx5hzg2qaiBW4Bxllr/2Ct/dhaW26t3W2tfQk4Dng7oPtInISPSEi33HILJ45wv3u5cruP2ka46KKLIr7P/2fvzcMkS6s6/+97Y98j16rM2qu6qvem6abpBbDZoYWRUVnaFhxEBRx52o2R8ac4OjzjT0YGxufnMIqjbIqgjiKOyDrQgNAbXb1Vd9fSXXtVbhGRsa/3vr8/IrMrzhtxszIz7hJ57/k8Tz7kefvEvaeoqLt837OEQiEcVkaQb09qaOXPWhIn4w8Kc2ewM01vn7FdL9jQMWZnZzGvCDnTCbHhkgSGkk5f2hOYm5tDqVTizBzGVaSUaDQaWFhYwMLCwvPrY2PO7draRadwDpEgfZH5r//rf+OGG27Y8LEqLeBMsb9PzsWL3DuMGYxWOEnsM5WQpQLpsk5fyBsLpyw7NuMNVCEnX3d2M46bQzjLb+OSeLYM4GeklGY1HR8CcDeA1W5bvwfgS8MGIIQYA/C+nqUvSCk/M8hXSlkWQrwHwPdXlnYAeDeAPxrgnun5/RellH9qFoOUsiGEeB+Ax3uW3wwqXjHM83zoQx/CP99DNcTvn+u+8N52223rPk44HMaJvIFyUyIVuXTxNc4fBpTGdgxjRuX0YfTOnNINicy+mzZ0DCEEqoihmxDZZVtCoNlsWlLf71cSiQRisRjq9Tp0Xcf58+chhPBEGQuzNdF1vS/TLpPJIBKJuBSRdXzhEx/Bj/Rc+po6cNur/s2mjvXmN78ZTy1+Gbszl0Tya6YCmJ+fx3XXXTdsqIwH2R6uEju641pLj18LpAFcKqPWi+ctPT6z9Rkk5DjZ/JWfFh1CCDEO4Md7lj4jpZwz85dSGkKID6PbMBgAbhRCHJRSHh8ylHsA9L4Rf3gtZynlD4QQ9wG4c2XprRgg5Egp/0oI8eMAamuJOD3+Twgh8ug2QAYA7pPDrMkLt9MXMbVEaj1cddVVkAAendPxsj2XLn/a3BMAfmrICBm/cOJ7X8T+HvtkUeCKWHLDx7nt1T8GFP/heXt6RchJJBJrfIpZCyEEdu/ejTNnzqBerwPoZkRwHyxmVJiamsLExITbYQyNlBL5k48DN13KgDhTlDgoBvSMWAf33nsvHvuvXyNr10xqz/87ZhiVnTHaqy647UpLj9+OTAC4lEWnVRfMnRlfwhk5/uE16E6DWuXT6/jM5wD8Cbp9a4DuBKjLNh2+DG/s+f0JKeXhdXzmk7gk5NwuhJiRUg7KdX0PgI3kNPZ++9sb+BzjM7YnBWZStJRFLZFaDxMTE7j33ntx+NifEiHnkX/5NA7e9F7s3r176FgZ79M8/TDQM0/wVCO1KSX6xjteDfzLJSFnW0JDq9UaPkCfo2ka9uzZg2q1inK5/Hx2DsO4gaZpCIfDSCQSSCaTCIfDl//QFqDZbJLsGQA4VdBxcJPHe9nLXoYXdD4E3PfB59eunNRwlIUcxoQ9SSrQG5m9lh5fpGcA/enn7VinaOnxma3PtnSI2OGMbcOmB8JCjnP0jjQpAXj0ch+QUraEEIfRnV4F0CbJVsRx3zo/c3/P7wLA7QD+XnWSUuYA5NZzQCHEdnQbIK/CM/2Ygei63peNU25KnMgb+MVf/MUNH++P/uiP8HM3/U+ytiNUxFve8hY88MADQ8XK+INZjV7m2hObK8sLZOhwv21JgRw33rYEIQSSySSSyY1nSjEMc3kqlUqfkHOmNFw/qvRuOvJ5V1rDY42GiTfja1o17Egpa5PWJvdHJvcA85fslKhZenxm6zMZp9fAK66/xdHzc7Nj5+jN9/uhlHK9d7uHen6/cZgAhBAzAHovew+Z+SocQ1d8siSOFd6u2F+14JiMB6nVarh2ml6qHpvXkclm8e53v3tTx1yQNK394LiGx374IKrVqsknGGYFw8ChDM2amb3pdZs6VDAzQ+xkWKBV5R0/hmFGn0qlgt1pWlagNiveMJmdxByLCXRqfE1k+uksnehbC05bW1qVnKH5ZZMRLh5gKJkILaUyIhkTT3tgIcc5eq8GJ029+rnQ8/uuIcd0qxmv64pDdrv09ZZSDdV1TgixDcBv9iy1AVy2rw7jT2q1Gg4q401nrr8TTz31FG68cXOaYi4wReyAJnBwQkO5XN50nIw/aM4fRUqpjIjte/GmjhXKbO9bM8pcg88wzOgzMCOnOGR/iPSOvqVgzbSdJONjmheeIva5koFEdtLSc2R30temdESgVspbeg5ma5NVhBwZzTp6fhZyHEAIEQLQ23xjI7MU1af6mYFe60PNOdxsHJuOYWVq1j/iUpNjAPh9KeVzmz0m422q1WqfkLPrxpdjZmbz/xRimSmcV1LAD7GQw6yD8vHvE3u+YmBy7+a0bRHLoq0ruzkVFnIYhhl9Bgk5L3+Tmmy9QcJxFNu060OksTTcMRlP0pl/htjHc4blpbTjOw/1reXPDTtzhvEKUkqMKcMHWcjxJlMAept8VDbw2YJiDyPkqNu/m41jQzEIITQhxF4hxLvQ7Q10a89//gK6o9U3jBBi51o/6P/zMluQarWKKxQhJzTdf3PdCEIIHM31CzmVykb+STB+JP/Ut4n92ILE2Pj4YOfLIQQWlT6ekoUchmG2APXlBYwpE1vuuvsXhj5urhMldrS1rtaLjM+QOVpadTxvWD7xMT29Cx2DbrYUL/K+M9NF13WMx5TF+NhAX7vgZsfOoF5ZNtLNUh1hMsw3xKo41hWDEOIvAbx+xX+QaPgJAL+8Urq1Gc5u8nPMFqJRzmOXsusnJoZraBePx3EsZ+CV+y6tHRrnjBxmbaSUOP6d/41Dhy5NKThRieG1mxy3CwD5hobZ5KVLoKhz2jbDMKOPUTjTtzZ9YPgWigU9gd59xnibr4lMP4HlU8R+rqghFAoNdt4kQgug0NAwFb90j64unLb0HMzWpdPp9I0fR8xZIYczcpxBzfXrDPQajCrkRAd6ORvHemPYCWACg79nH5RSvkdKyeMImDUxcgN2P8b39a9tgLvuugvHBmTksJDDrMWTTz6JG5UJasdKERPv9ZFr0MujVuPdZ4ZhRh+tfIHYuYYGhNTt6Y1TlPRRNWlws2Omn2CRCiqLujrCyhqKHZrzUM+ds+U8zNaj3Wr2ZSVq8QkTb3tgIccZ1EyYjWSg6Io9zFuDVXGEhRhiC7rLh4QQ3xRCqA2YN8Kuy/w4OwOOsQV112WuJoDwcOmz73jHOyCUMZUs5DCXI3/2GHak6W3z4XOq1r4xlltUGAo0ePeZYZjRJ1ChbRYXmsOJ2quUNTrTIyP5vswoNMuI6SWyFJm9xpZTVSXdu+6U5k08Gb+hVwvQlNdhkdhkqf0mYSHHGdR5jIGBXoNR74zDzHa0Kg65nnIoKeXLpZRi9QfdDJ2fAnB0xeWVAB4VQvzEBuLoPf65tX4A8KgDDxAs0wq6s9Wwief6SSaT+Mgnv0jWphIaGsXFoY/NeJfmmYeJXWtLPHZuuJH1y22aCh5sLQ91PIZhGCcI1+kL7VJnmITxS1QDdHxvwmAhh1HIPUtMQ0psv/o2W07VCNAMMVnh50Smiz7guxBIWjs57XKwkOMMNcXeSBGn+tY6TCmSVXFsKgYp5Xkp5ecBvAjAd1aW4wC+IIR442aOyXifWPU8sS82rHlYFJmd/YulC/1rDANgfn4e3/jsR8na4/M6Xvf6u4Y6brFDL/GhFpcRMAwz+kSbdJpUCWkTz43RDNGpLzGjDMMYZg+T8RpSEXLOFCVuuOnFtpyrE6LCYqCpzqBh/IpRpRnUjY5EMGpPiZ8ZLOQ4gyqgxDfwWbXgWD2WG3EMEwOklBUAbwWwmhcZBPAXQoipYY7LeJNUk6ZvX2hZNF4yFEOpo2RD1DhllhnMpz/96b7+OI/OGXj/+98/1HHLOhVywp2SiSfDMMzokOjQF9pqyJqSglaYCjlTCQ0P/uBfLTk24w2Kzz1C7GM5Ay984QttOZeM0+91qM0ZYkwXQ+lpmK9LhMLDVw1sBBZynEF9Mt/ItoWaozXMbFqr4hh6Pq6Uch7Ax3uWpgDcO+xxGe+R7dCv27xuza4fABR0qmWGG5wyywzmAx/4AG7cTm+ZJ6px3HbbcOncZaX+PtJmIYdhmNEnI+gLbStqzV7c6aV639qzTzxgybEZb1A6dZjYZ6oh7N6925ZzaalpYsflUHvZjIeQSkZOvi4RDDo7EJyFHGeYBy1HGlDTYYra/nqY2g91Zt5m47Cq/uSLiv3TFh2X8QrVHOKgD3VLwrqO8CVBs3uiLU6ZZQYTDQJXTtBb5s0/+s6hj9uJ0FGVEb0MXL4FGcMwjHsYOsYDtMpeT81acugTF/LoGPQaOBXjayJzCZGnpVWt5E4MP4NlMJEs/V6nAk1bzsNsQRr0nSFflwiFNtK1ZHhYyHGAlcbAJ3uWDmzg470ScxPDNfB9VrHXFYcQIgRgpmfp1BAx9HJcsfcJIaxpgMJ4g6WjxGx2JGph6xqJVTVa+8xjThkzbtwRQ0C79KBoSIkrX/Zvhz7uC1/yGmJHNAN6g7NyGIYZYcoXEdSouCKyeyw59E+//R1YqCrHrg6dCM54iHSH9meKzF5r27lik3TPOxPSsY55L4wPEHU6nCJfl9A0Z6UVFnKc41jP79cLIdZbRHdzz++PSyk7Q8SgCicvWufnrgWdWvWImeMGGZSf6OzcNmakkYvHiH08b2BswrpWSo0wze5Jo2LZsRnvIKXE1Uoi2MmCxI0vfsnQx37Nv/2pvrWTTz409HEZhmFsY/kMMWttidjERpK8zXnta1+LuYoq5HDZM7NCvYBMiL4Kbbv6dttOl9q2j9gTMaBa4T45DCAaVMhZbgrbMsPMYCHHOb7X83sEVKAZyEp2Sq/M/MNhApBSFgAc6Vm6Y50fVWMdKo4etiu2BMC1Lczz1E/RF9qnFw386I/+qGXHb8WoKDQe4Npnpp96vY4rx+nUlMzB2yzZeZneuR8NRZ4/dYSFHIZhRpfFE3Q/7/SygbFxa/bhYrEYOhF6rGAjb+LN+I3ccXp/7BgSV9zyatvOl52lxQsBTWDp7AnbzsdsHbRmv5DjeAyOn9G/fE2x717HZ96C7kSnVb5scRyHhBDrafN+T8/vCwAeVh2EEL+3iVheptjPSCn7u9wxvkWepTfsR+cl7rzzTsuObySoljgZbll2bMY7FItFXDtFb5fxPTdZc3AhsNymNdXt5YsmzgzDMO5z8vB3iH26KPHiF1s3/rmm0f514fayiSfjN849fh+xTxWBg1debdv5ktP9JYPFi2qnCsaPaE1aBl9qBUw8bYzB8TP6lydA++TcI4S43Pid9/X8XgTwVQvi+EfFfu9azkKIqwG8smfp76WUuuKTBfA7Qoj/V2wsp+ydiv0PG/gs42GklPjml7+ISIGWVj3XGkcgYN2FUqRniJ0OG0CHxRyG0hVy6PcuvPMGy45fNpRK29rSYEeGYZgRIFChMy+a0Wmk09ZNlKxpKWJHO9w3jOlSUkaPL+opS58LVUQoirLyWFhZUGfHMH5ELa0qdVjI8SwrDY8/2rM0CeAPzPyFEG8A0Lu98Ukp5dBvmFLK+0BLo35eCLHW/Nz/3PtxAJ8Y4LMqhf9HAH8rhLhsExMhxD2gAlEDwP+43OcYf/DHf/zH+B+//hbSTLHZkcjH9lp6nlB2pn+RX6IZhWJuHvvG6O0yOHOdZcevyhixtTqXETCDefbZZ/GzP/uzeM973oNz5865HQ7jU+Itep800jssPX4zREWhduG8pcdnti4i/xyxGwlrejOtRbFNR0o3cnztZQBZyxE7klU7htgPCznO8ucAeu9G7xVC/IqaxSKEeDmAz/QsLQP4kNlBhRC/K4SQPT/vvEwcveKMBuBvhBDXK8cMCCE+DODNPcuflVIeHnC8h3Gp7OsnARwVQvyOEKLvGy2E0IQQ7wbwKeU/3SultGqsObOF6XQ6uPfee/GuF9Jyk++d0bH3kHUvzwAQG5+Frow5ffz+b1l6Dmbr015Q+8QDGN/I8MG1qStlBKEWlxEw/RiGgde//vX41Kc+hU984hN429vextNTGFfISDrhsZ0YsCkyBK3wGLHTWh2tFmfLMkBapyJi1MaJVatUJB2o2+LyZwZAsE0HpIzN7DPxtA8Wchxkpf/L3QBWW1sKAB8DcEQI8XEhxP8nhPgugG/h0vQmCeB9UkrLtmillF8C8Kc9S7sAPCKE+LIQ4mNCiL9Ad8T4b/T4nEY342bQ8droCjhfX1kaA/B7AC4IIR4TQnxm5bifAXB05dy9b+mfkFL+mQV/NMYDXHfddbhxu4Y3HqJCzt88reOXfumXLD3XC258IXJKV6Zv//PfWnoOxgMoO4CLdQ2IJE2cN05L2X2OdHgiBtPPkSNHcHv8NAofSGH+/UmMLz2Iubk5t8Ni/IaUmAjSG6fI7rb2HIlpYm5Pajh69Ki152C2HMXlZexOtMna1FVrFRVYQ0MkiC2rnLnte6REQmuSpem9VzkeRvDyLoyVSCm/t5Ix82cAVvPpr8al8iTiDuC9Usq/siGUX0ZXLHrLih0EcNfKj8o5AK+UUppK0FLKhhDiLgC/hm7GTxRdoeqGlZ9BdAB8EMCHN/MHYLzHkSNHcPToUXz+J2mpSa5moLb/Ltxwg3V9SQAgHo8jF0wDuPTizI1mGZVgkY7avdCI4LL1oxugE8kCPUOx4rJq4dEZr7A8fwYff0MUybAAIPCnb4zi+LFnMDNjbTYEw6xJdRGRAM0EC01Zl6EIADfdeRfw1c8+b4/FBI6XOVPR7xx56Du4I0pbce5+4StsP287nAYw/7zN5c8MmmUElK6w8QlrS0zXA2fkuMCKMHMbgK+APL4TngDwOinloJ40VsTQlFK+FcB7AJjN0esA+ByAW6SUz5n49B5Tl1L+IbrCzZ8DqJi5opu981Ip5R9Izg1nVvjud7+LPRmBN19DNeb/9oMWrrvJpl2XxCQxIzpnQzCUSI1WfS60Eyaem8OITRA7KRqWHp/xCOceXhFxusymNFx46n4XA2L8SGOODiFo6xIzh2609BwHb7yjb00vcfaZ3zn7KC19b+lAeHK/7ec1YuPEDrW5+bbvqRf6lkLp6QGO9sIZOS4hpXwcwF1CiJ0AbkW3vCmG7njvh1b++3qP9bsAfneTcXwCwCeEELcCuBLALIA2uhO2viulXNzEMY+j20T536MrWF2LbvZPC92Sre+tld3D+JdUKoU3HgoioF16WSk1JT7+UAuf+83r1/jk5umEM5eKHQHEZc2W8zBbl3hzHugZRrAcGDd33gQiOQ30JOFkgtwLguknsnSkb616alDbOoaxj3NHfoAreuwzRYnrb7BWyEE0231J77nuGuV5c3/GFxRPHgZ63pWXjBRmNfsnBQWSU91upSvEOGvW9xx97AFc2WO3dYloetLU3y5YyHEZKeU5dEuX3I7jAQAPWHzMFoDvrPwwzGWpVqt49X56WfqHp9soNoGXvOQltpxTj00APdoNZ0MwKlmjQIScetTayQThsdnerG1kwzogJSCE+YcY35GuDEieXRrQiJthbKR8lgqKC60IDsTj1p5ECBSaGrbFe5LWuS8JkztBhJymAxOrgJUJpz1CTlI0zZ0ZX/Clz38K/6HnUTBfl0imUo7HwaVVDMOMDB/5yEdw8wzdXfnGSR133303MpmMPSeN07KWNGdDML3obUwG6e6bnt5j6SmS0/R44QCARnGwM+Nbtuv9gx2TTU5uZRymSPcei0ibOA5HoUWfBUQ9Z+LJ+IF6vY4xSctZwjOD2otaT2yCCkaZsM4TA33OI//6dWIv1SQSCWvL7tcDCzkMw4wEy8vLyJ87gV0ZelkK7b4FH/vYx2w7r5baRuxsqGPiyfiS4tm+hnaaxY090zP9x2vkz1t6DmaLU7qIbKDetzwbrvBYZsZRwnXaq6YWnjDxHI5SJ0zsQKO/JwXjH5544glcMUZvxpOHbnXk3MnpvcSeigOlEvfJ8TOTcfpdzNUlkknrppmuFxZyGIYZCe6//35cM0UvSU1d4C++eB+2b7e2lKWXYJoKOZMxCV3XbTsfs8VQRo8X6hKZbXstPcX4tp2otujuXvGiWQ96xo+0zzw4cP3KCYFnn33W4WgYP5PSqaDSTszacp6yToWcYJOnVvmZZ0+cwMEJ+owYcSgjJ7vjCmLHQwJLF8+YeDN+YCJGv4tLNRZyGIbxMUIIHBinl6RztTAQsLeVV2ScpsxOxQUqFbOBa4zfaFx8htjPFgzMzFr74pLNZrFQpUJOdf60pedgtjaLj3514Pp0QsNzR37ocDSMb5ESEwE6ECAwvteWU1VklNg8KcjflC4cJ1P7AAAT1mbHmhGf6O/Fc+H4E46cmxlNOCOHYRimh2q1iv1j9JK0LLK2nzeq1j5HBcrLXIvPdFl8hvaAf7Ygcf311k5Q0zQNeaUfRGXhlKXnYLY2HZOMHADIH7N0TgHDmFJeOodE0CBr4/tfYMu5aogRO6KXbTkPszUwFunY+6ahASl7ssH6iGbQoV97nDzysDPnZkaSiRgVcpZqEnGrm76vAxZyGIYZCcrlMvZn6SVp5prbbT9vQql9BoD60lnbz8tsDRaP0xfoSmjSlpt1Q9AmeUunn7b8HMwWRUqM180ztNoX+8eSM4wdHHvwm8Q2pMQtr3qTLeeqa/SaGDV45LOvKdG+cQWZBjSHXmOFQE1GyNLZ4086c25mJFEzcpZqEppT38ceWMhhGGYkKJfL2J2hF8aZq+1vZBdMTMBQpg80CnMm3ozfSDQXiL3tanvExWB2htiV+VO2nIfZghROIRkwb2gcLnEZHuMM1fNUYJ6vB5DK2tPsuBGgZQpxWTPxZPxAoLZI7GZ4zNHz62E6WrqW758iyPiHbekQsTsh50ePAyzkMAwzIpTLZexI00uSyOyw/8SahmKTCkjNIgs5THfc6fYYbXx99e2vteVc0XH6XY9yGQGzQuO576/538cll4IyzmDkTxF7qR0b7GgBrSAda54UDdvOxYw+cYPeEztRewREMzpBJUMM/H30M+NRugH8737x112Jg4UchmFGgnK5hNmU0sguNTPY2epzt+mlsFNeNPFk/MTJZx5HJqpkiV11iy3nkvFJYqcDTVvOw2w9Fh/7GrF1gz5A7k93sLS05GRIjE/RyrS8pSQytp1Lj9KMi5jWBjp8XfQrGa1ObCMx7ej59SDNEIuCv4t+ZixC78PRMWfeV1RYyGEYZiTQKzlEg6qQY9/Y8V7KHZoiaVR4h5sBTj/RnwkR33bFAE8LSG4j5ni4Y895mK3HhUeIef8CzYI4MKbh2NPcJ4exn1iTCob1yJRt5xrfebB/scb3Zr8yFqLlpcKh58NV9DAVcmLCvNyV8TayVUVCmaCmpey7Fq4FCzkMw4wEav0zgL6XW7uoSSrkyHrBkfMyo83pJ35A7GI7CITsKSXQMnT6xnTMMPFkfIVhYLJFsyCeidApQaGAwIWn6HeVYewg0aZCiszssu1cuw7d0Jd99uwTPKHNj0gpMaXcEwNZB0rve2OI0FK/uMabLX6lXVroWwumnXlfUWEhh2GYkSDQXCZ2HREgGDHxtpY6osQWjaIj52VGm9JZ2tizFrKvuWJ4nL4QZaOAbHFzT99TOIlYgPZpil79Wiy3qfhcPUWzdhjGagqFAqYjtC/IrI0DCQ5deRVydSrkfONLX7DtfMzoUqvVMJOkGRDRyT3OBhHNEjMZZCHHr7SWaR9N3ZCIpDkjh2EYHxNsl4jdUEaP2klTo+OktVbJxJPxEwmdiotGwr5U7ujU3r61+iJPI/I7xtwTxF6sGrjy5juR12hPJeSOOxgV40dOHn0Sk3H62nDwllfZdr5du3ZhsapMlMyds+18zOhSXLyAdIQKObHpfc4GEaX9oFJB3cSR8TptZSBKri4RjcVNvO2FhRyGYUaCiF4hdksZPWon7QAVjUKdiokn4yeyAZoRoyfsS51NjM+g3qYvLfXFk7adj9kaNE49ROzH5g3M7tiBdmYvWU81qnr9eAAAIABJREFULzoYFeNHaheP9a2FJ+17mRZCIDqxk6wZ5f6SBsb7VOef61tLbj/gaAyBOM3ITYclDINLoP2IrgxEydUkotGoibe9sJDDMMxIEDWUl+Zw2sTTevRQithhg0taGGA6ojQzzOwc7GgBqXQaFytUyGnlOCPHzzz66KN45MufIWuPzeuYnJxEeMf1ZH0mVEGnw6n+jH20l6iwnG9qQNjeXeiYIuRoDe5f50eauTPErrQkggn7Sp0HoSXGiZ2NCjQaPILcj1QW6LPZUl0iFrOnf+LlYCGHYZiRIC7oDdGIOneTlkrKbEzyzdnvtFotzCSosBIct68mPxKJ9Ak5ncJ5E2/G6+Tzebz0pS/FjiAt7zteiiIcDmPiEO1NcuWEhpPP9e9aM4xVyOJZYi827e9hF8rSJvAxowpd55IWv9EpzRN7qe7862swRctZWcjxLwunnyF2U0siGAy6EgsLOQzDjARJTRktGR838bSBGBWNYqLp3LmZkaRYLGJXmt4io9P7bTufEAJLDfogIEtcLuNX/uRP/gSdRhV7srQvxJzRvVal991M1sdjAieP0DIshrGSQIVej5al/X3swtkZYk/GgWq1avt5mRGjSktZCq2A4yGEBgg59Xrd8TgY96ku0gyxYGrapUhYyGEYZgSQUiKtTADQks51gFdTZpMBLlHwO8WFs8hE6Ut0YuaQrefMt8N0oTo/2JHxPN/61rdwYFyDJuh3sBZbebHN7kZTp/8tf+x+p8JjfEikuUTsipYx8bSOYJo2mJ+KCxZyfIio0bH3pU7IxNM+Imn6sp4IC9QrPBjDj4TbdLKtlmYhh2EYH1Ov1zGhlJcGHbwwBpN0pyUV0gFuYudrqnPP9q1FJvfaes6SQf8RBOtLJp6M1ymXyzg4Th/RLpYNZKZ2dA0tgEWd9vZqXTjiVHiMD4m38sRuRO3fbAmN0YycqQQLOX4koPRGKun2l/WphAeMl26X+R7tR9Kg1yA95s7ocYCFHIZhRoByuYyJON1dDmfsG/Wskp2hkzc0AZRzFxw7PzN6LJ44TOx8Q9je2LMRojvcoUbexJPxOvV6HQcn6CPa8byBD37wg8/blSjtHxIp03RvhrGSpEF3oZOzV9p+zlCGM3IYINSivcKq0vkJQSKW7VtjIcefZINKb6SUc+8rKizkMAzjOuVyGRMxKuREx2dNvK3nhlvv7Ft7/IFvO3Z+ZvTInXyC2MuGvSIOAOhxuqsTbvGEFr8ihMAVSkbOhUYMN9xwwyWfKVrqNy5p+QHDWEU+l8NMnDYZ3nHNi20/r0jQa+JEXEO1zOUsfiPcKRO7Kuy/H/cRjKDWpkt6la+5vkNKTEZo+4VA1r6JppeDhRyGYVynXFrGmCLkhLPOKdzxzCTaSiVVaeHsYGfGF3Ryp4jdcqCMQEvvIHYm2EK9UjTxZrxMo9HoK63ae9MriZ1SGh7vS3WwvEx3rhnGCo489B3EQvQevef6l9h/4vhE31KrxL3D/EbMqBC7EUiZeNpLqUX/DRg13mzxHY0iYsqAqujUXldCAVjIYRhmBKgX5vqaeooBD3C2IQTKbToFwajwToufSShlBEbSfmGxFRnrW/vhd75i+3mZ0aPRaGBflj6ivfDVP0nsqavvIPa+rMCxp2gmGcNYwanH/5XYugRCY7vsP3Gsf3qlXl4c4Mh4mZisEbsVTLsSR7lNr8ks5PgPvXi+by2xzb6JppeDhRyGYVynWRjQj2bAA5ydVHU6BUHW+QbtZ8Y0+uAoU/aX+o3NHkBLl2StdP6Y7edlRo9Go47tSSpuRyZpL6/Q9quJHdAE5p6iL9wMYwW1i/Q6VNRjQCBo4m0hwTCqbfrvQK9wXxJfYRhICtqTpB22f2LaICoduuEnGpwB6TcqyiCMXM1AdnKbS9GwkMMwzAjQKS0Qu9YRQMjZZnZVSacg8A3a30xFaDF8YHyP7ed81atfjbkKFXJiHS6t8iMR2ewrZUFSmeQXSWGpRUfWV07RJt0MYwXhOr1Hlx0YPb5KqUMFI8l9SfxFYxkBQe+LRrQ/e9UJaoYiXja5X5PfqM8/R+wLZYmxMXe+jwALOQzDjADqDltJKXNygoagwpHGN2jf0m63MZukD47RaftTZ6+55hpcLNPzajUuI/AjmWCzfzHZv+uX1ybpwtJxmyJi/Ey0rYwejzhX+lzu0GxZwdmy/qLan4El45MDHO1HzdwOtMomnoxXaefpdMi5qkAsFnMpGhZyGIYZBWp0h62sh00c7aOl0QtxsM03aL+Sv3ga2SjNhnBi1C4A6MoDaqjBu89+Q0qJsRDNCNNDSSDU/7DYzuwldqp50c7QGJ+SlLTZrBF3rpRAzZbVmpwt6ydqOTp4otSU2L3/oCuxNKB8F9sVE0/GqxhFeo/Nt0MQSo9PJ2Ehh2EY11HLmGpwtqwKAFqBJLFDetXxGJjRIHfqyb61zK6rHDl3SSaIHWnz7rPfaLfbff1x9NjgDIjI7HXEnglXoOv6QF+G2SwZrU5skZlx7Nx15Xkg2OZsWT/xN5/8OLEXqxK33nqrK7GomdvBDj8n+g1RnSN20XAvGwdgIYdhmBEg2KR9QBoi7ngMeogKORFZN/FkvM78sR8SO98QCMWd6QlRFfR7GOvwS4vfaDQa2J5UpqPEpwb6Tlx1O7EPjQucPnXKrtAYHyKlxESkQ9bC4w5MrFqhodHngXCHsyD8RP7sUWIv1iQOHDjgSiwtRcgJ6zUTT8ar1BdOErsiUi5F0oWFHIZhXCfUoWVMrUDCxNM+9Ah9UY+hYeLJeJ3lM08Ru6A7t+NSD9LvofrQwHifRqOBmaTa6HhwKUv2wIuInY4InHryfrtCY3xItVrFNuWWHJu0v/n7Kmq2bMTgLAg/EVYysOJTu10rZWkHqKgYMnjDz28E67TcvRFyr9ExwEIOwzAjgPpg1g6lnQ8imiVmQmubODJep3iWCjlNBxt7tsL0e7gtKXD//fxi7ieazWZfaZVIDRZyRHon6h3qmz/2gG2xMf6jUsxjMk5fFyIOCjmdEN3xjnG2rK+ISfp8OL7zkEuRAEaYfhcjkjf8/ESr2cRsit5vF+vuSiks5DAM4zrqg5maHeMEWpyq6skACzl+pFqtoqNMJYhtu8K58yulVdsSAh/76H9z7PyM+wwqrQpkZgc7axrmdSp8ty8esSs0xofUF0/3rcW37XPs/J0w/X7HxYCJbownkVIiKahYEshsdyma/ufEiOTvop+o5i4gFqJCzo+84a0uRdOFhRyGYVwnqbXoQmzc8RgCSTotKBUyHI+BcZ+zZ89iB9VSMHPViwY728DJRbr7GAoILJw+auLNeJFGo4HpBH1YDKTNX16qMSryhEv9L94Ms1laeTo1qKVLRBx8mZZR+vIcB2fk+IVSqYQJpbI5MmYiajtAMEmzc+Ocue0r6gvP9a296k33uBDJJVjIYRjGdVJBejPUFFHFCUIp2kw0GZKAzjdpv1GpVLAzTV+io1PONVY8k+t/SUlI7gnhJ5rNJsaiSmlV3Ly8T0zSUoMJmbclLsaftAvnib1QExCag68PcbqxkwnpWFpcdO78jGssLi72XQsTEztcigaIpKeJHQ0YQIezcvyCKmov1QwkMs5vPPfCQg7DMO4iJTIhOi43kBo8ocVOwtkBPSjqy/1rjKepVCrYlVFujWnndgDf9QvvxVKNZoPFDZ7S4icajQbGY0ozz1h2sDOA5L6biL0v1UapxNPOGGv42t9/lthLDWdfHbQE3diJBAX+8e/+2tEYGHdYWlrCmHItjGQG9wtzgkh2un+xwddav6AvnyP2xYpAIBBwKZouLOQwDOMurQrCynUw5EINdDTbf069mhvgyXiZRmkJWWUHEGnndgBf/epXY74iyVpK8IhTP9GsV5FRv4Mx88kY2655GbH3ZDWcePpxO0JjfEjxPC3tPJ1zNgMhOGBj5xtf+oKjMTDusLS01JeRs5aobTfx8Zn+xUbR+UAYV5Cli8RebLgr4gAs5DAM4za1/jKASHbAzdJmEplx1Nr0BbqxPOd4HIy7GMqOCwBHM3LC4TB2X3MLWcuGWtB13eQTjNfQqwNKo6LmLy+Rmav71uaOfM/KkBifIqXsa7w9V5Um3vZQ1YPoGPScB3c5n7XLOM/S4gIyUWVxjWuh3WTGp/qeE1nI8Q+iMk/sfCvkUiSXYCGHYRhX6VRorXtbl0iMOZ86m0wmka/TG3SThRzfIcoXiF1saUA47mgMmtLYdltCoFLh8iq/IAeI22vuQofjmG9GyFLl1GGLo2L8SLPZxEySZkRcLDsr5GSy2b578+7JpIk34yXKS+ehidHJyMlkMlhu0O9iq8z9mvxC/jSdCFnQVZXReVjIYRjGVeo5mgGRq0uk0mkTb/tIJpMoKA+LreK8iTfjVYK1BWIvtiImnvYRyNIMoO1JgXK57HgcjDvIeoHY9Y4AQjET7y55jfYREbnjlsfF+I9arYbtipAz73BGzite8QrkavScMcnlpn6gnr/Yv+hiRk42m+0TcuoF3vDzC63cGWI/fa5g4ukcLOQwDOMqLSXrJVeTSKVSjscRDodRaNC1dnnJ8TgYd4k06O5aQV/7BdoOQmM7ib09qXHzWh+hKan65c7l6/Dbmb3ETjb55YIZnmq1ihmltOo1P/52R2MIh8Noh+gzQajNwrYfaC7TzTRdCiCccCmabkZOscEl+H7EMAzMpOi1sAL3MwNZyGEYxlXUrJelmkQy6fzFUQjR98KkV1jI8RvRFi1rKUrnv4uBVH9pFWfk+AfRpEJOpRO87GciO64j9myoAsMwTLwZZn3UqtW+jJx/81M/73gcIj5B7LBRdTwGxnnUa2EdUUAttXKQaDSKUou+OjeLXFrlBwr5PGZT9Lt39Ytf4VI0l2Ahh2EYVzGU+uLllubaOL+apGU07dKCiSfjVZKG8hKtZZwPQnlpmYgLzsjxEYEW/buu6pdvqDhx5e3EPjgOnD1z2tK4GP/RWJ5DJEhfXtSMQUfi0GifsqhRdzwGxnkiyt9zU7jfk6Rm0OsxTzf1B4tnjyOqXAvf9cu/5VI0l2Ahh2EYVzFq9CZYWsfus110QjT7Qq/wDdpvpCXNfKmFzMc+20Z8nJgTMYF6nV9c/EKwTRtbV2X4sp+ZOHQbseMhgdOPf9/SuBj/0Vm+0L+YnHY8jlaA3pvj4OuhH4hIRcjRnC91VmmAbvjp1WWXImGcpHT+aN9aZvagC5FQWMhhGMZVhDKhpWo431x2FRlRmug13G9kxjhLWtCX6E7c+QlqiFHxKBYSaFb4YdEvhDr0O1iXl78mitR2VNr0kS5//AFL42L8h1GiQk6hASDo/D1a7ZETFw0TT8ZLxED/nluasxMkB9EKKGJSg+/NfuDwd79C7HxDA4KX32SxGxZyGIZxlWCTiiUV6V7qrJagmRCBFo989hPLC+eRDtG+IgdvvtP5QJSMHAAwKlyH7xdCOu3/UV9POYEQmNfptL/2xSMmzgyzTipKD7uGO2XPHUXISWgtV+JgnCUm6N9zO+h+c9lOgIpJWov71/mBuWOHiV003M8OA1jIYRjGZcJtuptRhXsTCcJpmjIeaBVNPBkvsvjso31rN738jc4HEslAVyb8yhqX+fmFqFJOsN5d6GqMjq2PlM+YeDLM+tCqVEDOty/fr8kOdCVbNhVouxIH4yxxRbDrjICQY4SpqBjocONtPxBqKM9gylAKt2Ahh2EYV4nqdDejEXR+9Pgq2Zl9xI6hiVOnTrkTDOM49flniZ2vA5GkCz1yNK1vUpHg9G3foAo5zXUKOWLyELEnJIt/zHAElZeX5Y47pc9GlAo56WDHlTgYZ0loVLDTQ+4LOVC+i2G95lIgjJOMhZrEjm/b71IkFBZyGIZxD0NHTNKbYCvkwpSgFV5852uJPR4TeOoIlyf4hfbSSWLPu1RGAAAVg9ZeB1jI8Q0x0AfG9ZYTpPbdROy9yTaqVd4tZjaPLNPSqprm0kaL0jcsHTYAncUcr5NUBDs9kjbxdA4Ro0JORLleM97DMAxMRXWyJtKzJt7OwkIOwzDuUctBKEudiAsZECskJ+lY1UhQoMkTCXyDUTxH7FzbvRpotek3l/n5h75ygnXuQm+77keIvSOt4cSRwybeDHN5gvUlYmsZd15eRGKyf5HFbc+TDtKXZxlxb6NvlWBygthxwf2avE6lUsFsir6tBLI7XIqGwkIOwzDuUR3QwDU+0b/mFLF+EanDI8h9Q7BKd5/LcC+Nuy6oiKROMmI8ipT95QTh9e1Cx2avgU57dWP+yPesiozxIXGDlj7Hp/a6EkdC2WQBAKO6NMCT8RKpsHJBi7ov5ITTVFSMBgygw2KOlymXy9iepJJJeGK3S9FQWMhhGMY9KgvEXKoZiCddTJ0d8JBgsJDjG6JN+nddC7mXHdbQaNPviM4lMr6gXUdYoy8vxjqFHAQjmGvSTK7Kac7IYTbPWIi+oKZ3HHQljgOHrkalRTvAL5055kosjHNkwkrXf6U/jRtEMtP9i82S84EwjlEul7EtQTNyYpMs5DAM43eUHbX5isTOnf07b46hBVDp0L4osl4wcWa8RsKgD2Pt2IAHNodoBaiQE5XcUNEXDLrebODlpRCYIrbInRg2Isan6M0axpTJ9+kZd4ScmZkZ5GkPcMydfNqVWBiHMAxkIlTIEfFxl4K5RHx8pn+xwaXPXqZaWEAiTIWcYJqnVjEM43eU0qqFqsT+/e52gq/qdLyq1uQ6fL8wFqBZLzLlXjO7dog2FY2jbuLJeIp6npiGlH3NNdeindlL7FTzohVRMT4kf/aZvrWxPVe7EAkghOhrAF9bOutKLIxDNEvQBH151hLuCznp8Wk0OkqmEPdr8jTN/Pn+xcRU/5oLsJDDMIxrLJ8/Tuz5qsSBAwdciqZLTdLSBI1TZv1Bs4KU0lgxML7HpWAAPUzL/BKCJ2P4ghoVcgp1iXB0/U23IzuuJ/ZMqAIppYk3w5izfO4osZsdickd7t2fKzoVckSDs2W9zKBsaLXRsBtkMhksN+g1Va+xkONlmgU6CKOpA4i4NMFPgYUchmFc4+mHv03sfDOAvXv3uhLLKg1Bc8mD7bKJJ+Mpyv2ZC7Fp97LDtAR9YE1o3EzRFygvL7m6RDQaNXHuZ+LK24h9xRhw4RxnLjAbpzr3HLEX6gLBUMjE237UjJxAk8tZvEy7TEvvO4ZEMO5+j5xsNtsn5NQLcy5FwzhB4RzddC60QoBQZ+66Aws5DMO4gq7rqM89S9Zmr7wZ4XDY5BPO0FCmBQU73GTWDzz36HeJna9LjG1zb7xkdJyeOx1sm3gynkIprcrVNibkTF11B7EjQYHTj33XxJthzGnmzhA733L33lwDb7L4iVaRTpEs1CUiG7gW2sUgIaeW5xJWL1NWRO16wL2Jpios5DAM4wqFQgHTcTqd5UWveKNL0VyiHYgTO2xwk1k/8Nh3v0zss0UDExPupXEnp+lEhEwEkDqLOZ5HKa3K1yUikYiJcz9acgrLLfpoVzj+gCWhMf5CX6Z9ISoybuLpDOomS6jDQo6Xefh73yR2obGxa6FdJBIJlJRrbL3AQo6XaSk9coyo+72aVmEhh2EYV1heXsZsil6Cpg68wKVoLqE2mY1KbjLrBzSltOpcyXC1X1Nm+76+tWrugguRMI4yZGkVhMB8h44rb118yorIGJ+h1egwgnowY+LpDE1NmeTHmyye5vTRx4hdqHdFFLcRQqABKig1iwsuRcM4gjKYJZgZMLnMJVjIYRjGFYq5eYzHaI1peGK3ibdzGGEq5MTATWb9QKSVI3Y7vs3VMr/xAU1Fly88O8CT8RJLSi3+hoUcALU4LcuLlE8PHRfjP8It2sC14/IudDuobrKwkONlEhrNQC00JJLJ0ShpUTO32+WciSez1alUKogr15r4lHuDMFRYyGEYxhWai6f61kTKfZXbiCjTgrjJrC9ISZqmP3vVi1yKpEtqbBLlJq3DryycMfFmvMLZZ+gudH4TQo6YPETsSeRNPBnGnJiuTGxMbXcnkBU6EZppFtFZyPEyESXjamrXFS5F0o+64TdowhbjDU6cOIFtSbrpnN0xOt9FFnIYhnGFVp6+lFbaAoimTbwdJEqnIiQD3JfE6xiGgZRBJ6AExna5FE0XIQSWm/ThoVNZMvFmvEItR8ec5mob7wuR2n8zsfckWqjXuUSUWT+FQgEJWSFr4XF3r4lGhN6bU4EWmo2GS9EwdhMF/bvVw6Mx7hkARIxu+IlGycST2erk83lMJ+izWCjr3iAMFRZyGIZxBVmkzcNyzaBLkVC0BE0fT4V0lyJhnOIrX/kKdqbp7TAy5V5/nFWKSkNFo8rp215HLTfdTGnV9ut+hNjbkhpOPvXI0LEx/uHhhx7CdmUX+trbXulSNF1UIScSFLjvG//iUjSM3ahl7e0RmhQUUJ4TAzzd1LM0m80+IQeJSXeCGQALOQzDuIJaWlXQ3R8rCQCacoFOhyRgGCbejBc4fuTRvhfofTe+xKVoLlHuKOJmjUtkvM5kIkDsXE0iGNyYyJ3YcQ3ayiVr7giPIGfWTy13HuEAvSZu23+9S9F0OV/ozyqbe+6IC5EwThAXtKy9E3K/0fEq4fQUsSM8FMOzNBt1TMVVIWdqsLMLsJDDMIwrLJ16ktgVMQJlVQCCSSrkBDQALR5z6mUC1fm+tcT2gy5EQqnoIbrQWB7syHgDKTGm6Nn5usTMzAZ7hwVCuNCgB6qeOjxkcIyf0IsDJuQlpp0PpIflhoGOQfuGbUu715CesZdEQBVyRqe0Kpal/aLigkvwvYqs5RHQWMhhGIZ5HiklgnU6zi896/6LMwCEMgMeVrmRnacJN+h3saKHgLD7u39VSV9SAs2iiSfjCRpFBJWnspe97k0IBAKD/degEFBSv3MnhgiM8RuyPEfsYjsIBN0VTd72truRr1Mhh7MUvUsi0CG2jIzGZh8AJCdpj5REkEvwvYpWH1DSHp9wPhATWMhhGMZxqtUqZpT3ZLenBK0SS0/27frpVX5Y9DKxFv37XTbcF3EAoC5pVkWgzZlhnmaAYPyaH3vbpg7VSe8ldro5N9iRYQYQqNHG6sudjTXctoM77rgDuRq9N4sGb7J4lZQijqgTRd0kPU0bfyfDgN5umngzW5lAgz4fltqa66J2LyzkMAzjOMvLy5hN0VTF6PQ+l6KhxBOJvl2/VpFfgrxMXKclS2UxGincDS1O7HCnYuLJeII6fWBs6RLxzOaaKkZ23kDsmXAFUkoTb4ahhJp0F7os4yaezqFpGnSl4TFnKXoUw0AqRBt9SWWiqJuMzeztW8tfPOV0GIwDBJr0+XC5HTLxdAcWchiGcZzi8jJ2KFOCYqMi5MTjKPQJOYsm3owXSEk6OrQaGI2dv1aAZgaFdZ6M4WlqNLsgV5NIpTdXTjB55e3E3peRmL9wzsSbYSiRNhVIatpoTAyqSpoZFGzz2GdP0ixBbUuixcfciWUA47P9z6uFCyddiISxm1CLXgtLndHJxgFYyGEYxgXKS+cRD9G7dCCzw8TbWeLxOAoNKuS0yyzkeJmsoAJJPTwa9c/tIH15ivJkDE9z6mk6IjxXlxgb29zLy7ZrX0rsUEDgzOPf2XRsjL+IG1QgqQdHQ9yug5abhrjc1JsMaOwv4uMDHN0hFEuhqbTFKc6fdScYxlYiHXqNKRss5AAAhBAb795nfqzfs+pYDMPYTyt3un8xub1/zQVisVhfaZVeYSHHy4wHG8RuRTdXzmI1epiWeMUF1+B7mRNPPETsih7G/v37N3UsLTGOXIM+4hWOPbDp2Bh/kUSN2K3waGRDNIRSbspZip7k8A++TeyOIRGMjYaYCAAQAuU2vb6WFznj0YtEdCrkVI2oiac7uJmR83UhxFAFj0KIsBDicwB+26KYGIZxAL1Ady4KTQ0IjcbFUdM0lDtBstYuL5l4M15gKqKMOY1vcykSihGlL09xrQ3oHRNvZqvTKc0TO5SZhqZt/jFtXqcvPu25pzZ9LMZfZDSa/WfER0PcbgWokBOVNRNPZivzpb/5DLELdYloLOZSNIOpG7RXSr1w0aVIGDuJ6rQ3YRWj9T10U8h5OYAHhRBXbebDQohJAP8XwN1WBuUWQgjXy9xGIQbGHxjFC8TOtUYrVbEp6IW6XVpwKRLGdlpVZMK0qaKRmnUpGEooPd2/2ODmnl5FUybw6JHhsiCqMfo9DpcGZEIyzADGQm1iy8RoiNutoJKlCC439SIXnqWic6EhEYm4Pzmtl6ag8TS5l6IniSlicU2MxlTTVdx+cT8A4H4hxOs38qEV8ed+ALdfzndUEUK8RgjxWSHEaSFEE0BbCDEvhPg/Qoi7nRBVhBBxIcSvCCG+JYRYAtARQjSFEEeFEP9TCHH9Jo+7Wwjx20KIB4QQF4UQDSHEOSHEt4UQ7xdCjMZbEuManWWaglqG+xMxeumE6MOiwePHPYtRPN+3po1Iv6bp3Yf6F+v8XfQqYbVxa2K4LAgxdSWxJ8HfHWYdtBtIK+K2lh6N0mf13szlpt5k9zRt8l6oY+Sm7rWUDT/BE9Q8iSoWNzQWclZZ7WSVBvBPQohfXc+HhBCvAvB9APsACABVAO+wJUIbEEIkhRBfBPA1AG8HsBtAGN2/i2kAbwDw1wD+VQhh2xaIEOJ2AEcBfAzd7KgJdP//DAM4BOC9AA5vpP+Q6PIrK8f9EIAXA9gOIAJgB4A7AfwhgONCiN8VQgRND8Z4GlGmKaityGikbT9PjFZ9Cs6C8CzPPPhNYufrEgeuvsHE21l27z+Iaos+vBrVnIk3s9WJK31JQpnhXp7T+28m9t5kG81Gw8SbYVaozPctBcd2uhBIP4YyfjyOxsi94DPDs2uSCnaFhsT27aMhJq7SDtIX+gA33vYkSaEIOYHRmOC3iptCzosAPLnyewDAR4QQf77Wy70Q4hcAfBlABl3R4RiAW6WUn7M7WCtC4onmAAAgAElEQVQQQoQBfBXAm9bhfhuAb66UkFkdx60Avg7gcnfmAIDfEUL8wToP/d/RFYYu1+wkDuA/oSvgjda/CMYRIi1aQiDSMy5FMphAgk4tCnb4Bu1V5o7RSUGLzRCuuOIKl6Kh7Nmzp6/xdv7Ccy5Fw9iJYRhIaTS7IDI+XGbYzPV3Ens8JnDqqYeHOibjAyq0lLjRkYiPjcZLdHScJnSnwxKf/9xfuhQNYxfpEB0JVahLzM6OVjK/mh0WbHPjbc9hGEhqtIdiK5g2cXYH14QcKeVz6IoVn+9ZfieA/ztIvBBC/CGAPwEQQlfE+TsAL5JSbqXufR8GcEeP/T0Ar0U3KykJ4FYAf9Xz368F8DdWBiCEyAD4AoBVKVlHN0vmGnQzZ6YBvBXdrJpVPiCE+JnLHPfdAO5dMVsAPgrgZgBZdEvofgzdLKReXg/g05v9szBblzRo87DI5F53AjEhnKHJcFHJu9hepZM7RexqYHQmY2zbtg0FpXKgcP5Zd4JhbOXYsWOYiFHRbtu+a4c6ZmrnNWgovbHnj3xvqGMy3kcv0R52F8sSqfRovLy89LU/1rd231f/0YVIGDuJSZoFceD6W1yKxBwjQp8VuPG2B2ksIyDofbkdHo1r4Squ9siRUtallPcAeD+A1YLcl6DbBPk6ABBCxIQQfw/g19AVcDoAfk1K+VYpZWXQcUeRlT/PvT1LXwfwCinl16WUZSllVUr5oJTy7QB+t8fvFUKI/jvX5vktAHt67HdJKX9DSvm0lLIlpVyUUv4tgFsAPNHj9/tCiIGtuoUQ4wBWs3aaAF4npfx1KeUjUsqilPI5KeU/SSlfh65Y19tF7yeEED9n1R+OGX1arRYmI/TtIrXjShNvd4iN0wyhhKLIM94hUJ0jdnOEyvw0TUNN0gTH0jw3rPUihx/5ISZigqxN7BrQI2kjaAFcaNDvT/X0o8Mdk/E8rRydKjlXMZBKpUy8nWV6T/98FFFfHuDJbGXigm6eyehQQ47tIUab0cfAG36eo9Zfyt4Jj9Z30e1mxwAAKeVH0c1MWUJXrNkL4PtCiHcB+A66pUgCwAUAL5dS/neXQh2G38al/7+XAfyMlNJsjuyHADzTY6+7T81aCCHGALyvZ+kLUsrPDPKVUpYBvKdnaQeAd5sc+lcBrF7Rfk9K+W2zGKSUn17x7+W3uF+Ofzh75jRmUvSFZWr/pvpq20ZyahexE0ED0Nsm3sxWJqqU+SE9Go2OV2kHafVpLdffnJnZ+lQWzyKg0esiLBj5XAhMEVvkjw99TMbbNPNniD1XkSMj5CAYQQt0ymWYS589h7p5pvZGGgW0xDixkwF+RvQc1SVilpsS4fiIXAtXGAkhBwCklN9Ct2/OD1eWkgD+DN3yHAHgWwBeKKX8vjsRbp6VjJUf71n6jJRyzsxfSmmgW4a1yo1CiIMWhHIPgN6smg+bOa7E8QMA9/UsvVX1WZmu9c4VM4dun5zL8XEAvY0p9gF4zTo+x3iAC8cfQ1B5YUnNWPH1to7szN6+Ncm7fp5kIkhTuAPje0w83UHdidQrPOLUi4gBO3/DTq0CgHZmL7FTDdNHD4YBADzx/a8T++IoCTkAmgE65TJicG8Sr5FWRBEZHzfxdI9gaprYal8fxgPUqJCzWJOYnBydrG1ghIQcAJBSngXwFnQnUfUWpc0DeJuUcqs+wb4GIFsI6+kL8zl0y5RW+UkL4nhjz+9PSCkPr+Mzn+z5/XYhhNqVdhKXsnH+UkqlsHUAsjti4FPKMgs5PqF47iixdQkgOT3Y2SUmdhzoW6tyJoQnmY7RxMjA2C4TT3fQlXrssM51+F5Ea9LMsJoeAIKRoY8b2UmzHWfCFZ7yw6xJuEU3LeYqBoLB0UmabgepqKT2U2G2PumwIoqMoJATztIG4JmwYeLJbFmUjJzFqsTExISJszuMlJAjhLgZwHfRnWoEdDNxgG4D3oeFELe5EtjwvKTn9xKAyxapSylbAHqFljvMfDcZx32mXpT7e34XAG7v/Y9SygUA/37F7BV9Lsc3FPsFG/gss4Uxlqkgkm+FAC3gUjSDmZ7djVpbnRZ00qVoGNto1TCuzNgLju92JxYTjAgVcqL80uJJgk368lw2hhdxAGDySnLLxp60xNIci9KMOSnQDBc9Nlo70J0QvSZybxKPISWyiigSsCA70WpiY3RfOxsVaNY5O8xT9GXkGJyRY4YQ4h50++HMoisYnMWlKU4CwG4A9wkh3u9akJunt5PrD1dKp9bDQz2/3zhMACuZNL3bGA+Z+SocQ1d8Mo1jpc/Of5ZSPraBkM4p9tRAL8ZzaNV5Yi/rl5tW7zyJRALLyrNhae6UK7Ew9tHO9zcOjk73Z2O5idobQG0CyXiDULtE7KocOFtgw8xc9zJiBzSBs49925JjM94kG6T9Sd709veYeLqDrkwLUscDM1ucZhlhZW8vkB6trG0AiE/099OrLKmvNsxWpl2kpcickWOCEOLDAD6Lbv8WAeBhALdJKR+SUr4DwP+D7lSrEIAPCyH+z0rfma1CbwOQjWzr986A3CWEGGbmmdqEZF1xrJRBXexZus7E7z9tMq5VRuK7yNhPqKE0D0PSxNNdyh2aSs6lVd6jNkcbvxbqEulJtXrUXYSSUp7QuKGiF4nqdAhnXcRNPDdGMDGGuRp9Kyocf9CSYzPeQ++0MRWje43p2dHqYSejdFpQKsjXRE9Rz/cthdLbXAhkbdShGABQXWQhx0u0CheIzT1yFIQQaSHEP6M7fny1jOofANzZ2wxYSvkH6DYLLq/43QXgsBDCinIjWxFChNDNJlrlopnvABYUe5g3jCsUe7NxWPWWs1Ox+ernE6Jt2guiHsyYeLpLHbS0oVHYyD8ZZivwwNf/gdhnSwbS6WH0cuvREnT3Jx00G3bIbGWiSsPWRsA6gXtBp9/p9sWnLDs24y0WzxxHKECHEUzsucalaExQxO10iK+JXqJVpFnbbV0ilhm9pP1YKotKi5bg1/k50VM08nQDt9DUkMmM1juLa0LOyhSmBwC8HpdEnI8AePOghrlSyn9Ct8fLqRX/XQC+LYT4gCMBb54pAL3bYRUzxwEoc3GHElG2K/Zm47BKyLlTsTc8jUwIsXOtH/T/mZkRICnpqNBWZLTSFFdpKZMxOuUlE09mq/Loff9M7HMlA/G4NZkQVhFSUspTYQkYPB3Da8QlbWLdDFo3JagapyUAkcoZE0/G7+RO94t8E7uvHODpHoGEkpETktB1viZ6hZpSnpSrS2Syozd+XAiB5SYVPZvLPBXQS7SXqTAXm9wFIYSJtzu4mZHzIIBD6IoyHQDvllL+hlxjnIKU8kkAt6DbEBkAggB+XwjxZbuDHYKEYjcHeg1GLfwdG+jlbBzDxNDL3T2/SwB/vYljnL3Mz3r7ADEOktGoTqvHR6/2GQB0paGirPWn+zJbmxSoqHiuJEfuJh3K0JRyTQBoFN0JhrGNlEZ7H3XC1u36iSn6Ij4h+VrGDKZ8gZab5uoCWmi0+tgFlCzFbFSgXucm8F6hrmRB5Gpy5LIgVim1adlqp6QWUjBbmWCbPmtN77vWpUjMcVPIWf1XWQRwl5Tyf63nQ1LKHIBXAVj1FwBeZ314lqHmR28kB1QVcoa5m1oVx9B3dCHES0Ezcv5KSnnczJ/xFuMhRUNMj1ZPklU6YbojHtJ5GoHX2JWmos3Z0uiND42O9f/7YFHRe6QC9Havh63bgU7vu5nYe5MttFvcIJbpp754itiFTsidQNYglKZlNtmoQK1WM/FmthotJaul0BSIRkdLTFylotN/H0aVM7c9g5RIKY3UJ0csOxFwv8HsSQB3SCm/uZEPSSk7Usp3A/hVAKOeT6lmwphmHA1A/bMNM4/UqjjCYogtayFEEMDHepZyAP7jJg+36zI/t2w2TsYmOk2MR+jLcmRyrzuxXAapTAuKGvyg6DX2joeJvee620083SORmUC9TS/XrdK8iTezVckoDVuNuHXzHGZv+BFipyMCp49ww2Omn3PP/JDYlb5HR/cJ9wk5YCHHQ+jlRWIX20ETT/epSvpaxpssHqJVQSRAn70S03tcCsYcN4WcH6A7merpzR5ASvlHAN6AblbPqKJu8QYGeg1GFW6G2S62Kg65VvnbOvgvAF7UE9NPSyk3NQ5ISnlurR8AXKw6Yshy/19Jcma0JmI8T5xWEcbERqoRma3ATIJeFl/yo29zKRJzJiYmkKvTS+6TD37XxJvZkkiJbFjZt4lbNxkju+taVJXBPgtP8XeIoei6juVzR8laK2xVNb11RJS+YdmoQK3KGbNeQSpZLVVjmD1se2mKGLE1Lnv2DM892d+dY2z2gAuRrI2bQs4rpZRD56BJKb8G4FYL4rELdZtgI3mqYcVuDPRyNo5NxyCE+DkAv7FiSgA/L6X86maPx2w9KhdPELvRkRif3e9SNGujJeiLVFLjUgQv0amXMBGjyYXhEcwOGxsbQ14Rcj76+x90KRrGDmSjiLCytRLOWlhyqmk4X6elCdXTj1l3fMYTFItFTESooDi5dwR7QsRptmxQE2iUORPCMzSUyaaKWDJKtAI0Yy3YLrkUCWM1f/uZPyV2syMxObvXnWDWwDUhR0pp2fb2iPdXUQWUjYxEUa9ew+SOWhXHpmIQQrwZwOq/CgPAe6WUn9zMsZitS+XiMWJfKEtMTY9ms+NgiqZvp0OjXsXJbISqIioCQGzb6O22CCH6hJyJmAbDGL1+PszmWDjVn5i8++qbB3hunkKQXs9EbpQfmxg3aDQa2J6k4vb2Aze4FM0aRPsb37ZKiwMcma1IoEmzWpqB0SvvW6UTpkMxQh3ODPMKzzzyA2Ln6hLbto/eMGS3e+T4AVWeTQ/0GoyaWz1MO3Sr4thwDEKIn0B3KlUAQBvAPVLKT2z0OMzWp75witgXq2Lkxj2vElF2xLMRAxiqqpAZJeoLzxJ7uSGRmhjNxtuI0vKG8RhPafESZ48eJna9LbFrv7VNFTuZfcROt7jymKE0m03MKEKOlp11KZo1iPQ/vnYq3GTWK4Q7FWJ3gikTT/cxIlRUjEru1eQV9m2nf7f5ukQqNXrfRdeEHCGEZuWPW3+OdTAPWo60cwOfnVDsC0PEcVqxNxvHhmJYycT5PLqj4ssA3iCl/MJGjsF4h9J5Wn+/3Bnd2ufYOH2ADWoC5dww/wSZUaKdO0Ps8yUDicRo7vztvuoFxB6PAVXuCeEZynMnib3cDkILbKSN3eWJ7Lie2DPhiokn41e6GTn0cTqU3eFSNGugBVBuUcFJr3JplVeIGPTepkesm+BnOTHupehVMkoWfmxiBK+FcDcjp23hz8g2r1hpDNz7lLaR3P3dPb83MVzz3mcVe11xCCFCAHq3qU+t94RCiHvQFXFC6GbyvFxK+fX1fp7xHtWLNJ1fpEdwt2+FiZ39/0S+9kXWIL2CvnyO2PN1DZo2mnsCOw/Sl/DxmEClwi/iXkEv00TXsq62xxueyavoRLZdKSA/v6k5A4xHaVaLGFP6hgUyo3mPLnfotdqoFUw8ma1GXBFDRMK6CX5Ww70UvUtE0qznYGo020C4+dQqev7Xip9RprcxyPVCiPU+pfUWyT8upewMEYNaEP+igV79XAs6teqR9XxICPEOAJ9Ft5zqHICXSinX9VnGu0Ra9GErtcPa8gErmdqxDy2lLc75E0+6EwxjPcoEtaXmRvq/O0tQmdIyHhOckeMlqrS/R7WvPd7w7FBGkAPA2Ue/Zfl5mK2LLA3YK0xucz6QdVDVlZHU9WV3AmGspdNCTKOvOqpYMkqElF6KqZAB6MO8qjGjQhxUyJGR/t5co8Bobj+ujVR+tgLf6/k9AirQDEQIEUVXRFnlh8MEIKUsADjSs3THOj+qxnrZOIQQbwHwSXS/X2fRzcThzooMxoJ06Fl4YreJ5wggBOqgpV/BFo+W9ApqRs6yHjXxdB8tTnckWcjxFlqdCtwNLWn5OULxDM5V6CPf8vEHLT8Ps3WR5XliNzoY2Fh4FKgZyn5ok+/NnqDeXyKnbmSMEuHsgOa3PILcEySU7CoZH83MsODlXWzj05v4TAjAlbgkLugAPgZg1J9ovwbgD3vsuwH8wMR3lbeA/v182aI4VsWhQ0KIF0opD6/1AQD39Py+AODhtZyFEG8E8FfoZuKcBvAKKeXJtT7D+IfpGE1xiUzscSmS9VFHFBlcSvMNdricxQt8/OMfxw3HHsGB3ZcusSU5mv1xAPTV4U/EBE5zaZVnCLVLZDZkO2zPy/OCkcFOXBKN2nNP2XIeZotSpSV+i3WBXWI0E94bkgo5WqvsUiSMpZQvErNjyL7BE6NEbGxAbPUCkFBbnDJbjVSwg96CHy0+mn+nrgk5Usqf3exnhRAvBfB3AKYAZKSUv2FZYPbwBLp9clbHRtwjhPiglFKdJNXL+3p+LwL4qgVx/COAX+2x3wvgPWbOQoirAbyyZ+nvpZSmM5iFEK9G9+8lhG4vnVdIKU8NES/jITrVAlLKJlp8+xXuBLNO6oih+8+vS1gfdc2YuRztdhu/+Zu/icPvpNkJVTF60wieJ9Y/teopzsjxDP8/e28e5dh2lXl++17NUkgx5hg5vHzzaIOf/WxjjO3CBrddzNBmKjCmKLOWGwxV7YLqWuCCVQzdC1iNga5yAy4MuNq4KAyY0YBnY/t5eJ7ePOWcERmT5uFe3dN/KOKF9pGUqYiQdM5R7t9aWi/OzSNp58sb997znb2/ndLMPaP0eHb+qunjQJeQk6ycGzxZuOHwa7zEb63h44ShWK5Hg3gGpR+IsD0VaCXPVyoKhTk7MyEAIDe3iGpLIZvYXfCr2joIdj/bCtcmiiIU4hE6OQkdYvmlwW8wiIulVVBKfRzAv0QnI+dHieje67zFKNuGx7/edWgRwK8Mmk9ErwPwoq5D71JKHdhBSyn1EfDSqB8lohdf4y2/0P12AANbhhPR16MjFCUBPA3gG0TEEbopXeqtriss32YgkuFp+rw1eiqS1pKus7W1hVKphGMzfKd50+LSKl3ImUsTKuVr7QMILpElXotPY/KE8A5xT7JFJZ1+hF38xjobr7dMJu1fm5bHr9fxUO7NU0GJdwa9VFYoFOws7wOAQqGA9Tp3+WgVD9KXRrCBarWKhQx/Rozn7fQLc1LIAQCl1IMA3oNO3tNPGA5nGH4PQHeLiDcT0VuJeN4qEb0CwLu7Dm0B+MVBH0pEbyci1fX64evE0S3OeAD+RBfCiMgnol8F8F1dh/9wUBkWEb0QwF8ByKBTTvXNAFaJKLWHl719qIWRUL74OBsXGwpzh23d7+sQ+NyrIqW52AvuEQQB5lJAKsZv0k9csXhHVxNyPCIElfUBkwXXyPt8nyY5N542p/mbuOXdqVwL7TAYy3cJ7qFKvKxlKxh997RREfq8FDbeFiFnGlCakHOxFFkt5OTzeVytciGnsSHdAF1nfX0dC1oHv8zisqForo2zQs42f7793+80GsUQKKXq6Hjj7NiZEzr+Pl8lot8honcQ0ccAfAjATh6hAvAWpUa3baaU+gsA/7Xr0AkAnyeivyai3yCi30enLKq7XO0sgJ+5xsf+IYCduoRT6HTpqu/x9diB/mKC9TTXnmXjy1UgkbD3QREAWjEu5OhtMQX3aLVaOJ7vvfU9ct7i7IQ+pTbtypqBQIRRo5TCXIJXLOcOnx7Ldx277xVsnIkTLjz86bF8l+Aez3z5U2y8bnEnP6WZMIuQMx2EWhOCi5Zn5OTzeazVtIyczUsDZguusHLlEuY0IScrQs5Y2JE9C0R0j9FIhmC7JOyHAdbT7E4AP46OJ87LuqcDeLNS6o/HEMpPAnhf1zgG4LUA3grgjQC6z9YLAF6llOJbNRyLaxIEW2gX+S7F1Ya9ads7tBN5Ns56IuS4ThAEPWVVK5UIS0eOGYpoCOJptCJ+u1Y1i4UnYWg2Vy8xfwUAmDt+61i+a/7knShpl7CVr368/2ThhqLdbuNIjl9jPvf4hQGzzeNnubidVI0BMwWXaG/qQk6E2dlZQ9Fcn2Qyic0mv36HpZUBswVX2LzU26OHxuRdd1BcF3K6t/OtF3IAYFuYeTGAvwUQDZj2ZQDfpJQa6ElzwBiaSqnvQcfo+MkB00J0StdeqJR6ehxxCDcWXoXXDW+G9lfTRUm+E5TzpQzBdTpCDr/1XSor/OzP/qyhiIaACNWI746T1rJacJO1s4/0HFs8dcdYvos8DxcafN+l+uz1GlcKNwJbW1s4muML0isVNWC2eeIz3Hg07R3YRlKwgPbWeTZerXtWCzkAUIn4NTUQjxznKa30aQSglbjbgv1b4tfmpq6fx+MOOAaUUl8C8FoiWgbwADrlTWl02ns/uP3nw37W2wG8fZ9xvBPAO4noAXTauh8DEKDTYetjSqmr13p/1+ec3s/3CzcWsTo/nYpRZsBMe1DahTsfCwfMFFyhX0ZOYuEUXve61xmKaDhqKoU57KZT+C0xO54Gipf5PkmrDSTH2B1j0z8EYPchlTYG7eUINxLra1dxWhNyLlcG7TWaJzV7qPPEvE3OH9hQVXCImNY5Dbmj8H2//2RLUJl5ALtZOGFJhBzXqa1xQbHR9pCK21l84qyQQ0Rz6JQC7ZAdNNdWlFIX0CldMh3HpwFIobwwVpItnkFQ8Sxu97yDLuQk7H2wFYaj1Wr1ZOTc/eJXAXF7/SAAoEFpAMXnxrGgbC4YYWQEW9xPYbPp4TDvgTBSwtmbgHBXyJlpyaJDAIpXziLh8/PugX/xLYaiuT6Z+aNsnE9EgFLAGH93hDET1JHUOoOmD99sKJjhieUPo1vIkWxZ92lsXdl1fgVQVUlrPUSMCTlE9NEDvD2LTgZJuuvYtTxcBEEwTHvrEtBlOdOI2Z0uCwCe1gZ4NqGAKAI816tSb1yCIMCS1lYS2UNmgtkDLZ9nsMVDi7tsCUOjytxPYTOIYZxNTlPH7wHOfuS58bFEdYzfJrhCdeWpnmNveNP/ZiCS4cgt8s5uvkcIqpuI5+z0sRCGoNy7jJs7eZeBQPZGevEEgN1CiqTcm52nXb7KhJymZ28FgcmMnJehY+i7X6jr/S0Af3fgiARBGAu1ahWH0m10fm07lJEb/AZL8HNcyPE9AM0SkLZfhBL6EwRBT1tJZOx/+A9iM0BX9YC+cym4CWmlBMUxe4ct3vFS4OxvPzc+mlUoXb2I/NJ4Wp4LbtBc56UEazWFl33DqwxFc32yC73m9NWNy5gVIcddSlzIqbQUTt56t6Fghqdw9AzQldiY88R423lq62wYxvMDJprH9W1lQscw+C1KKbEJFwRLeeaRh5CO88Xz1Yb9l594P68KSZt1miAIMK8LOZZ2I+hG76CWki4tU0GswbuPVTDenb/l+16OdsT30M4/9KGxfqdgP+0iL/ErK3t3oAEg1efe3CwOZesoWEpU4ufgxVKE226/3VA0w7N0kseYTyioUMy3XcbTPAh1v0ybMJmRcw77z8hpALgK4LMAflcp9fDIohIEYeTUVnsbn33ty19rIJK9kcjOoRkqJGO7C/+wfBWx+Zuu8S7BZoIgwIJeWuVARk6UKgD13XHOaw6eLDhDIigCXV6eNW+8mYrJbB7PVmI4nd9N79p68jPAq39grN8rWE5lla0IqmMWFA9KJjeDUlMhn9y9lrdKIuS4TOnCo+jOdb5YVrjj1luNxTMsR2+5F/gMP7Z27jEsnbnXTEDCgUm2ecmxnp1vE8aEHOl0JAg3Dk9+4eN4Ydd4vRbhu7/3B43FMyxLhw5ho65wtKvL0dqFJ3Dk1IsMRiUchFar1VtaZfFuy3Ok54CuZLCsH5iLRRgZmXaZCTnNWGHs37ka5XG662QKLn917N8p2I1X32CeEHXf7mYEiUQCKw0u5ISV9Wu8Q7Cd0sXHmJCzWvfwyqNHB863hSM33dlz7MrTD4uQ4yjtdhsZagLYbYARL4zTue5g2F/bIAiC0yil8Nd/8i52bCNIIpez3yNnYWEBW02+6F8/L+16XabdrCGbcK+0yssusHE+FhqKRBglWfCdvyA5flGxmuZ+OMny+QEzhRuFRFBk4zBptw8cEaHU4tfxsLoxYLbgAq31s2xcj8+BHOhC5seT2NIqnatr5/pPFqynUqn0bPYl8iLkCIJwg3L27Fkcm+EXxQtFN7IJiAg1reng1pVnDEUjjAKv0cfjyIHSqpiW2ltIHKRXgGALM5oxZpTp48s1YrxDd7DxImQBfKOTVlxQVA6I25WAL2GimpzHLuNVNKvTGfuzcXbYCuJs3Nq8NGCmYDvlcrnHRzExK0KOIAg3KE899RSO5vhF8eyGO0ZwYZynmNfWLhiKRBgFXpPvPEcKQGr85SwHRU/tnUspIIoMRSOMhLDVk1lFuUNj/9rCmRew8clsC1HohrgujIcscUHRzx8xFMnwVNrcHULViwNmCi6QafN/v/SSO16ElSjBxkHxyoCZgu2USqUeH8XUnL2iogg5giCMlSeeeALHZvilpkJ21993o1I8xZwaW4YiEUZBrMUfFsuBB3j+gNn2kCjwhZXvEVoV2YF2mmqvOatfGP8D49H7XsHGyRjh0sOfGvv3CnailELB55sr8Vl7Fy471DQhBw0RcpxFKczFuJiYP9HrPWMrdS/Lxqq6ZigS4aCUy+We0io/N/5M2f0iQo4gCGPl3LlzPaVVX+NAx6odAi0jJxFWB8wUXMDX2kqWApPNG4cnNde7Q15bv2ggEmFkVFfZMGgrJGfHnwlx6NQd2KjzYysPf3zs3yvYyWOPPYaFNC/VPHaL/UatdcWzIKhVNhSJcFDC8lUktf2UI7d+jZlg9kErxp8T/X4l3IITVIobmEm646M4sidYIjo5qs/aD0opcZYSBAtpNBo4muOa8Qu+4XWGotk7UbIAdFUdpFTNXDDCgYkF/GG/1I4PmGkX2dlDaLUVEv7uA0Zj8xJw0/MMRiUciAoXclarCvnC+E1myfNwviSndJoAACAASURBVJ7CfHp3B7x29qGxf69gJ1/63Kdxh2YAf/jMPYaiGZ4mkmzstyqGIhEOyqXHPgd9EXnqbne6g0YpblIfD0oDZgq209jsUxZncWfTUW5FPgvAlPuigsFW6oIgDCYIWjiW1+pNl06bCWY/pOeYkNNpSyi4SiLkD/sVV4ScXA5rdYUjXX5TreLKNd4hWI8m5FypKOTz+Yl89VZsCcButyrakG58NyrB1uWeY5Rd7DPTLprEhZyYZMs6y+XHuZCzWgMOHbLfp2kHyi4CXXt8qUg2/FwlKPV5rrJYyBlHaRUZegmCYCF+UEU6rv2K5ux1gNehDG/7nPPFFNRlEm0u5FTbiQEz7SIWi2FTa3EalFb7TxacICzyziYr1WhiQk44y41E8y0x57xRofo6G4cRASm7248DQMvLsHGsLYtnV1l7+ktsvBmmBsy0E3+Gm9TntG6Egju0y9y7rhJ6gG9vrsiohRwRVARBYCTbfdKds/Yah+nEZnis+XjbUCTCKEhGfNe2opIDZtrHVovfstsVMVR0mWCTexytTDAjJ7XMS/KOJiSb4UZF9/MoteMA2f84H8a4kJNU9QEzBdupXuYZga3UwoCZdpKcO8bG+Zhs+LmK7j1YsXyzb5QS0xtH+FmCIEwJyTZfILRUDIlEZsBs+9DbPhcS222fPfGKd5FUVGNbDjWHhJxyGAOw265a1aRrlcs88YVP4L4ug88r1ckJOYt3vAQ4947nxktphcrV88gtnZjI9wv2EGsV2bZuqZ2Avdaeu0QJrRFBJFkQrpJo8E0Jr7BsKJL9kVk6CTy6O15IKagoAslzonNsXnoaOLU7DmM5c8EMwciEHKXUH4zqswRBmB7S4LtkNaRht77NSc3xNqy+B6hGEZSxt2ZWGExK1bmQA3dSuDtlYLtCDurSGcNVarUaNs4/CpzefQxbqSik0+mJfP/J+74ewd8oxLvMsy9+8cO4/Rt/cCLfL9hDIiii2ze4qiZzDh6UxeNngOZHnxunIP51rlLwtWyq/LH+Ey1l5vBpNk7GCMX1yygsHTcTkLBvausXmZBDObv9wkYiFRLRTURUJaLa9n/tt7sXBGEiZLQuTw1y4yFxh8xC7424sna+z0zBBTJa+n2D3MkO07OHqLFlKBLhoDzzzDM4nOXlK1cqEWhCJS3pXB5ny7zf7+aTn5nIdwt2kWzzTn41uHGPPn3n89k46Su0m+KT4yKLiRYb+7NuZeTMHru559jWxacMRCIcFL0hRiJ/aMBMOxhVztc9ANIAUgDOKqW+MqLPFQTBcTLE050bXtZQJPvj2Mmb0Qh5Q77HH/q0oWiEg5LWz0eHhJxAS/H1mkVDkQgH5erVqzic449gr/qWN0w0hpWowMbhlYcn+v2CHaQ137C6Z3cpwQ633fuCnmOXn33MQCTCQWi32ziajdix5NJNA2bbSWb2EJrac2J55RlD0QgHoRAP2VhZ3LEKGJ2QsyOdKgBfvN5k6vDyndeIYhAEwUKyWrvupu+WkJPOZLa9SXZ5+qufMxSNcCCiqKd9vGd52mw37ST3T4kF5QEzBdtZX7mE+TTPvvmOH3zzRGOoZ3i2YbIsmYY3IlnwLJZmbGbATLs4dPLWnmOXnn7EQCTCQdhaW8Fihi9Hs0duMRTN/iDPw2aT/x1qkrntHEopFJJckEPabsewUQk53XLV5SHmJwB8GMCHAPzTiGIQBMFCZnyeMtuy3DisH3rWRlBaMRSJcBBUswhfq1y5+d4XmglmH6gU3xlKRlJG4CrV1Wd7ji2eunOiMdDSHfz7IebZNyI5LUsxiE/GcPugUDyNptZEcuXsE2aCEfZN6eKjPcfyy5O9Fo6CUhhn49bWMMthwSZarRYWtA0WytwYQk53QdmRPbyPIC3LBWGq0YWcIObGQ2I3deKGuLGWZEK4SOnK2Z5jd73g6wxEsj/8HG/JmoZ0aXGV+voFNg4VAanZicaQP8NLU5YzLUSBGMbeaPTcoxOTPQ8PQj3ii+eNS08bikTYL7Ur3Eum0lJIFZYMRbN/Koo/J7Zlw885ms1mT6as7VnboxJyuusMXknkmJupIAhjYyYWsHGQcE/IaWoZOfFQhBwXKV7hNeuNUOHoiTOGotk78fxhNs55AaDUgNmCzYTabm0lSgITblV7/HmvYOO4T1h5VPy/bjQK2j26nbJ7B7qbprbJ0iheNRSJsF+aa8+y8UrNByZk+j5KdP9HVVs3FImwXxqNBhYy/NzzbwQhRyn1CQBPbg8PAfiFUXyuIAjuU4jz3OcwURgw015aMX6DlpIWN6msnmPjjTqQybrj2ZSc5UJOzFNAU0RFF2luXWLjhj/5ktOjN92J1SoXAlcf/vjE4xAMEtSRiXGjWWV5KUE3LY/vG/viG+YcV5/i1qrrQcJQJAdDL0n0paukc/TLyInN2N21Knb9KUPzFgB/hY449NNEdCeADwDot+JhuZBE9HMH/XKllIhHgmAhswku5ERJd9K2dwjjeaDLyD6ltbAW3KCxwRfPxSCGY4Zi2Q+ZhWXgIj/21Fc+i5vvf5WZgIR9oyqrbBwlJ98Zg4hwvpHGoexuiV713HX7VQjTRHWt5xBl3SlrCfxMp83KNn5QHTxZsA6lFC488iBwV9ex3F4cOuwh0robJSVz2zla1SIycS7kxC1vPz4yIUcp9fdE9FMAfhOdy+prt1/XgwD8/AhCECFHEGxDKcwm+G6ffrNzgShZYEKO3lJdcINW8QobVyO3dv5mFo4iaCvEuxybf+R7vx1/+6UrSKelotklYo1NNva0srlJseUfArCbqeZtPDl4sjB91LiQE7QVZpaWB0y2j3YsC3RVhsXbki3rEsViETOqjO79/eN3utOAoBsvuwR06YgpJeeia4Tl3tLMxKzdwuJIC7KVUr8F4FsArGLXyHjchY7uFVIKwo1Co4iYdpXRO++4gNJMSLNea8BMwWbaFX6TbnhuiR/zCwvYqPNSmERUxR/90R8ZikjYD/V6HTM+NxVOzJnJDQtnb2LjfOvKgJnCNKIbsq7VFA4fOWoomr3TTvCSxKSSTRaXKJfLOD7Dl3ELN91rKJqD4WtivH6NF+xHf0aMlAJNuAnBXhm5s55S6gMAbgXwYwD+EcB5ABG4sKOLL/qf7eUlCIKt9DN7yyz0HrMdzTNgJhYOmCjYTLui7T470mZ3h7m5uR4hZz5NePpp6dTiErVaDYeyWvp2wYyQk1rmi6ZjiaoYaN9AlFe4AfzVmsKRI3bvQHejkvwanoQsnl2iUqngeJ4vRROLp80Ec0BS88fZuBCX50TXiKp8zbLVwMSbEOyVsUSnlKoopX5XKfVqpdQppVRcKeXtvABk+PTdP9vnyx/H30MQhANS2+DDQCGWnjEUzP7xs9y1vhCPBswUbEZV+fkYm3HHCwIA5ufn+wo58Xh8wDsEG2k0GljK8McvU6VVi3e8lI1nkwq19fNGYhEmT3X1LBtfrSksLLiz2UIp3jwhTcGAmYKNVMolHNMycvyCO6V93WSXTrLxbFJBteV8dAptzbLZtD9fxJTMpLT/CoIwjdT5RXGtppBIuOVLAvQu+AtJBUQi5rhGLCixcXreJatjIJ1OY12EHOdpNBo9GTmxvJksiNPP+3o0Qn5OXfrih43EIkye9fOPs3EpTML33dkb9bVs2awvWRAu0dpaQcLXFst5d0r7uskfPcPGHhFKK2cHzBasRFuzFFv2XwtN5wvZL3UJgrBvzj/2EBuv15STi87kHF9keQS0+piiCXaTAfdPyB06ZSiS/VNs8dv2QpoQi42yAaUwbur1eo+QY8ojJzuTx7Ml/rC69eRnjMQiTJ7VZ77Kxp5jWYp+jgs5uXh7wEzBRoLipd6DmcXeYw4wd+xMz7GtS1L27BLUKLJxMRAhZxAtAK/cfknfVEGYUp76Ml8QrNUUjh51b7dl+db7eo6dffShPjMFWwmCAHMpnnmQWzphKJr9ows5kpHjHq3KJrIJLuSYbPm8GvHylODKI4YiESZNQmuRfPjM3YYi2R+JGb7ozyeAMJSsHFeINLPtYssDYu5lbQNAZmYWxSZ/xqisSkaOS/hNLuSUQ/s3yYwIOarDR3ZeJmIQBGECaGbHa44ZKe4wu3QUDe3ZUIQctyiVSlhI88VzylAWxEHYavZm5IiQ4xbt8mrvway5XehqhntSpCrnBswUpo281lknOXd8wEw7iee5ADqbIlSr1QGzBeuo8QYEmy37F87XYrPJMzjq4jfmFLEWL7+vhPY/W5kurRIEYYrxtYvi0Zvd2u3rptLmF/S1c48PmCnYSGlzHTNJLuSkF9wzVSyF/EFxPk1Q0mXIKSJNyGm1ASTNdVDzDt3OxovYNBSJMGnyMV6K5M8cMhTJ/kgVuJCTT3YMdAU3IG2zr9R2Mxtnh7K28A+2rhiKRNgPkXY+1ihtKJLhESFHEISxkWxX2LidLAyYaT91SrGx3qZQsJvqWu/OWGbBrd1nACgFfMdyIUMIAumM4RQ17q+13iCAzFkGFs7cz8bH0i2ooDFgtjBNzCa5aX8875aQkyzweD0iNEtrA2YLthFrcnPZSpQaMNMNquAL/77Zl4K1BCX+75U/dHLATHsQIUcQhLGRVnU2Vun5ATPtp0EZNqbGlqFIhP3Q2Og1VaT0nIFIDoaeGTafJrRaLUPRCPuBtBanW4bLCY7d9w1s7HuEtcfF8HjaaTXqmNXWzak5tzzskvleb6mWCDnOkNA6SVYpayiS0dDwtfhrci66RCLkm89Hz9xlKJLhESFHEISxkfV4/T0Z9IE4KEEsx8Z+qzhgpmAjrSJPcS42CfDdq8fXzfc6Qk5zwGzBRvyGJuQEZs/D5TN34GKZl+etfPVjhqIRJkVl7SI8LRMss+iWATwl84i00tKgItmyrpAMuZDT8HMDZrpBmOBZ55ef+oqUPjtEXut6Vzh6k6FIhkeEHEEQxkY+xks+Yo6lbXfTTnAPi0RbDBVdQk+ZLTnQVrIf1Yh7CMQ8ArUqA2YLNqKLwKZ9ITzPw4UGLwmonfuioWiESfE//vCdPcec6+TneSi3uBjVlrJnZ0i1edc05Wjr8R28nObZ5Af4zGcku9EF2mHY09k07UD5vQg5giCMhyjCbILX3ydn3Urb7iZKzrJxMqoZikTYD6rCU5zLbfu7EfTjvgde0XMsHoiQ4xKxFl+81FTSUCS7bPlcZKeNJw1FIkyKf/zL97FxLVDIFBYMRbN/Sj1Cjph1u0IWvPzez7vX1bSbu+5/ORsvZgjPPPOMoWiEvVBcu4SEz68lM0vikSMIwo1Ks4iYdoVxsUvQDl6W+/tkScpZXMJrck+jqgWL5/3wb3/259Bq812jeFgeMFuwkce/+Gk2rltwLoazPIU831oxFIkwKfSukus1BTJour1fygF/0FB18a9zhUKM+7ulHH5GBIAjN3FPlcUMoVyW+7MLlFfO9hzLHzk9+UD2iAg5giCMhWaftotZB9TtQfg5nvKb86VTkEvEtEVLTbnZHeP48nJPi1Mp83MHpRTmtFOvEplvuZtavo+NjyWqgHg7TDW3n+D3NFfF7Vpb85hqiH+dE4Qt5BP8GpM9dMpQMCNC84FcyoqQ4wqVq7yzadBWSBd6zdRtQ4QcQRDGQmWVq9u1QKGw6G7abKLAYy9oZWOC3cTbvPyoDjeFHKDXeDslZX7OUKvVMJfmWQ/p+WOGotll6c6XsPFMQqG5fs5QNMIk0JsRzB49YyiSg1GLuLBNTVk4u0Cr1LvZN3vsZgORjJAML03MxAn10saAyYJN1NcvsvFWk0Ce/TKJ/REKguAktbULbLxWUygUCgNm209Sa8s6lwIajYahaIS9ktSyVhqeu21OG8SNaVOaz4BgL+vr65jXhJzXf9f3G4pml9P3fR2qLb47funLHzEUjTAJMuBCTjuZHzDTbuqKCzleIEKOC2xefLrn2MJx14Wc+Z5DUeWqgUCEvaJXEZRCN7qaipAjCMJYaG5dZuONBiGRMF9CsF8ymnv9bAoobspOiyvo5tR6VotLNLwMG6eVCDmusLa21iPkzFrQ4jRfmMXTJd7JbetJ6bYyzeR87k8SpeYMRXIwGuAlYZ6YvztB8Qo3Ad5qKCwsHTYUzYhIzaKt+PWd6tJFzQXCMu9sqncItRURcgRBGAtBUVO3AzfU7UHkDnF/H48IJa2mVrCTVquFUGs/HsRnDEVzcJqakJMR421n2Lh6BbmE9qCf7t3FNcFqxDMmw8sPG4pEmAT5WMgPpN0UclrEy2TjoZSaukDlKs/a3mp68BwoZbkmRKhpZduxhphvu4Cq8Y3ZOtIDZtqF478xgiDYSBiG+OQ//CU7ZoOh50FIFnp3impaTa1gJx/4wAewkNFa1CbcLCMAgKbPy8Kkg5o7lFf7iL+WLKDrGd4xJlURoXpaUUqhkGizY55m1OoKLY8vuOLiGeYE9Q3+/FTRvI5cRd9o8bRGC4KdUH2TjVu+G+X3IuQIgjByfumXfqmnLthlTxIAQDyNmtaoqrFxuf9cwSre9a7fx4JWzhKlZg1Fc3ACn5eFZb3WgJmCbdQ3LvUeTNtxLnqH7mDjRdocMFNwnSAIerqneTn7O7T0I4zxZ4tEJKWmLhAUV9i44XADgm5CXxNyQukq6QKxgAtuoSObfSLkCIIwcn7+53++Z+GcXlgeMNsdSgG/ZLaKvV0XBPtYnEki7vPzUTnqBwH0loVl/WDATME29PTtWtsHfDt2ovNn7mfjo+kAqiWLkGmkWq323KPjfbJOXYA0ITQRSRMCF2hpQk4Qd2PhfD3acb7REpNSPydIaA0xlCWZstfDKiGHOtxKRN9GRG8morcREfWZlyKiU0T0ABG52wZHEKaYRa2UZX75FkORjI5yyBdcgea7ItjJYtbvOdby3TU71svCZkTIcQZqcr+EatsOEQcAjt/39T3HNp980EAkwripVqs95abJ2SOGojkYsRxv+ZwiyVB0gbDMs7b9nJulfToqwZ8t4iIsOkEa/N/Jyy4MmGkXVgg5RPQyIvp9AKsAHgXwpwB+G8AvA+j3lPMOAE8D+CSA90wqTkEQhkcXco7dcq+hSEZHTfHuGPruumAnixktk6qtUKyHA2bbT2r+GBvP6KalgrX4Ld4auars8Q47efMdOFvkLchXHv6EoWiEcVIvbSAT14ScuaOGojkYiTwXALK+XA9dwG8W2Vi/r7kKpXh+QVKJh50L6CXqsRk3Sk2NCjlEdBMRfQjARwD8EIAFANT1GsS/BXBle843E9E3jDtWQRD2hp62fezmewxFMjqaxE0VSboROIFu6rleU6jW3E13Lhw5zceJCFFbFi8uENdaI9vkC+H7Ps7X+TWudu4hQ9EI46S51evvlsi7WVqVmuVxJzwFBJIFYTNhGCKpmVLntc6gruKluZCT8iRj1gUKcf4MlZx1Q9g2JuQQ0UsBfA7Ay9ERZBSA9wN40/Xeq5QqoZOVs8OPjiNGQRD2BwE9adu+I+r2tWhppoqetqMk2Ek85Ivn9brC8rK7nk0Lx29mY98jbFx61kwwwp6Ia3X4DbKrxelWjF+nvY2nDEUijBO9LLgdAXDUAD4732fB1ZB7s81cuHAB89qlbxrK7wHAz3JvlVysjTCUjRabUVEbhQTPRk0vHDcUzd4wIuQQ0SyA/w/ALDprvicA3K+U+g6l1LuG/JjfRUf8AYBvHn2UgiDsl3tuPYGYpyXVZdyoN70WoWYyqwsEgp0ktCyI9ZrC937v9xqK5uAsnryt59ja+ccNRCLslWTEhRzbWpy2586wcb4lhu7TSLvMhZxiC4BnhdvCnskt9CnJESHHai5fvox5LWt7ZkoychIz/Fk3nyRUKvKsaDP1rRX42polt+jGZp+pq/abACyjI8RcBPBypdSe8neVUmsAvoSOEDRPRO4bcAjClJDvZ76anp98ICNGaTuWiba75Tk3Eglt8ZycPYJs1q4F9F6Ip/NoaBt8xSvPmAlG2BMpxUs+AsuEnNTyfWx8NFEFoshQNMK4aFfW2Hir1WsI7woLh4+hFvDd9NLaBUPRCMNw5cqVnvJ7moLNPgBI5HlWYyFJKJfLA2YLNlC83Pv8lD9yk4FI9o4pIee7u37+BaXUysCZ1+YrXT8/7wDxCIIwQmZiXMhpewkgkTEUzeigDBejdJd7wU5SWi1+xpGU2YEQodjSDJyL0kHNBdLEjS/1LD/TLN3xUjbOxIDW+rNmghHGBmlG/aUgZiiSg7O8vIxiQzPpPisZijZz9fJ5pDWzbTjS7vl6JDUhJ5+ECDmWU9WE30aoUFhwwzPMlJDTXQj5Vwf4nO4tBTf7JgrCFKKbhgXxwoCZbhGb0btjiImdC2RIy4LQ2ne7SKXNF16B1spVsBO9M0aUtOvaeOa+l6DU5IviK1/5qKFohHGhG/VXon4NYt0gkUigql0P1y9KhqLNlFee7T04JUKOr5kdF1KEUqlkKBphGOobF9l4o0HwY26I2xMXcoiIAHRvax/k6bP7/7L0dxMESyjEeZegtmWLlf0SnznExvlYe8BMwSZyHr89REk3TT27qaskG0eVdUORCHshp4m/Ucqua+Ps3Bye2uKPhltPPWgoGmFceE0u5NSi5ICZbtDyePe30up5Q5EIw1C52qf0zbJr4b5J8Y2ivJRWWU+obYTpGc82M/FIlVIKQLfr04kDfNwDXT/LVVsQLGFWa/fcTkzHDTrWU/usAKUGzBZsYUZbPKsp2PlrkNa2ur7Vf6JgFTO6+GvhubgScaEzvPKIoUiEcRHTDODrlnVP2ytNLX5qSgaEzYRVXtrXUAnAc9eniZHkQk4qRqgWNwZMFmxA3wgrh25k4wDmSqu+0PXzvlqHENFLANy/PQwASO6vIFjCXJKbY0aOtjXVSeR5Rk7MA9CUnRbbyWsZYrrXkYsEsRwbU1O6tFhPFCEf59dGz0Ihp57hHlLpyjlDkQjj4uITX2Ljhue2h11DJdg4Lo0IrCberrNxU9+YcJlkb+l2oySlzzZD9U02rjqUoWhKyHnf9n8JwNuIqLeX6jUgomMA/mh7qAD8jVJK5E5BsIB2u42FDDexi1L2LVb2Q3LuaM+xVklMZm2nkNAWz9nFATPdoa2Z5MZCERStp1mCrz11+TP2nYv+4TvZeBGbA2YKLtJsNjGrbbZc3KgPmO0GDfCFVyJy++8z7SQV//fRS+OcJtlrYB+UpfTZZvRS0zpEyLkevwfgLDoizAyADxLRUF2niOgeAP8AYKcvWAvAvx9HkIIg7J0gCLCotZVUU9JWMlNYQhjxUqrG5mVD0QhD0Q5R0O7J/sxS/7kOoTQ/gYTsQFuPqvcKItnFg1SXj4f8zfez8VIqlMzDKWJlZaWn9XNytneTwiWapAk5SjpK2oz+7xP4bmeEMeJphIr/foUVyTWwmVjASzHr5M75aETIUUrV0SmpqqIj5pwA8Bki+i0iuk+fDgBE9Hwi+r8BfA7A7dvHFYC3KaWkz6AgWEIQBD0ZOZR2v5QFAHIzM9iocyGnuXXFUDTCMKh67wNUXCuRcxG921GaWgNmCrZQ27jExq22wvzhZUPRDGb53q9HWxOst576rKFohFFTLpd77tH3vOjlhqIZDXppTlKEHKtJg9+vwmkScohQj7jHSliVrEabiYdVNm75WUOR7B1jtsxKqU8BeD2AOjqCTBzAj6Pjn9P9BPEpIlpBR8B5y/Y82n79nFLqHZOMWxCEaxOGIRa1h0RkpyMjJ5vN9gg5reKKoWiEYQj6/PskCkcMRDJiNN+pnCdCju2UVs6y8UZdYWHRvtKq07fcjqe3+HVu9eFPGIpGGDXlUhFzKX6Pfuk3vt5QNKOh5XGz4yTkemgzKW3jIYy7s3AeBt2zSTWkGYHNpCIu5ITxXp8jWzHaX0sp9VEALwTwoe1DOwINsCvmPB/AkvZnVwC8Tin1nycUqiAIQxIEQY+Q4+XcL2UBgHg8js2GljJbXjMUjTAMeulbqamQmXG/ixpluO9UTu+GJFhHbf0iG281gJmZXj8F08RiMVxs8IVx7fwXDUUjjJr65hX4Hr+PxWfczlLUMzri7eqAmYINZDzeSTKK5wbMdJOWbt4spalWo5emt5PuPCMab5SulHpEKfWNAL4TwD8BaGNXtOkWbwDgUQBvBXCLUupvJh2rIAjXJ2g1Ma/V3/tTIuQAQCngl812VYQcmwmKvPRtvaaQzbq/++dpWW6FhAg5ttPY5OdiJYyBiAbMNstWjC/svY0nDUUijJpWsU85sOOd/IIYF3JiQRUbG+JLYitZP2TjKOFOBsQwBD4XcrxWxVAkwvWIoghpcPNt5VCnXeNCzg5KqT/bFnQWAbwWwE8A+I/oCDf/K4BTSqm7lFK/qZQSV0dBsJR2dRMxbbdvGsxld6i242z87CNfMBSJMAyVq+fZeL2ukMm4X48f036n0jEAYdNMMMJQBFqHu6qWfm8T4ewZNi60pIR0Wgi187AeEhBPD5jtBqHmaTGbIrzjHeK8YCtZLYNU9WnZ7TLtGD8f/VCWrbbyiY99FLNaqWluyb4mBIOwRsjZQSlVVEr9nVLqt5RSv7Qt3LxPKXX++u8WBME0UeVqz7GpEnIU745RXjlnKBJhGD745+9l4/WaQjweHzDbHRL5Pr9TdanDt5l2hbegbVrcGSO9fC8bH0lUgUiyvqaBSMsiLYWxATPdIYzzEsWZJOEv/uxPDUUjXI8ZvRQ4NV1CjkrwUrG4dJW0lo//w1/2HHvV67/LQCT7w5iQQ0Ru53EKgtAXpT0kVlsK8Yw79abXo9Til82cHwyYKdjA1fO8qeF6XVlbzrIXkrO9hs1Rbb3PTMEatPbjQczeEr+lu76OjZM+EK4/YygaYZRQjZccVSJ7M8OGpd2nNGcmLsKjrczEuZm6l54bMNNN9AyjuJJsWVtZP99bNrxw/GYDkewPkxk5l4jofUT0eiKyLjNIEIT9obSHxPW6gudNz6+43t0jbj3q5wAAIABJREFUFwsHzBRsYEHza1rXuo65SiaXR7nJ/y7NLSl/sRm/xQ0vVcpegfvme16E9VrEjq189WOGohFGCWkddGoqNWCmO0R9SnPyIuRYS54nNoMy7niSDIOnZRilIEKOrSTa3L+ohTgQSw6YbR8mV1cJAN8B4M8BXCSiXyWiuwzGIwjCCKA6zwpYrw+Y6Ci+ZjLbkyIsWIUu5Ojt410lm81is6EJOX1arQv2ENMeGGHxLvTC4iKeLPrs2NaTDxqKRhglsVaJjRuevSV+w+In0qi2+PVQ7s120m63Matph37G3mvhfvC0v0/akw0/W0lqHe7q5JZfmA3b5ATgMIB/B+DLRPRpInozEU2XPCsINwiklQ9sNNwvY+lGb/s8m4wGzBRs4EiBlw3c+6KXG4pktGSz2R5RSjfTFewirRpsHMstGopkOK5GPGOovfKIoUiEUZJo88ywlu9+6+dEItFzPSwk5N5sI81qEakYfy6M5RYGzHaTWI67h2T8NpSajk2kaSOl+G5z07O35LkfJoWcnwDw2a7xTqvx+wH8NjqlV+8hom+iaTA0EIQbBK/J07Y3mzboxaNDb/s8m5Sbs83Mag/z9z7wCjOBjJh0Ot2TkbN+8WlD0QjDkPFabBwvHBow0w5qmWU2TlWk58Q0kIq48Wo4Ba2f4/F4j5AjpVV20iqt9RyLT5mQk9D+PoUkUK9PWXr6lJAG32Bp+SLkDMV2V6oHANwJ4FcA7Dwh7Ag6KXTajv81gHNE9J+J6DYjwU4IG7yCbIhBcBtfE3KKrek6pXxtFz0TJ6hAbtA2EkUR5lL84T6et3vxPCye5yFK8IyJZx7+vKFohGHQSz1yi3a3OPUP38HGi7Q5YKbgEmnw+1U76X4CfBRFvUKOZORYSVDpI+TM2J2duFdSs/w5I58klMvlAbMFk2SI+xfpHfBsx/gKSyn1mFLqPyilTgF4FYB3Adgp4N0RdY4D+BkAjxDRx4noTUTk1v/pPhDRq4noD4noLBE1AQREtEJEHyCiN0xCVCGiDBG9lYg+RERrAEIiahLRY0T0/xDRvdf9kOG/61uIqEhErxjVZwr2EWsW2Xir5Q+Y6Sbx/OGeY61Sb8t1wTz1Wq3HIyfRp9uTq8wePc3GUlplL41qCTmtOdD88TNmghmS/JkXsvF8IuzpvCW4R07LDLPZq2lYwjDsEXL0bEzBDoIy91GsBwrJrPtZYd2ktGzLQkqEHFvJ+fx66FqGonEhpxul1IeVUm9CxzPnu9ExQt75P7wj6rwEwDsBXCaidxPRq4wEewCIKEdE7wfw9wB+AMBJdMyfPQCHALwOwH8H8Aki6l01ji6OlwB4DMBvAHgFgAV0/h8nANwG4M0AvkBE/+mA33OKiH4HwPsBuPUbIuyZWMCNFItBzFAk4yFZWOo51ty6YiAS4XpUtq4iqdXip+aOGYpm9HgZXoef1DxYBHtYefaxnmOHTtqdZHzivpchaPPFcfnZLxiKRhgVM1qnRS/rfjZEGIbYaEhGjgu0q7yzabGpkEq53zmtm8QML63KJ4FSsThgtmCSGT9g4yhpbzfJflgl5OyglGoqpf5UKfXt6Ig6bwLwQQAhdgWdDIDvB/BBInrGWLB7hIgSAP4OwLcOMf3FAP6RiEZ+lyWiB9D5f7p8nak+gJ8jol8Z8nNntoWbFxPRTxPRXwB4EsCPo/PvJkw5cU3IKbfjhiIZD6lMDsWGmMy6QGPjYs+x9MJxA5GMB5XiJRFpaXFqLVfPP9FzLH/4pIFIhufMLbfhyU1+rVt9+BOGohFGglIoaN4xsRn3y03DMMRmj0eOCDk2EtV4Vt9mA4jFpmvDj7T24x4RalvynGgjupeW/lxlO1YKOd0opYpKqXcppb4JwBEA/xrABwDUsCvq2P00xPlVAC/tGn8cwGvQyVTJAXgAwB93/fndAP5klAEQUQHAewHsODq1AfxfAO4CkEQnK+h70MnW2eHfE9G/us7nvgKdsrhnAfwzgF8D8C8BTNcVWrgmXoN75DSnoCNGN+l0uieFOxQhx0qam5fZOIwUUvnejCpX0Tuo6SnCgj3UN/i5WA0AiiUNRTMciUQCF+q8FWv93EOGohFGQquKlPZEFp+CctN+pVVidmwnupBTmsb9h2Rv8UGjKM+JNlJIaNeJ9Hz/iZZivZDTjVJqQyn1ewDejk45kFO/FUR0Dzrdunb4IIBXKqU+qJQqK6WqSqnPKKV+AJ2/4w6vJKJvGWEo/weAU13jH1FKvU0p9YhSqqWUuqqUeh+AFwL4cte8XyIi/lQ3HNN4mRb6EUU9Roq3Pu8BQ8GMh1Qq1Svk9DHvE8zTKq6w8WaDQJ5Tt71rorevzsVk4WIrbe0aUQ7c8A4rxnm2hrf5lKFIhFGgaus9x5JzRw1EMlpuv/32nvuyXkImWIK22VcOpuee/BzJXhvXZp9uXYJ5ZhP8ukEZtzqoOfPbQ0QvJaJfI6JnATwI4D8AcG1r9T9i9//5FoB/pZQadKf5RQCPdo0P5FOzAxHNAXhL16H3KqXe3W+uUqoM4N90HToO4Meu8xUKnb/b5wH8F3T8fn7imu8QpodmEb5WQHfr815sJpYx4fs+NjVpUtU2+k8WjKJn5GxNWQe1mJZdVJBSAmtRmklwue1Gomo4yw2Z8y2n9s8EDV3cDtoK2Tn3M3Je85rX9Ag5BfHIsRJV50JOJXTjWrgn/Djqbf4wHFR6RVTBLEopzGvpCV5OhJyRQURfS0S/TkQXAHwMwFvRKaOirtcagN80F+VwENE8gG/vOvRupdRAh1SlVIROGdYOzyeiW0cQyvcB6D5tf3XQxO04/hnAR7oOfc81pn8EgK+UmlNKvUAp9eNKqb8GIHfTG4U+gsY0mcvuoLdUFyHHTmrrF9i4GtldyrJXkgXuhT+XBsIgGDBbMIom5NSixICJdpE+cR8bH05UgbacY65S13zDNuoKM3n3e1B4noef/YX/kx2bTaoBswWTtKv8Wtig6bov71DTxPqwKh3/bCNsVJFLcMHNn3ErR8Q6IYeIjhHR24joq+hk3vwkgGPYFW6AjunxXwL4TgDHlFI/ZSTYvfFqdLpB7fAHQ7znPeBlSd85gjhe3/Xzl5VSw7SgeFfXzy8hor55uGqbA0UnuI2Wtl1tKczMu2+kqFMJuYFzIO3HrSQo8d3npp8dMNNNUpq3RcInVLbkXLQRr8VN4OvKjcXL0h0vZeO4B7TXpLzKVfQsxfW6wsxMbxmIiyyeuIWN51JAqymd/KxDK60KvP04NthPQ/HnRD0TSTBPv46zccfM360QcogoTUTfT0R/B+AsgF8GcCd6uxx9FcD/DmBZKfWtSqk/u0Zpkm18XdfPJQDXdQxUSrUAdAstLx00d59xfGTgLM6nun7eaQEvCD2EJX5RXKsp5Kdgt08nPsO9SUorz5oJRLgmkeZL0k5M17mY6dOBq7be26lLME+sVWbjhiOLl5vveQFWKjypdu3RfzYUjXBQgqJ+jwYymYyhaEZLIs8zFH2PUN1cGTBbMIXX5NfCMD5dDTF2aICL9VG9NGCmYIp+Qk6iIELO0BDRq4joXQBWALwbwDei0+66my0AvwPgRUqpe5VSv6aUcrFI+/aunz+3XTo1DA92/fz8gwSwnUnTvfXy4KC5Go+jIz6NJA5hemlopSyr1ekUchaW+c6fbmQq2IHXKPIDGbe6EVyP3OIxRFoSZEPbcRfsIN6usnHLc2PxfOjQITy5xR8VN5/8jKFohIOi36uKgQ8ifc/UTVLzvcnizc2BDgaCIWJhhY3VlG2w7BB4KTYmTcwXzLNxkWeXbjUU8rNuPScac5giorMAlneG2h9H6HR0+m8A3r+dmeI63f42z+zhfZe6fj5BRHml1H5lXd1jZ6g4lFKKiC6j0yIdAO7Z5/cLU05r6xIbr1Yj3FkoGIpmfGSXloGuKrKUksZsNpJo8wfGuLZj6zqxeAKbjY43zg5hWURFG0lENTYO426UsxARVtUsOntqHdorj5gLSDgQqsrLnyvt+ICZ7pEpLCFoK8S7Oi40iyLk2EYiqrMte8rMmQtmjIQ+F+u9oDpgpmCKK888zBbGxcDHbCo1cL6NmMzIOdHn2GMAfhbASaXU/6KU+pNpEHGIKI6OSfMOe9ky1bOPDtIn8hZtvN843O9VKYyFUE/brgPZ7HT5kgBAQjOZzfli/mkjaXB/hNQUtNnV2dI0xHZVOmPYSErxc7HtiJADAPXMMhunKucNRSIcFKpzY/5pMoBPJJPYqPNjQcnFBP7pJgV+0/KmVMiJ4vzZNxbWBswUTKFn5DTIjZLnbkz3fCN0SnbeC+C/bXdImkaWwEvGKoMm9kG3OT+KjuC1H/Qek/uNw4rVEBEtX2eK+z01HaNd5NpgMYhPTdp2N+n5Y8DTu+N8om0uGKEvYRgiHwvRvV+RWzo5+A2O0umgtlteparSQc1GMsQXLyo1ayiSveMfvgMIv/LceIk2AaWAKby2Tzt+i5eb1h1cuAyCiLDVBA53Wa60y2L+bhsZj2986Z6D04JKzABdwmJC1QdPFowQVa4CXdcLVzJluzEp5PwjOt2Q/qdSatpt5fWUhL3UYegZSQeRrkcVhy3yuWwLWkZl9SzL8wtTbtWaDktWM5mdSxFajToSqel5KHad1dVVLGT4QrNw9CZD0YyPSuij08ixg2pIZwwbyWqLF0q7I+QUbr4feOx/PDfOx9udDoXZ6VyATTNR+SrQVU01bZ38ioGPjjtDh+r6pcGThckTNJD0ua9bana6Sp6fI5VnQk5SSvCtI6F51zU9966HxkqrlFKvVkq95wYQcQCm9wHofuq+PrqQc5DivVHF4VYBoTAxqMb9OZZvm05f7PzhUz3HNq88O/lAhIGsXLmEWe1KNTuFQk455B4XJEKOfSiFmRi/3bpU5rd8z0vRCPniq3buuo03BQvRzY6DmHs70NditcQfmf/2z/67oUiEvjR7LT5Ts9OZPO9pYn2KpATfNlKad10r5l4HNSvaj98A6BKf6jurP3rNxkEKmkcVR4LsqJc5cZ3XC82FdmOS9/iOw+EzdxuKZLz0EwRKK+cMRCIMor5xGZ52mfKmMIOgGnEhx+vzoCwYJqghofXjzC5erzLYHm659XY8sc4bba4+8klD0Qj7JYqinizFaevkt1Hn56m+4y4YRu8kiU73xWnEz/LihbS3l71zYRLoPopSWiUMQm81rrdYvxa6cDNs2/JxxqGUUnsRgcaCUurCtf7cDq3pxkFFEeaSbXQ3ocsfu9lcQGMklp5BPQTSXVfQ6lWp9LOJsJ/J5ZQtWgCgrvgtwpcWp9bRrq733Gzzh93xa0qlUjjfSOPersTc+vkvGoxI2A+lzTXMJvlz0Wu+7Q2GohkPNZVC96PufFqeA20iqm2wDIJqS2F24ZCxeMZJPMefN3KxgyzfhHGge9e1E+512R1pRg4Rvbz7NcrPdhzdqnwv/R4T2vggpWijiuNGKIcT9sjWlbOs7ScALJ26y1A046fY4n/X+sZFQ5EI/QjLXMipBgTEpqdDyw514vVj8XAvHvbCJCivcpE3UgpzR3rLM22mGOOLLW/jSUORCPul3Cdr9Pbnv8RAJOPjvgf40mM+TWi1nG9+OzXUNnhDjK2GwuysO35heyGZX2LjmYRCGEpWjk3oHWddakKww6hLqz4M4EPbr3+61kQiao/wZftvhi6gZPbwXt099SD960YVh/TQE3pYfearPccOn5leIUf3JmltXRkwUzBBpHlBlIK9JCC6Q1PrOhOXUgLrKK3yBXSxASwsubULHc7x7MpCIG2dXaO23ps16lKJ3zDcff/L2Hg+TSiVpNzUFppFft3YaijMzLhXzjIMqQK/xhdShHJZMmZtQveuIweztsflkUPorq8YPKd77kFfNqPfRfJ7eK9u6nCQp6dRxSFPcEIP6+cfY+NyC4inp/MGDeykcO/SrkibU5tQNd6Gu9zeSwKiOwQxbn1WW5fMMNvQ/bO2mp1yJZfInLiPjZfiNSCULiwuUdc6OG01APKn67qY1Ixz51KEYrHXl0UwQ1TbZOOthnLuWjgsmTnejSsTJ5SLGwNmCxNHKcwmuA0tZRcMBbN/TJsd2y7AjIoV8HKkvWyB6GfVQXopntXG+41D+jkKPVSuPMPGW8F0PSDqNDye0KYLB4JZvAZ/YKyq6SurAoAnzvPMo/m07PrZRmmF33qrkV4xbT9Ld7yUjX0CojUpr3KJVlEra2mZXgKMnmSBL54lI8cuIu05aauhkExO571ZF3IAoLaxYiASoS9BHUktUdvPLfWfazGjNjs+h+E7If2nEX+3tSilFBE9A+DO7UN7cYDtdkRsAjhI/cZT2nioOIgoDqC7V+qzB4hBmFLq6+eZfXZ1T5V77tFp27r76+g3pe2zTfitEjsf6z1VqtPBM1e4YDWbIpxfuzq16eouUtvgex8tz71r4y13Px8X/ibCcn538b/++KewdGQ6OxNOI2GJZ41OY5aiXhoxnyY8IRk51qDq/N+i1CJ43vQJikBv+3EAqG1KCb411Hs3X+MFt0qegRELOUqp03uYe8MIOds8jl0h514iSiilhnFge0HXz19SSh3ED+gJbXz/kO+7G7xr1ecPEIMwpUTlFaDrvhXE91K55x6RZooWD8Rk1ibiYZkJOU0HF8/D8Prv/gEg+C/PjX2PUN1cAW46YzAqoZuguALkdsftpHvXxqNHj+Ijm4TlrtCLTz6IpZe/yVxQwp5QVZ69V5vGLMW01vI5TihvStmzNWjtx8vhdHrXAQASWbQjwO/SqZolORdtIaqus7KkdqR6DKpdYDplUDv5eNfPSXCBpi9ElEJHRNnhcwcJQCm1CaDbkfalg+Zq6LEeKA5hOkmGPH05TM4NmDkdUIZXPaaUmMzaRFIz/W3FpjND5dve8MaeYw2tM4hgmAbP1qO0e9dGIsKq4uJ1uPKIoWiE/aCXm9ZpCsXtPr9bTWlEYA1ekz8nVqZZyCFCJeQOIq3SuqFgBJ0HP/r3bLzZUMjm3HtOFCFncvy9Nn7DEO/5bvCsqb8ecRy3EdHXDPGe7+v6eRXAZ0cQhzBlZFFn4yBRMBTJZPBnuA95hsT40yZSijfXCxPuZUEMw/KZ2xFGvKK5WZQ6fJtIRvza6GKLUwCoZ0+wcbra2wVJsBe/xRfRTT83YKbDpHqfO5RmsCuYw9POweoUlvd1U9WEqqAqXoq28OSXP8PGG3XC6dOnzQRzAETImRxfBtDtBvt9RHS9lcVbun4uAvi7EcTx59r4zdeaTER3AnhV16H/qZRqD5ov3LjkvAYbt1PutfHbC8nZo2ycjx2k6lEYNRnw89FzsBvBUBChpJmWhmVJ37aJDPFzsV/WgAv4h+9g40VsAmpYW0TBNPGQl/+2p1Hc9vzeLI+6CDm24Gsl6LVouoWcesQdTPSuXYI52hVeakrZecRio7YOHj/OCjnU4QEiehsRWd/9SimlAPx616FFAL8yaD4RvQ7Ai7oOvWtIT53rxfER8NKoHyWiF1/jLb/Q/XYA7zxoDMJ0UogF/EBmsf/EKSE1f4yNZxORoUiEfuQ8frmM53s7SEwL5ZA/fLQrkr5tE3mfXxsp6+a1cfZmbquXjUVARbK/XCGtZSmqlJuC4vWoaFke1JBGBLbQ0jxiGsq9Dn57oQH+94vqYrxtC54m8Lp6PTQi5BBRgoie3n7pnZSG5b0APgnglwF86+iiGyu/B+Bi1/jNRPRWXYgiolcAeHfXoS0AvzjoQ4no7USkul4/fJ04usUZD8CfENG92mf6RPSrAL6r6/AfKqW+cJ3PFm5Q5hI8I4Vm3HN/3wu5pZNsnE0QaiVJm7UCpZCP88TB5NwRQ8GMn6q2q6m3eBXMUtCujbGCm6LiibtfjGqLZ+DUL3zJUDTCXslqmWE0pVmK1YgvnvWSMsEMSqkes+Niy/p9+APRohQ/0JBz0Rb0Mr+oT1mmC5jKISIAp7d/3m9e7s8D+M7tn98I4P0HjGnsKKXqRPQGAB9C5/89AfgNAD9GRB8G0AbwfAAv634bgLcopUb2ZK6U+gsi+q8A/s32oRMAPk9EHwTwGIACgFcDWO5621kAP3O9zyair/Q5rMuc7yIi3Rn2QaVUr2un4AZRG3NJ/qvs56d34QwAhaM39RzbuvQ0MvnpLilzgqCGlHZ3yyws9587BdRVEkDXbrvsQNuDUphPKnRu9x0ShaOD51vMrbfdjkfXI3zt0d3SlbVHP4kTd77GYFTCsMxoWbNezr0OLcNQRwrA7iItFpTNBSM8R6lYxGyKCzdfevysoWgmQ+Cl2Ziku6k16A0xvIybwrZ7xWDbKKUeIaIH0Sk/+kYiSimlGtd7n2mUUh/fzpj5fwHs/Ibfid3W5Gw6gDcrpf54DKH8JIB5dAyVgc658Nrtl84FAK9SSg3TCuXu6095TsTrZq3PMcEVahvwtI2VxKybi5VhyR86iUgpeF0JdeXVc8Ad91/jXcIkaBVXoCds5w6d7Dt3GmhQGsBumrDflF0/W2hVt5CO84tjav64oWgORiaTwfl6Cl+LXUGgfu6LBiMShiaKMBPj5b+J2encbGloWRCJtiyebWBr7QpOxfi1cLMx3R5b7RjvDBcLpLupLejedbG8m1UEznrkbPP57f+m0MlkcYJtYebFAP4WwCBjjS8D+Cal1Fg8aZRSTaXU96CTlfPkgGkhgPcAeKFS6ulxxCFMB0GxV+NLOrpYGRYvFkexyR9KqmvSxcUGyit8l68dKcwenl4hp+nxh8V4Wx4WbaF6tfeakFk80WemGxRj/GHX25RHAxdo1zbga0/805ql2PSybBxv1wbMFCZJ6eqFnmNb1m+/H4wozjvDxbQOhoIZwjDEjNagJOmosO1sRs423belOwF8ylQge0Up9SUAryWiZQAPoFPelEanvfeD238+7Ge9HcDb9xnHOwG8k4geAHA7gGMAAnQ6bH1MKbWn9idKqekueBX60lg/j26XjvVahFzezRa7e6EY+JhL7XqxNDeHSVoTxk3l6jl0J8lu1BXm5t1Mmx2Gls+FnJSSh0VbqF49y2qLW22FmcVjA+fbTnv+ZnRb/RUCMTt2gYtPfhm6lH3T3S8wEsu4CWNcyEnL9dAKqusXe44VpzwjB6k8uhtoJuwvHLkh2NzcxEKaL1fTC25uPjsr5BDRC7DrkQN0yoScQyl1AZ3SJdNxfBrAp03HIbjJhcceYrWBq1WFYzMzxuKZFJV2AsDuQ2JQlEWNDTQ2+APjZpOwlJje7hiBzxcuKXlYtIbm5iU2XqspHM1mB8y2n/SJ5wGbH31uvBSvA60akMhc412Cac49+hATcmoBcOjYdGYpBvGZjuPkNmnI9dAG6htX2LjcVGhPuY5DmpCTwoGbDwsjYGNjA/OakJNzNFN27EIOEf1+n8P+EHP6fhw6Rrw3A7hH+zPXy8QEwVmeeOiTuLMrJaeiUigU3HSA3wsdU8VdISeqitWTDTS3+ANjKXB2z2Io2gkumqapaSgSQSco8nNxs+nhGLmbuHrojpcA//wOdkytPwk6ep+hiIRhqKzyctNSGEPG4fPwWkSJQvdtGRlPFs820NQ2uramPRsHgJ+Z6/Qd3iZN4eDJwsRYX1vDGU3ISTjaTXIST7c/jGt3piIAP7SPzyXtcz+2j88QBGEEROVVlhMXc7Qry15p+ll0m8yiLm2fbaBd5hWh1ShpKJLJEMbz6PKflYWLRbTLq2xcdFxUvPWu+/Ds30Q4Pbu7d7b5xGcwL0KO1ajqOhtXounNUIxSXMjJ+cHgycLECMp8o2urofCmN73JUDSTIZblxSKZmAg5NlC8egFxXxOyM04W9kwsi4X6vK7359d77byvAuAnlVLO+OMIwrSRCItsrNLT60fSTRjPs3Fc2pxagarxRUud0gNmTgcqyc/DnC8Pi7agtCy9ctvtBfTx48fxxCY/tvXUg2aCEYaG6vwfraZSA2a6D6Xn2Hgm1h4wU5gkUZWfg1sNhZ/+6Z82FM1kSMzwZ+FcbPqzkFyg2sd4G9p1wxUmsTX0B32O+QB+ALsZNR/tM2cQTXRaVV/Yft9HlFLSokMQDJKOeFcIlbkxhJwoxQ2dk9ItyAq8RpFtU7RiucGTp4H0XGdLY5tcrA1EbcDzB79HmAjTtoD2PA+r0SyA3Rb37SuPmAtIGAqvVez0d91G73Q3TeQOnQS6rKlm4hFUOwD58cFvEsaOamyhuytGau4I7rrrLnMBTYBkYZGN80kFFUUgT9xATFLXvOuCiBBPuPmcOHYhRyn1Rv0YESXREXKoM0W9ctxxCIIwPnIeNxP0Zw4NmDllpOdYCnca0h3DBvygBHRVU7UTU+7X1G8nqVF0NlV4mog1t9i4PgUL6EZ2GcDDz41T1d4W64JdJIIyE3KmWdy+6c6vAR7ixy49/QiO3yrlfybxWjxjOZab/g2/1Cz3XYl5hGpxHdm5JUMRCQAQllaZAlKN4ph11DPMtCQoOWaCMAUUYrwGPTF7Y3jkeDl+M86KN4kVJELtgTE/3cKil+0j2GiZIIIZ9HOxGXO/m59/hO+iL9EWEEWGohGGIRnxbNFwisXtozfd0XPsmYc/byASoRs/qLCxXhI8jWTne5+FqxuXDUQidNOucB/FGtwtvzct5LgpfwmC8BztdhvzKf4Qn1pYNhTNZNEFgrwY2VlBWmu/nVk4biiSyZDMFtAItX2R+lb/ycJESU3hArpw8wvZOOVHQOmioWiEYdCzRaPk7ICZ7kOJDOohX17UNy4NmC1MimTEz0FKT+85uENuoVfIqW2u9JkpTBRto6vlu5spa0rICQC8cfv1I4ZiEARhBGyur2Fea+OXPXTaTDATJqVlHhUSSnamLWBGyxCbOXzaTCATIpVKYaPOhZz6puz62UCGuKioUu6Xu52664UoNfn51rz0VUPRCMOQJZ4tStnpLmspBXx54zWLA2YKkyJFTTa+EUr3xnLJAAAgAElEQVSrkpkZ1AN+rWwUVwfMFiaFr10P9MYlLmFEyFFKRUqpP9h5mYhBEITRsHX5GXhabWnh6BlD0UyWtJZ55Hvbhn6CMVqNOgpJ/uA0d/xmQ9FMhnQ6jU1NyPncx//BUDTCc0QRct70LaBvu/12PLrGBev1x/7ZUDTCMOQ1cdvPTbdHRznkFqDULA2YKUyKjMfPwfjMdJ+DO5QD/nzcLF4dMFOYFPFQK/NztGMVYL60ShAExymvPNNzLDV3zEAkkyd36ETPsepVMf40SXHlbI+wOHdsuoXFRCKBzQYXch774qcNRSM8R7MIn/i/izcFRvC5XA7nakl2rHb+i4aiEa6LUphNcuEtMXvEUDCTodLmHapigQg5JomiCDMxrQS/4P61cBgqWnZYUFk3FImwQwY8U9ZzuNOuCDmCIByI+voFNi42AcQSZoKZMPOHl3vSZksrZw1FIwBAbe1Cz7Hc0kkDkUyOQ4cO9ZRWzSall4Bxahs9h+L5w30mukcxzv8e/uZThiIRrkuriqTPD6Wn3DesGulCTnnATGESFItFzKb4sfTCjbHhV494dlhYlUYEpsn6PDvMyy0OmGk/Y28/vheI6BiAkwD2vApUSn109BEJgnA9Wpvc5LIYxOC+nedw5HI5XKwDy13PjJWr58wFJKCxyU0tKy2FbNbd+udhOHXqFD6sCTn5uHg1GafGd14rLYWlY9MhKrbnzgDYvfYXAvF9sJXG1mVoa2hkF6fjPBxENeLLCL2UQpgsmxsbOJHimbIzizdGU4x6FAewW2IbSSMCoyilUIi3Aeyq27EZEXL2DREdAfBTAH4IwH4LJhUs+LsIwo1IWOIO/JUoOWDm9EFEKAU+gN1Fc31dureYpLV1hY03G4QcTX+DxNN3Ph/Aw8+N4+3q4MnCRGiXV9CdCLFWUzh2bDp2odMnngeUPvbceD7WAJplIOl+e/Vpo3r1PBNygrbCzOJ0nIeDqCsuXSXaNUORCABQXLuMMz6/D6fnpiM78Xo0KQFg936sGmK8bZJarYYFrdt4PO9uqanR0ioieh2ALwH4dwAOodOOfL8vQRAMEJW5cVuN3G3jtx8q2s5fqyitJU0SlnlmQDHwB8ycLijDuyGlVH3ATGFSlK5w/7BpEnIO3/kStCOeBabWnjAUjXAt9HLTjbpCYXa6Wz/XtRykZCRCjkkqa70bXDdC+3EACIirBtSUMj+TlMvlnk67qTkRcvYMEf0LAO8HsJPP1K+gX3W9Bv2ZIAgGaWsL53bKXff3/VAHv0m3K9KRwCTtyhob66aX04pK8oLGFJoDZgqT4tmHP8/G63VgYcFdU8VubrvzHjy9ycv3Sk9/1lA0wrVobvFy040GIZmc7szZpsfvyyJsm6W6fqn3YHK6S553CGL8XPQCyZY1Sbm4hTlNyHHZM8yIkENESwDei06BmkIno+YSgN9Bp8zqXwP4/9k78/g2irv/f2Z1X5avHHac+4aEQAiQAOUI10PhSaEN5SoFekAPWkopUGh/QFtaaEv7lFIo7dNyUyg3lPI0hBDOJJBwJCEhce7DSRxfsqx7tTu/PxTHmlkptmxLs9bO+/XKK5rVaP2VtJqd+cz3uCrrOQC45sDx7wB4Kuv4IwDOLJXtEomExZZkE7fZA9Zwl+0mZfczbZIjwamkdPCff5Ty2SHKE+JlBVQfV/ZaUnq2frqSaauOABSlPGpMjBkzBps62MlwaPPKPL0lIlE5L1EreCkmFNYz2MNVqZGUliR3DUZUBVDK/zoEAN3uY9r2tPQOE0msY5+hsqkzOHQ9ckTllbkOQDUyQk0KwI0AHqCUMmmkCSG/BQ7mTX2WUtq99f8AIWTvgfOcB+DHJbFaIpEY8GhsEkF3jTUS2HWjOYMAekqO21Iy/lkkSpL9/OOcW3O5ovhqgCxnpIA9Lc4YCQBA57zDasdME2TJ4KMoClr0SgA9ZZ215g3iDJLkhfcSjWjlX1VStbGLZ4/0UBRKKsyF4OsO+PP0LTd0J5s3zKFL7zCRJDv2Go7xoelDCVFbQ+dlPf4xpfReXsQ5QHYgIe+DdxcA7cDxqwfZPolE0gcopahwsD9dX5mXejbA3QCcMsmsUOxqmGmnbNaYLtoDbK2AoFNWrRKNj7BeACPHHybIkuIQ87GivSe6K09PiVA4L8WYoYZV+ZF2sItnn5ICqMzGIAotyl6DcZR3aF82xM0uX11SVBRKspMtiBFPA3AM3Q0/UULOlKzHjxyiX/asYHj2E5TSFgDvIRNidfngmSaRSPpKMplELRdr6qisE2SNGGx+tmyhR8biC8XFCWn8hL5ccVezMd4eO0CTsuSuKJLJJCqdrFeUq3roxuHnwj6C9TCqISFA1wRZI8mHkmDLHSeV8i9IoHIhzzZCM1XVJEKgMfYaTClDd+FcKIqXTersJrn8FiSlQuO8w8KpoR3iV3IhhxDCV5k6VLDglqzHuXySu58fRwixVjyHRGICopEIar2skOOqKo+qLH3FWcnG1vptMjeJSNyUvaXobmtUxhg2brrhWPvuzQIskQBAW1sbhnFjo3fYaEHWFIfgpGOYtlOhQGinIGsk+eC9FFULiNuaM0ciXU7QkpQQLuQ5zeWNKWfsXP46ryLDnkWiR9mQ57AmKsvM4FByIYdSSsGGTB0qMK0x63EuISd7ZDh6IHZJJJLCiYZa4LLzQo61PHI83C570CF3pEXiI5zbsmfoxj4XwojRk5DS2NCBlh2fCbJG0tLSglovO8XyDx8ryJriMP6wOWiLsSF86r71gqyR5CO8bzvTTjstIG47/UjrXChVvCN3X0nRsamsdyifN6acsfvZSoVeuwx7Fgo3DsT0oR3mJyq0amvW40Nl/3sn6/GROZ7P9sKx1upRIjEBidA+wzFvmYUP9IZ/OJsTyOsA9JSsSiAEShGws27Liq82T+fywu5woD3B3tJDe7bk6S0pNm379xlKnNr8w/L0HppMnTYNG1rZRUl74wpB1khy0dLSghruOoSnKnfnMsLldqM9LoUcs+DQ2DkRsYinLAC4Ktg5iN9BZQiqQAwFMYZ4zjBRQs6qrMcnHaLfCgAJZEKxTiSEHAx6JYS4AJye1TcIiURSUpIhtqSkTils3vKfJGbjz5HcOd7WJMASCdRYJrwjC3tFeS2eD0UXV40m3iqTz4oi2rbbeNBbYzw2hKmoqMDOGLubGdu1RpA1klx88sknqOFC/PaFyz/81+l0okMKOabBzZV/V3zWmSe6gznmIMmw8ZikJNhS7GeftA3tnGGihJxnsh5/jRCS0w5KaRLAogNNF4Cbs56+EUC2pNs2qBZKJJJeUcP7mXZnkgCKqGFFDL6aeuhcNYyYFHLEwFVnAYw5jMqZCOciTOLGz0NSGkiOa7EcPSE6HSOYtq1deoGZCTURQ4WLFXImzjxWkDWlw+VySY8cE+HlEvw6AtbwlAUAT9UIwzE1Kq9FUTg1NswvZRvaYX6iVlyvoydR8WgA3zxE37uzHv+YELKYEPIGgNsBdI/SaQBvDLaREonk0GgRNmlYZ8paIg4ABIKVhp2/RMceQdZYHE64SOsUHgsJOXxZYXtSJvcUhZJgJ+qdKQWwOQRZUzy0qolMO5jen6enRATpcLPh2OfOXCDAktLi8/mkkGMSVFWF386GEjmDRnGjXPFXjzRu9rXvFWSNxK2zYX7pXInRhxBCVl0HEh7/FJmQKQLgTkJIztk2pfQ9AG+hp9LVfAAnc93uppRuhUQiKSl6lF04d6WHdvb3/uB0OtHOVRxP5cgdJCk+Se5zb49TBCutE4sfI6yLsCMty+2KgFKKB//0W+ZYWC3PsdE7+gimHbQl5YLZRPCbLQAwfMxUAZaUlpqamhxCjhS2RbB9+3ZUulmvsKqR5ZX4/VAEKoLo4mowxENS8BaFl7BhfvAM7TmisO1zSuk/kUl0PAxADaX0UCufywE0oUf46f6nAvgZpfQnRTZXIpHkgvOAiGjlt+PcF0KcJ1K6S96kRbB57QdMuy0OTJ1a/ouWbpI2P9N2cS7EktLw0UcfoZbLSxIu07FxxLTjoHLV0tAqy96bBRpjsw50qQpgK09RMZuamhq0J9jrkkqBUQibN29GJZdP1l9rnaIYPp8P4STntd3ZIsgaiU/hcoQN8cqmQuMgKKWNlNK2Ax46h+q3E8BsAL8C8H/I5Ni5GcAUSunPim+pRCLJBY2xE6M4hnYZv/4STrOLNBqVKbtEsPKtRUw7qXgRCAzt+OdCUB1szn8PldXTRPDQQw8ZhBw+EXW5MGX64djczlau6tr+oSBrJAY48cIqmy01NTXo4Dxlt6//SIwxFmfzpk0Gjxy4rVOfRlEUdKns+0+FjZ5yktIQsKeZtuIf2vmahowsTyltQSYcSyKRmAS1qwXw9LSphUpKZhPRncg4CB4gV6JTSdFp3dmY8fE8gKuqTpwxAtBc7O/PT+J5ekqKicPhMAg5fCLqcmHcuHH4dzswPet317llFQKfE2eTpAeS6GS2bGO0PK9DntraWkNo1c6Nq1GfTMLlssZnYBZ2btkAWxUn5Liss8ECALG0DUCP4K1G5GafEDQVAQc7LjgCwwUZMzhYLzOpRCIZPLjdPkfAOqWes4lT1m949YqlgiyxNl7CBqJX1k0QZIkYdM5F2M+7EEtKgt1uNwg5sWzFu4yw2+1ooayAqDVvEGSNhIcvtWsVr1mfz4fWGOspVuMleP/99wVZZF3CLbuNB11DO8FsocR01m9Ci8l8TULIkSfLPcQ3/KSQI5FI+o1dZZOpeqrrBVkilj0hNnmaFwmoqpqnt6RYBB3l5TJbMN4aphmwpwFdy9NZUiwyQg47verSyncBHfc1MG13dJcgSyQ8jjSbJyvJJUQvVwgh8Naw12Wtl6CpqUmQRdbFruXwDLWYR06CsqG1NN4pyBJrk8pRxa+yfmhv+EkhRyKR9BsvYXf8fRZKYJdN42423rnGS9DVJSsGlRJVVVHlZl1mFZ+1hBwb5yKsEMgKQgLI5ZHTqdoEWVN8bCOmM+0a0gloUsg2Aw6NzZOl2qwh5ADAf190BdOu8RC0tsgks6XGSVlPWRV2wGaNXE3dpBQu23MynLujpKiE9rAFrsNJihH1DXl6Dw2kkCORSPpN0Mnu9jsqRgiyRCxtXCx+jYcgHpf5SUpJLBZDjYe9pdn81gr1c1cbhdQ9m9cKsMTaWE3IqZx4DNO2Ewp07BBkjSQbyuVrUx3W8YT4woVXMG2HjSDcKj1ySo1DZz2WU6R8vRPzoSpsaK2Skht9Iujaz96X2uMUVVVVgqwZHAYt2TEhZGvvvYoGpZROFPj3JRLLkUwmUcVVInBXWlPI+fyXvgLg+YPtGi9BSAo5JSUWi6GGWzw7gkM7iV2hnHDSKQgto0yFkPWr3kH9rFMFWmU9HA4HajzstRhKla+QM/6wo9D8mY4R/h4hNd28HvbaSQKtkrS3t0OPtiN7qu8fNrR3nwvCaywrnGjfI8AQa+MC67mt8t4pFkC1s55w9nRUkCXWJtrK5msKq3YoytD2aRnMqlXjAFAApJd+g0n33ztk+XKJRDL4dHV2oJYTcqyaI+ecCy4DnusRcqrcBHuikUO8QjLYZDxy2OvRFRwpyBoxVFZWYrfuQmXWxDnZIXegS42dUARcnEdOamhPFg/F1KlTsbaVFXI6Nn2AYYcvEGiVpKmpCdXcmHjY7OMFWSMApx9pqsBOepIep8P7BRpkTdxSyEHawSZ3dulSyBFBqpPNkRPjchcNRQZ7ZlFKEUfE35NIJAeI5HBR9tZaaLcvi+FjpjJtm0KQCstY/FISi4RR5eE9cqznIRblqiOlcyT3kxQXh2rMf9CRKN/pSnV1NXZE2QlxfNdqQdZIuonFYoYx0WWlMZEQJBQfc0iPyvtyqXERNl9WWinPCn6HQnMFmbaHSo9tERAu1DRKh76oOJgeOY8M4rkkEonJiedwUfZUWcsD4iA5XLi1LjlhLCXJTqNgQSyW7BgAkjYfgKyKGNE2YbZYFbvaBXCRVKFk+Qo5ABB2jACw92Db1iEy2l4CZIScyZyQA8/QzgdRKKojAGTlI1FylB+WFBc3L+TYrSfkwFMF9DiGwaek8veVFA0lxW6yJIgUcg5CKb1ysM4lkUjMTzLEuSiqgNdhwRs0ADg8iKcBT9aIqkWkkFNKcrrMe4wCW7mjOSsB9IistoSsWlVqnOkwI+S0xylUTc//gjJAq56IbCGnMr0foBQg5S1gmZlopAuV/DrFUynEFlHo7kog1TMeOtIyyWyp8SiskKPZfXl6li/EWw1kRdv7bCqg68AQz88y1HCku5hYHt5jbygiryCJRNIv+FjTzpS1J+yhJDucUukJUVJ4D6iICsA+9OOfC4V6a5i2Uy5cSo6TS2TZFtOhaVqe3uWBZ/Qspu1TUkBMjoEiUSNtUHghzWIeOXCz79evJPN0lBQLj40d+3Qu8a8VINx92UYAJDtzd5YUDf7erNr9giwZPKSQI5FI+kU60sq0u9KDGak59Ajz7z8uPSFKCeUWjZ1lXCXoUNgCbMl1L2KCLLEubi6RZVsZlDjtjZHTjkUizdWdaG0UY4wEAKBFcghpVhNyuPDagE0FpbI+Sinx8kKOY+h7QRSKvSJHBU05Ryw5bsrOhzQuCfVQRAo5EomkXyS5ZL6JMsj+PhB4IUtJylj8UqJxwqJBWLMIzkq2cpzfJmPxS42Lmyy2xShuv/12McaUiKnTpmNTGxs+Ft0pEx6LhHKJPVWdAA5reUPwwnaNlyAalRWDSgkv5FCLXYMA4AlUI8kL3TEp5JQaL2E98nT30A81NZWQQwipIoScQQj5ASHkLkLI/YQQg42EkMmEkJMJIRcSQqxZJkciEYzaxe72qTaL5sc5QER3MW2bFHJKis4JOXEM/SR2/cFTw94Sq1060um0IGusCV+RpC0OzJo1K0/v8mDChAnY2M4uVDq3rBRkjQQAwCX27UrbLZezyFHBVumq8RCEw8aqcpLi4bGxAi91Ws8jxx8IoC3OCTnSI6fk+Pkk02XgoSh8y/KAUHMJgK8BOBGGWg/4AQB+S/FKADcdeLwSwNxi2iiRSIxosQ4gK7xUdwz9WNOBwJcxzFWCWFJEYm2Ao6dZDkns+kNg5HimXeslaG1txciRFq0oJwAvEkx74ow5IGW+gHY4HNivBQH0eDtozRvEGSQBSbBCTkx3wGrp311VdUy7xkvQ1SXzhpUSj50TMJzWmyv6/X60xynqA1kH4+15+0uKgJqAmxMVy6GyqVCPHELIcQA2IFO6/GRkhCWS9S8ftwHYdqDPMYSQc4tsqkQi4UmwQgVxD/1Y04EQBeuR5JZJZkuKjUscmHYE8vQsb4J1E5i210Hw0rNPCrLGmvgIK+QkbdZYuCT8o5m2J7ZbkCUSwFhqN0ZdeXqWL/YAm5ukVgo5JcfHCTnEZY3xMBufz4e2GPs5fLRsiSBrLEoODyhHxbAcHYcWwoQcQsgCAG8BmIiMIBMF8AcAp/X2WkqpCuB3WYdk6XOJpMQoaoRp27xD30VxIMQVdnLi1uVksZQ4NfZ6LIfY5/5g50IJAODjdxcLsMS68O7bqTKojNEX7CMPY9pV6ATSskqQKBxpdkxMEAuGP3PVgmo8BF0ytKqkeB2ckGNRjxw+tGr18qWCrLEonAeUTincnMfeUESIkEMIqQfwEIDu7KjLAUyjlP6QUtrXK/txABoyItDpuXLpSCSS4uHU2V1nu99qTtssxM/u/Hk4YUFSXPhqBMQ79F1m+4WrAimu0jWRLtwlhU8wrdqt4R1WOXEO07YRAO1bxRgjgZ0TcpKKBYUcLgeGx0EQ62zN01ky2FBK4XewxxS3NYWcdk7I6dq/U5A11oRP/h5KACPr6vP0HjqIEj++CaAKAAWwEcCZlNI9hZyAUtoFYNWBph/A0YNqoUQiOSRuojJtu8/aQk5F3USm7efCKyTFxcdVI3DkKvdpBQiByoWV8eWwJcUlYGeTS6ed1hByJkyfhd1hNgeBtl/myRGFg/Oa1Z0WDH/2GucliY69AgyxJpqmwe9kM2UoFgzDz+WRU+OR/gelJNKyi2m3xynq6qRHTn85L+vxzyml/Z1lbsx6fFjeXhKJZNDx2dltf4fFPXJqxkxj2n6HDqjxPL0lg02Fg70enZXWTe6b4jxAfJDXYcnQNYOQQ93WGBunTp2Kja2skBPaLCtXicKps16KsGL4sysIjcu1mwpJIadUqIkYXHZeyLGGsJ2Ny+UyeOSMGWY9zySRdDVvZ9ptMVoWRSBECTnjsh4PJNtTdv1jY2IAiURSFFRVhZ+Le3YFh37SsIFQN9lYXjiyf3vpDbEgVNdR5WIXkN6aUYKsEY/qYHc8+eS7kiKS6ITClWqoHTNFjC0lpra2FtsibBxFfNcaQdZIPFz1NJuvJk/PMkZRENHYa1INNwsyxnqkoiHDMbs3KMAS8Zx4xgKmHXTqeXpKikG0rYlpd2l2OJ3OPL2HDiUXckimBmf2r7gzX98+4M16LBNSSCQloqurC0GuAIa70tpa6vDRk5Ditv7Ce7cIssZaxDpb4LSxq2ffsDGCrBFP2skmeg5wOVskxSPM7foBwKjJM0tviAAIIeh0sPcBe0iOgaLwKWz4syNHInQrEKVupq1HZI6cUqHFjUs8m8eaQk79BDZwJMh5EUuKS6yVraKYVLx5eg4tSi7kUEopgGyJdmK+vn3gc1mPdwzgPBKJpAA6QyEE3dzCuWrouygOhEBFBfZHWSEnul8OS6UgtMeYUDVYN16AJeZAc7MhFBV2NU9PyWCza+Nqph1NUYweP1mQNaVHr2andEG1BaA0T29JMeHDTd0WvUcbFmw5yhBLikM6ZqwQZvdYL0cOACgB1mtdeuSUllRoH3vAUx4hz6JCq7KDpvtVOpwQci568uLEAbw5QJskEkkf6epogZ2LH/BUWXO3rxtCCNqSNuZYqn1Xnt6SwaSLE8xUjSI4rEGQNSaAm6BUOeXOX6lYvYItvNmp2srCfbuv+MawIaYeRQUiMpSl1MTjcVSyjijwWTTcNO1gc5EoyaFdfvyDDz7ACy+8gHjc/LnP9AT7WSfTFA53eXhCFIqDE3Iq3QC0dO7OkkFHj7UxbWewPNYsooScJw78TwB8nxByXCEvJoQcBuDBA00K4NkBJEyWSCQFEms3JgskLmvusmTTmWYXbOnOfXl6SgaTOBf73JEkIIqFK0L42NLrfP4gs7Jjxw7Mnj0bU6dOxc0334x0euhNclt3NjJt3VWZp2d5Ujd1DqIpzgOntTF3Z0nR6GxvMVQL8tVaU8jhf4P2dJcgSwbOX/7yFxx33HH44he/iHnz5kHTzC3SRzv2M+1IisLhcOTpXd44cggHGlcSW1I87Cn2d++tLY/NPlEz3X8AWIuMCOME8B9CyDl9eSEh5CwArwPonqmGAdxcDCMlEklu4qH9xoMWLCnJE6Uepk0jOT4nk5NIJLB58+YhsdvXTaJjD9MOq3ZBlpgD3oW71gvTiyJvv/02xo0bh48//hiNjY2466678NJLL4k2q2BcGlfy2WWtfBBTp03HxjZWOIzvlgmPS00yZPSCclcN/VK7/YF42FBTlz507m083/rWtw4+Xr16NRYtWiTQmt55+dknmXYkBUt5KGbjrjT+/hLcJpSkOFBK4eGqdwZHjhNjzCAjRMihlKYBXACgGRkxJwjgZULIK4SQBXx3QoiXEHIeIeQlAK+ip0KVBuCblFJZS1AiKSGpMJssMJ4mgM2auyzZxG2sC7c9MbR2W/bt24c5c+Zg8uTJmDVrFnbu3CnapD6RDrcw7YhuzYliN/YAu/NX6yWmF+b+8Ic/GI4tXLjQ9DvOPPxkMeWwlsA9ceJENHJCTueWDwVZY11SnTmEnEpr5shRfGyoqZckBVky+CxevFi0CYckGjJ65Nhstjy9yxtvsBpdSdZbMRmSy9dS0NLSgioX+9kPGztVkDWDizDfc0ppI4DTAXSvCAmAswG8gIy4081eAF0AngNw7oF+BEAKwNcopc+WymaJRJJB5ao+xDRr3ph5VK5akCM1kKJ8peehhx7CunXrAACbNm3CfffdJ9iivkGj7PWYIJ48Pa2BPcgu2Ko9BPGouQs7vvDCCwAAhQDDvAT2A7OTJUuWCLSqcPhFoua0lpDjcrnQrLFeSPr+zwRZY11SYXYB3ZWiIHaLCtycR85QTTJ7zTXXGI4FAgEBlvQdr50rAJEmeXqWP4FAAG1x9vPYs3mtIGusxfZt21DtYa+92tHlUYRAaBIBSul6AIcDeAgZ8aZbpAF6xJzqrOPdz60BcByl9LHSWSuRSLpJR0NMO65bO5SlG81dw7Q9urkXzzy33HIL0/7Nb34jyJLCIAm2CknS5hNkiTlwci7cCiFIDoF8TROqCNZ8y4f9NwSw93o/zp1iHzLXYDd+hS31rrutlSMHAOL+0UzbE92dp6ekWGjcZktn0roLaD60qsI59KqoNTY25txY8fv9OXqbB4fOCtv1YycJskQ8brcbMbAZyNetfEeQNdYi0tEMl50dA21cLsGhivBskJTSVkrp1wHMQUbQaYVRuAEylan+A+A8SumRlNLVhpNJJJKSoMfYhXMCLkGWmAsSGM60A4q5w1myWblyZe+dTIozzQpmqt3cu5TFxl1dbzimmtyF264AL17oxeHDM959tV4F/1zowbaP3hBsWWFU2LlcRGVS4rQQ7COmM+0guoBUTJA11kSPsmG9nSnh031hEC9Xxc9lXiFnxYoVuO666/DII4+A0oydbW1t+N73vpezv89n7k0LB1hhW7O58/S0Bo4gu8myc+PHgiyxFqnOHPkqOYF3qGKabXRK6ccAvg4AhJCpACYDqAAQQSa8ajWlNJX/DBKJpGQkw8zooSrWvjl3Yw/WAVkVDivsKqDrwBCooPTd735XtAn9xk1ZwczqQo7D7UMoQVHp7tkLSYfNWwJa0zScP/y+lo4AACAASURBVM2OmSPYEE2vg+DGE1y4++678aMf/UiQdYVRyZV6J76aPD3Ll6pJxwD7XjzYVgiA9i3AyJnijLIYNM5utkQ000z3S47iZ3+DVR6CdDoNu91cn8mmTZtw4oknHswLlkwmMWnSJJx//vkIh3OXTDd7DjEHVZm2brd22HNl/QRg746DbSKrVpUEfv6T1gG7uzwKEZhydUEp3UgpfYVS+g9K6cuU0pVSxJFIzANJcR4QNmvfnLtxV7PlDG0EoHHz36hTqdSQ9sjxkgTTTlssL0ku2hOsG7EaMm9oVSgUwkUzcidLv3iGAz/58Q1oa2vL+bzZqOR2+xV/ebhvF8Kk6TOxPcTmIdFbNgqypv80Nzfj3nvvxauvviralIIhCTb8OapZtxgBH0LhdRAkI6E8vcVx6623MsLM1VdfjTvvvPOgiKMQYKSfZITRAyST5k7c7CK8kOMVZIk5sHGFCKo9gKqqeXpLBgs+1DSStgGkPMJNhQg5hJCfEEJuPfDPXJK4RGIi3nvvPdxwww2mK8NrS0eZtm43t3tvqfANH2s49q+nHhRgSWHs3WvusJve4POSUAvmJeEJpVjvFi2Sw7XYJHS0teLUcbmnAhUugtPG27FixYoSW1U4WjqNGk7TtleMyN25jJk6dSo2tLJCTnjLKkHW9I9oNIojjjgC3//+93HOOefgj3/8o2iTCkJJson2Y9S64c+OiuGGY8lcoRaCefvttw3HXn/9dRAAt53sQuimAPZeH8Cu6/w4eWxmfDe/kMOFmjqtPVe0+Ycx7VovQSwmw06LDuf51KWVT+J3UR451wK47cA/a9ZDlEh6YfXq1TjxxBNx991347zzzsNzzz0n2qSD2DU2lIW6rB3K0k1V7Qi0xdgFzIuPPSDImr6ze/fQTkYasHE7WhbMS8ITTnM78FxlLzOR3Pkhqjz5d8e+dJgdoZD5dtB54uE2Q0JFZ9B6U5wRI0Zga5gV5uK71giypn88/PDD2L+/Z7F/7bXXCrSmcGwq6zUbh3XDn50VRq+4dFeLAEv6xy/mu3D7KS4EXJmxpT6g4OWLvRgVIKYXctwKF/rlsLiQU8EKOTUeKeSUAt5DsZyEbVFCznr0JDI+VpANEompuemmm5j2L3/5S0GWGHFSNpQFZRJrOlBqamqwp4sNrVA7zC+SNDU1QSHAnae5sOeHfjRe48MXp2cWYt0JF02LpsLvYMUzK+Yl4Yno7MKNmDjEb8N//nbI5z8/yY5IV1eJrOk/8fYmwzF3lTHxdLlDCEGXk/WCsIW2CrKmfwzFcKps+ATwScW64c8ujw+dCfY+lo6YT9gmOUI9Th1nw80nGr0HKlwEN57gRCKRMDxnJgxCjsvaQo6DE/alR05pUFKsh2KClM94KErIWZT1+HJBNkgkpmbRokVM++OPzZPd3s1VIrB5pJADANXV1dgbYSeMdX7zx+Hu27cPN5/oxI9PdKEuoGByjQ1PL/RgXoPN/JMMLqknANgCw3J0tBYxbqJi40ItzEI8Hod9Nxs29eZ21h2/LqDAGd5eQqv6R4qrDKZqFJ5KY1iHFdCq2DLDwfT+TOL3IUIuAdv0onYWTo0Nf04p1s1N4nK50B5nvzs9av6cW6MCBI+d74GSJ5fHJTMdUJPmrozpsbG/ecXi3tu8h2atlyAeN/d3WA4YhG1b+QiKooScB4GDK8FzCSFnCbJDIpH0A4/ChrLYfTKUBciUAt3bxU5c6gPmF3IiHS248QTW1dSmENx8ojNvtQzTkKPqQ66cCFYjYfMzbadqTiFn+bJ3cdJYNgzn4TU6dnayv6ORsc9KaVa/SHEJpdvjFB6vNRfQ3jGzmLaLaEDY6LE0lDC9qJ2FTWU92Kw8JtrtdnQkeCHHfB6KTU2Z38dp421483Ivdv8wgFEV+ZdptV4Fo3Rz/6a8di75u9vaQg7hEm9XeQhiEfN7m/I89thjmDFjBs466yxs3Wp+b0te2Fbt/jw9hx5ChBxKaTOAu5EJryIAniCETBBhi0RiRnST71z67Kx9joD1KrPkghCC0dPnMMfqAzbTfZ+vvvoq5syZg9NOOw0rVqyAd9ebqHAZBafPT7ajq8XkoWFcyFA4SeHxSw8xvgS7S4/m6SmW5jVvGPLjNKaGY7syjjmW2rAYGzeau/KRQchJECiKKYuDFp2GaUcjnOQ8WNo2iTFmkBgqldMAwM2FP9dPPFyQJeagM8Xd30xW9nnNmkwOqc9PtmPRV7w4OUfy99e3prGmmQ1VGqs0G/qZBV3X4XNwQo7H4hUlvWzYt0II1LD5Em8fiqamJlxxxRVYt24dXnvtNVx//fWiTeoVD2W9njRX+cwRRc4wfg5g+YHH1QA+IIR8XqA9Eolp2LVrV87jZnDtVlUVFU7WDleOZIJWZfbJ7DA20g90dBjDf0QRiURw0UUX4cMPP8Qbb7yBefPmYUr8w5x9bQoB3f5eiS0sDBpjF1dtMQqfr3zcZvtL2sVW7vJS87lvU0rxwdO/Z45tatOwvV3FVoxhjp8yzo4zT59vOlE0m3QXOyHvVK1blHPqtGmGylXJPZ8KsqZvbNmyBf/7v/+L1atXI51OG55ftWoV7r77bvh8PowfPx7Lly/PcRbxpJJJBJ3sZz9myhGCrDEH4RS73OnYu02QJbm544474LIBfz3XDZti3FTZ1KbhomfjeGcnK+SMd5gv1083yWQSfif7XmxWF3JyFGLg7xtmJpVKoaGhgbkPv/jiiwIt6htewiYFp67yqWwqTMihlKYA/DeADw4cqgbwL0LIvwghXyKE1BFCrLmVJbE8jY2NOY+bwbW7q6vL4L3hrrReid18+EZOZNp1foLWVvNMtl5++WV0ZSWOHe4jOHNi/gXnrrceK4VZ/SbVye5ItsWlkAMAtgAbSuEj5hNydu/ejbO4a+/NHRoSiQR2O9jfUdBNUEebsX79+lKaWBCUy7sR0Rx5epY/kyZNylGCPLdgbAYaGxsxa9YsXHXVVZg9ezbeXboYf1vgRvKnAey+zo8LD7fjlltuwY033ohYLIbt27fjhhtuEG12TjpbmuCwsffoyvrxgqwxB/vCbF6/D999XZAludm1axcununIGUr12pY05j8aQ1ucYsVuVsiZ5O4ATLDBl4tcQo7DWz4L6H5hdyKisp+JbsLE27lIp9MYN24cAMDNTRnNXj3Nz1U2LaeCGEKEEkLI24SQtwG8CMB24DBFJszq8wCeBrAbgEoI0frwz7h1IpEMYTZtyu2CbgbX7nCo3XBz9lVLIacbR1UD064LKIxwIprskroAcOWRDthz7AB2MzK+0RSeYPno5HZW22IUdXV1gqwxD4cfcxLTdtsoOlv35ukthmj7Ppw6zsYcW7wljREjRgD+4VjLhRGcPsFm6iotfGWwcipxWigejwfNGrv7ru3fIMia3rnnnnsQjWbCD6mu4x9f8uDrRznhtBGMqlDw1EIvptAtzFj43nvm9FYMN+8wHKsYMa70hpgIPtmxG+ZaeGqahotnsMLvqj0ahv+2C2c9HsPucMZ+XsipcqTwwWvPlMzOQkjE4/BxBbfs3vIJaekvoRR7z0PM3ELOunXrcPzxx8PhcKAezVj+dS/iP6nAtmv9uOyIzDW7b9++Xs4ilgoHKxMo/vKJIhDl8XIigBMO/JuNjIiDrP9JP/5JJGVDPiHHDIlno+3GmGxv1cgcPS1KgP0s/E6S8zMTRSrVszM53Efwo+PZmdbGVnaiOGO4zdR5ciL72UVLRHcgELB2QkUAmHX8aYZjHbs3C7AkN59++iluvuh4uOw9t29Vo1i0JY0777wTgUAAS7axk6/TxtuZ69dsKFxlsLiFKwUBQMI/mml7Y+YdR+6//34AgF0B/ue/XDhvmtGb6pfzh4YwF2tjE+CqGoUrUD470P2hgxNyqj3mWjYoNI2TxrIL/N+8l0RLrMfuYDCIze06WmOsp9vdP7wUS5YsKYmdhZCMdRk2iRw+i3vkAAin2bGF5Ki8aSauueYaLF++HDOHK1h6uQ9zGzLuOOMqFTx6vgfnTrFj715zbRIx6DoquXQQjjKqbCoydEmKMlmYIYysWDaQAxTj3OVKt5Bz2REOvHChB9fPc4LALEKOccAmbrnLchC/UdRKtefOeSSC7mtoxnAFy7/uQ62X/dlf+VICiTR703vq9zeZ1isn0cFej2mnvBYBwBMcjpTGfmeJdnMspD/77DPMnDkTl85kJ7Rv7dAQTgLnnHMOJk6ciNe3sqLi8aNtuPmH30NLS0spze0zDpUdn1O28qmM0R/sI6Yz7QpEgKR5vBN5JlUreP8bPlx7XG7BZuYIG+aPZxfbZhQWEx17mHYoqQAWn4LxHjkihJyOjg5cccUVmDdvHh555BHmuWmBGNxZorZOKV7b0iNkb9q0Ce+88w4A4IMmdlw8dpQNt956axEt7x9qNGQ45grICqcRnd08e/e1lwRZ0juapuHNN9+E2w7840seBHIUxfj16S407TbH3CInyTBs3OrWWVk+XtuiMvH9TNDfNQ2EkDMAfBXASQBGArATQloBrATwOICnKaVFzepICPECuArAFwDMBFBNCFEBbAfwBoD7KaVr+3FeAmAhgAsBHA9g2IHD+5BJcP0gpfT/BuVNDEHWrFmDmpoajBo1Km+fxsZGXDTDjkfP9wAAzpvmQCRFTRGik+hkQ3M0HbA5ZU6Sgzi96FIVBBw9P1+90zwlQpubm3H8aBtevcSLoJu9KT+7XsXy3Ro+2acd3HUBgO3vPYe3374aJ598cqnN7RU90srcyZQyin0eCERR0BYnqMvSEtROc7g//+AHP0Ctl2DBVHYK8vxnKubPnw+Hw4EzzzwTtzrGQdWaD+b7cNkJpqhr8ZWvfAWLFi0SYfohcemxnmBxAKrD2ok9qybNgdb8Ipu8tXUTMGq2OKNyEI1GUeMheOOrXowOHno/67vHOPHGtp58U7FYDE6n8xCvKD2pEOsBGk7bUD77z/1D8VUD6Pneqtylt+H2228/KOCsWLEiU2hgyhQAwKwqNv/h2mYdnQeivyZOnIgJEyZAURQ888wz+OBPX8HnJ/f0PW6UDTc8vKwk76EQ1KjR00SGVgFR6gbQ473p0qPo6OhAVVWVOKMOQCnF0qVLEY/HcfbZZx/0tPnlfBdmDLflfM1hw2z497vPAQsXltLUPpOOtBrEDneVFHIGBKXUskIOIcSPjFDzhRxPDwdwzoF/1xJCzjtQqr0YdsxDJhdRA/eUE8CUA/++SQj5JaX0tgLOOwLA88gIODyjkBF4FhJCXgFwEaXUnDVxi8TXvvY1PPTQQwCAv/zlL7jqqqsMfdLpNFqatuH+azzM8a8f5cR2E3jkpMJsPG8kTRC0+G4fT4fqQMCRFYMfMccCGgDU0F68fJHHIOJsD+n4zr8z+Uc+aGKFnGNH2fDUU0+ZUshRkiHmTuYMyjC/bjpSCurQIyhqYXOE+L322mv4wdxM/pFu4irFP9aqePm1zO3G6XTi5UVL8X83TMGCqT2eO9+e48TRf30N27dvP5h40Sy4KbsY08uoxGl/mDztcGzbSDGpuud7pq2bQEwm5Pzzn//Ez091GUQcnVKs269j5oieBcx/T7FjmJccDHmJxWKorDRXuIjGJU+N6uYSmkRwwWVXAXvuOdiu8eZelBaTP/7xj0z79ttvxz/+8Q+k02lM83YgO0giuzrVgw8+CEXJPNfQ0IAHOY+co+ttsJlwCqbFOw3HiENu+qn2AICee3Gth2D79u2mEHJ+9KMf4fe/z1SSXLhwIa655hpMrVHw/eMOPYaEPnoeyWQSLpf5wk8T7XuQ7Rub0ih8leUjbQsP57EShBAngEXILeLwzAWwhBAy6BmZCCHHAVgMo4jDYwNwKyHkrj6etxrA28gt4vCci0yVMk+vPcuEdevWHRRxAODaa6/F4sWL0dTUhNdffx3HH388TjnlFNx33324aZ4NVZzr7zGjbEiFxAsCaoRNuBzTrFtiNx8hjd3us8XMEQoSjUYxN74ENVw41fJdaRz/9+jBxckHTawz4HGjbFizZnXJ7CwEl84unn3DxuTpaT3CKhu6pEfNk1TxyiNZ2577TEVnEjjppJ4kzQ0NDXhqM3uLmF1nwwWH2bF48eKS2FkIPq7EKbzWDiOYNm0aNnA5t7q2ma9y1f/86lZ87Sj2etzYqmHu36I48aEo4mpPWI7DRnDZrJ6+ZqgkyUNjbNLtOAS4n5iMkRPYML+giwJ6UZ3ee2XHjkx+t3feeQdHskUG8d6uTFjVsmXLmDGxrq4OK/ewvymvg+Dw4eZbzqXj7MZjJAVAMZ+dpWb8jDlMu9ZLDiZaF4mqqgdFHAB49tlncc899+CO+S4m11EiTbF4C5u/7tRxdtMmf493sOumjjhFoKJ8vGXlL6q0/BqsyPEugDMBVADwAzgOwBNZzx+OjNfMoEEICQL4J4BuWVwD8FsAhwFwIeMV9GUAG7NedhMh5Kt9OP3fkfHk6eZlZBJa+wAEAZwCIDuk6lQA9xX8JoYor7/OlrtMJBI488wz0dDQgDPOOAPLly/HW2+9hXt/dh2um5tb/XZ3ik9WqsfYuOe4bt0Su/mIgM2N4Ui25+lZWh741Y345mz2+3p9axqnPhLD3kjPYsU9kdVi6wIKTprFloM2C36FzVFRWT9BkCXmo0tnd8dITHzVO13XMbtOwREj2B3xBz9WsWDBAkP//2xOY3M7u+D67RluvPz80+aqlJFOwWtjF1ie6vzhs1agvr4eW8Os0B/fvUaQNfk5uyHK5CdJpilOezSGlXt0hJOZkNNsvjnbge51jRmFHFuK9YRIWGe/LC82LuTWphAgKdbDWT8gJK1f9Q7qAuxy7OO9mefmzp3LHB85ciRaYxRbO9gx8dhRpfcw6g09zqYCiMv6wgCAyUccx7RrvcQU40iu1A0rl7yI86exY/jvlqfw51XsvOvIkQp27jBWyzMDsXY2Z1hHgsLvL5/8dVLIKRGEkBkAvp91aDGAUymliymlXZTSKKX0A0rpVwDcntXvVEKIcXbbf34CYGxW+2uU0hsppZ9RSlOU0hZK6TMAjgGQnR/nV4fyniGEfB7AeVmHHqSUfoFSuoxSGqOUhimlb1FKPw/g4ax+lxNCjhz42zI3mqbh8UcfwS9OdaHzxwGEbgrg/nPcqPUSOBTglHE2nD/NjvoAwe/PcjOVXLIJRLeX1vAckFSEaSeoFHJ4Yja2apISaUYyKbbc6ZIlS+Bb/SCTryKaorjixTiSWevPU089FVf88OeGKh9j7ebx5ugm3NmJajdrZ+2YKXl6W49MLH4P9qT46hjRaBRfO4oVqrd16Hhzu4Zrr73W0D+ZSuPGxWzJ8bGVCo6MvY2xY8eaxjPn8b/dazgWGDE2R0/rQAhBp4N1NbB3bBNkTX4uPowdQ17emEZTV8+xv3/MCjnTam0HBXEzLMB4HGn2Hp1UZDhLrtxpWlSssN0t5IQ2rWCOJ9MUm9t1dHR0gK8T4nK50NDQYEh4PLfBfPMwPcEKZbG0XHICALzstWgWIScSiRiOfe0oBzNnDCcpfv1uErtUNpy01qugs2kj/3JTEG7eybQjmgMOh/l+L/1F/qpKx0/R83mHAHyVUppPn/4FgA1Z7UHJKUQIqQJwTdahf1JKH83Vl1LaBeDqrEOjkEmMnI/slPlbAXzvEH2/B6DbRUEB0OccPEOVhx9+GF+uWY+fnuRChYsg6Cb49hwnmn/kR8dNASy93IfnL/Si6YcBJh8ET6UqfgdaUblJImT8PU/CwYZU6KHdmDJlCtauLTh3+KAQi8Vw6RfOwBVcOMufV6WYBYvT6cTNN9+MEz93EnbrbAzxKMImuTYDzbs2H0yE283I8dPz9LYeMYUVFF2qsYpIqQm3t+CSGex1uCVwLN5btgzz58839FdVFS9sSGMpV4r8xye4MMyl4ne/+11R7e0LmqbhL//zK8PxyjrpHaZXT2LaFen9wkNasok3b8FRw1kh56FPWOFGazgOa5vZhfMv57tQ6TankMOHm6qO8tl97i8ObxAqV8VP7RIb8qxpmWtKad3AHG/sINi5uylv7qW77roL73NCzonjzed1RZPsXDGuySUnAIOQU+NVTBFaxXvk2AjwDW7T5Ym1KhLUgT89/jISOusFZms1p5ATbWOLjSTLzENR/qpKwIHcMednHXqUUpp3RX6gWtWvsw4dSQiZnK9/AVwCIPsK/nW+jgfsWA7graxDX87VjxByODJhYd38iVKad3ZDKY0AyN6+PJsQEsjXvxx491+P44c5wqUUQuBz9j1LXYUmPkTHlma/2iSR8fc8KQ8rgowOKti5cycTf1xKXn31VXznGKchfOD3y3vcYy+99FKsXbsWZ5xxBgCg0zeeOUeDXbw3Bw9fehwA3FX1AiwxJ3E7Gwfu0cSGErS3t+NnFx9ryP91yrV/xbx583K+RlUzi+ofLEpA03sWYj4nwV2nu7Bo0aKDO9uiCIfDUJJsOEtHnGJEnbwWA6NnMG0H0YG4ecaSp3/F7k91xNmyz7fccgtGjxmLa//DeoXVeBX8v5NcphRyPDTOtDWLV08DAJfbbShBrpVQyKGUGo7pug5VVVGTZpPQD59xMurr848dl156KeZ+6bvMsUkVKpASLwZkQznv7bhuvvAvIXBCTrWHIB4VX5GWF3LOnWI3JIBPzbgY69atw3Fz56GFsPNcf4z1fDELbU1bmLbmLK/lphRySsMZAOO28EgfXvMPANmxGF8aBDvOzXq8llL6cR9e81DW43mEkFw127LPSwE8VuB5XchU6ipbTvM1siVY+8grjezOYDUxVgEoNQ6NnSSqihRyeNJetnLSqAABQcYzSwTvr1iOy2exXhCPrVGxN0Jx7733Yv369Xj88ccPlkIFgDbnaKb/eHcYyDEZFQmf/DulAXDK3edubEF2MeDVxE4Wv/e97+HLk9jx460dOuzDes+/tKZZx/9+xI6HXznCiZnDFfzhD38YVDsLRVVV1HDiVFucYuRIWUFt1NSjoHPjRrpzT57epUXTNPj2LmeOvd/qRTSewPPPP48lS5bgjjvuQF1dHZZu13LkynEi0SV+c4XHyyXd1t3mqqolAqfTiY4Edx1GShda1djYaDim6zo2bdqE6VzUV2DiXENfnurDTkE6S9i2KcAn/9eXpUUJ4YQl3oPDsniMSfD5SnMiWLasp4T99FoFt53M5thbsTuNhd/7BSZPzvgVRLxsYYnhuvm8tjVNQ3vTVuaYrcyKEEghpzSckPU4DOCT3l5AKU0ByBZa+lIJqhA73srbiyU7eJcAyLVtmn3edZTSXkckSukOANnb6YPx/syJlsZZo4yxp73xn81p3PYmOyGrdSSBtNhcK05uty9tKy83xcGABNkkpy47wTCfuPqgwY61GFvJDvf3rcx44yxcuBDTpxvDkTq9bH6PSocKdBk9YETC76iGkgQgJqzDKoiRk2Yx7aA9Behant7FJRwOY/Xip3D6BDZx4jOb+16u9P8tTSLELcauPMqB66+/flBs7C+pVAq1Xk7IiVEEg9YuPw4AU6cfjtYY+50tf+0FQdawbPxsveF63OM7HC6XC+effz7mz58PQgguuOACAMCNi1mvsICL4OlfXZUzSahI/DZWcIJHfFlj0bhcLoNHjl7CHDl33HGH4Zimadi3dy9mDGcFDu+4o3s9n8tfibXNrCfi47++DjfeeOPADB1EiMp5b1NZ4RRAzmqGJC5WEF63bh2uv/56DPcRvH6ZF+u/68dRdex1+edVKgKBHm+WdO005vl6Z+HrnGKzf/9+uCnrTTlq8ow8vYcmUsgpDVOzHn94IHSqL6zMejyghMAHPGmy/clW5uvL0YiM+HQoO7LfX1/PCwCrejlvWbD0odsxzMsem/THLky/L4Kr/hXHN16OY8I9XZj6pwieXa/i0/0a/rwqhYuejRmqtSgEQEis+6KTskJS2i4TKfLYqxoM8fijK8QJDMc4NjHtNc0aPtmXubbyLTZV/yh0cotm7DVXCXI+tCqsyh2/bMbNYKtj2BWgc1/pk83quo6rrroKP/kcK9rsj+p4fmPfw6JaY/SgANnNeYfIKVYqkskkajghx+qJjrs54ogj0Jpgf5fbP31fkDUsW5a9hEo3+72d831jzqW5c+fi7rvvxrYQxZvbWSH0c6MJfvGLXxTVzoKgFAE7m09K8dUKMsY8OJ1Og5CjhkvnQfD4448bjum6jmTbDkOoKYb3nufN7XbjA64M+XGjbPjzn/+MdNoc5aF4ISclC2NksDkQ0zhRS3C46UsvvQQA+OdCD06bYBTcNrRqeHKtylR7ctcfzvQZV6FBM8m11008Hjf8vuonlFceRSnklIbs/DaFzKKz/Y9HE0IGEujM59jpkx00E9ibvVpipExCiA1AdjKN/r6/8pJID/DGG29gxyvsxPCDJg1bOig2tGZCBf7+sYptIYrGNh0XPBPHzD9H8Z1/J9CZBMJJoDXGLXTaxVb9cINdSOkykaKBimAl9nRxQk5Q0HCbCONzNexuzyOrMzu2EydOhNudOzTO4/Xhk33sRHHzu88Xx8Z+8vQjDzDtLk1OFLOZeMRcxoMAALZ88l5Jbdi0aRNmzZqF+CfP4eKZfLJtFUcfd0KeV+bmn5+y3gbjqxRMqhY7lUmlUobQqklHHCvIGnOhKApIgA0xo13ik/ZTSrH476wAsyfhxohJufeUur2+Fm9lFyqnjLXht7/9bXGM7A/JMOzcz8EekEKO0+k0VGJ8/61FJbdjbJDgB3Od+MJUO3Rdg6ONTXQcTRMgODrPq3vweDxYsZu9P88bbUMkEjFF4lwAUNJcGD6R9+duopTd1LAlxaZNWLZsGU4ea8Mp44wiTkec4qJn41D1zHjeTeVE1nOs0k3QutNcCY/j8TiqOLHeHhiWp/fQRAo5RYYQ4gCQHUhYSGwCv12QKz9NX5nEtftrB2/DWADZBfr+3AAAIABJREFUo3N/z1tFSPllzX34bw/g/GnszetJbiFyKFwuF7a0cwn62jYPim39xU1YIYfKnCQGKioqsCvMCnCjK0o73D733HM48sgj8c0TauHNugTTOsUTa1RUVVXhnnvuMZQ37cbr9eIjTsjZvuylnEkbRRAKhVDNLZ6bw6k8va2Jw+VGR4r1hnj0/rtL9vebmppw5JFHYlxqA565gA3B7IhT3Pt+Cs8+++whz8HnlVq7X8feLva3dfxom9CEx7mEHGdQ5sfphlSwn4U9IT6vzEcffYTPjWF/G1vSI3p93Vs72DFx5gib4bsXSo6dfXvF8BwdrYXNZkM752G6f0dpF53zx9vw2Xf9+J+z3HjxIi++NW47/GHWW3ZzxNen8GCPx4Plu9hrsaFCwagAQTwez/Oq0mLT2JCWlKxwepAY2OWOXRUbnjlmzBjDRgsAPLAqhaP+EsHqZuP9tXr8LKQ4z/P2zasM/USSyyNHKbNQUynkFJ9hALJnC4UEEfJ35IEIOfyssr928DYM1nlznWvIE/7oBQSz1GCdUjy9TjWUlQwGg/j4Y2Pu6TPPPBNbO9gBdPOqN4pjbB/xKOyOJHXJihg8FRUV2NXJ3uAaShha1dbWhksuuQSrV6/Gt45mJ0//bkxjxadb0d7ejnPOyZ9j3OVy4eO97LU3ORDHzp3mqEwQjUYN4Sx7OswxgTUTEbChj4nWHSUR43RdR0NDA2ZWJfHclz1wcmXif/JGAvPPXQiX69A5ci644AJcdtllqK7uySuwjFvAHDvKJjRPSSqVMlyLuRJaWhVbBZd0WxdbPQ0A7rvvTzhpLCvk7HOOz9O7h1V7NERT7O/n+NHmCenkS+2mNApvsLx2oPsLf3uodpdWgPvVfDc8jp6/ee1xLkztYOdzO1J9S0zt8XjQ2KYbvIzmjbaZRsix66yQk1b6ng+t3EkSNt+CMy1WyEmlkjhnMuuNc+PiBL797wR2HJjLzp3LJuG2OZzYEWZlBHXf+uIaWiCxWMzgkVNuOcOkkFN8+AQihWSq5beXB3L1DZYdvA3C3h8hpOFQ/yBIGGpra8OVV16Jk046CRfPYBXut3doWLZ2G7Zu3YolS5bgi1/8Ik455ZSD3hNPPPEE4yFx3XXXYSfn2bH67VdL8j7y4bOziyjilkIOj2iPnDfffBOpVArnTbPj6Hp2kfHcNh/GjRvX6zkcDgc+2st+12MrFbTuNFbfEEEymcxZKUjConCVqyrtSaRSxfdcevDBB+F3Ak8tNIo4D32cwgOrVNx///29nsfr9eLRRx9FW1sbKKXQNM2QG+LoOgXt7eK8PHIlO4a3vCaLA8Fdy1Y3CdqSwkvGu6NNGOFnx+Q2/7Q8vTM8+OCDSOvASu76mzXSPFPpT5axwkB7HJgxc6Yga8wFnyOH9+gsFrquY0yQ4LgGo+BXxfmh70HfvKdGjhyJhtGjjeFVDTbEYrE8ryotdp3LpygrnB4kaWOXTi5d7HfmU9vRwM1R/9XIbtrefPPNhtftjrPfKekQm/qBJx6LIshfdp7yquInU4gXHz7upJBMUPxseyCj4GDZwdsg8v3tKrB/Sbjlllvw8MMPo9ZLsOAH7Mfz5KcqHhgzBoQQzJ8/H/Pnz2eev+SSS1BfX4/XX38d8+fPx6mnnornbuIFAQJN02CzCdgFpBQBO2sPkQsWAxUVFdgd5nPkZCaNlNK84UyDwdKlS3HNNdegxkNw79nsT6qxTcOEs67u03mOOeYYbA3bEVcps4u49+NFwOfOGFSb+0MymTRMxNtiUsjhqR4zHdjUE0LQUKEgmUz26gkzUB577DF8e44T47hqaQ9+nMI3Xk6AAqitLTx3h6IoWMO5eU+tsWHjvn0YP753j4pikEqlUM8vCqVHzkH8dROBrI3aEb5MNRGR5dln17BeC3u6dOyv8ObpneGKK66A1+vF6ocvZ3JJzBphHo+ccPMOph2HGyMry2vh0l9auHyDpaokGYlEMDeHiJOLVseo3jshEyr2t7/9DRv+ciXOznKEn9tgHo8cB+XyKdqkkNNN2hEAsrIsuKnY72ysrZlpt8Z0bGjt+b386U9/woIFCwyv268FAPTY7orsLpqN/SEdaYfCz7fd5TUemmcboXzhPVYKWWnwdWIHMvMeLDuchF2FmuX9mYa//vWvAIBrjnUyC2BVozj+67/udRF/yimn4I477jgo8nhGsHmqxwQVhMOCXNNTEdi4UcOWo5Si1fF6vdjZmdsjp1jeEEuWLMGkSZMwf/587G/eh0fPdxt2WG5dmoTN0befWTAYxFNPP2NYNL/9z3sHzeaBkEgkUONh31+wTsxC3swQLnHm2CBBIpHI03vw2L17F745m/dITOOqfyUKuknkYmMre+uo8hC8t/ilAZ61/+QMrZLj4kEq6qcw7ZF+BU1NTXl6l4YGjd0HemeHhqrqQ39nhBBceOGFcDTMZo7PGqFAVfue+66Y0Ggr044PaP+vvNgfZUee4SUSckKhEI4c2buQ05mgiPsa+nzeM888E9//9aPMsaPrbEhExYcuAoCLc9BXbZ48Pa2H5mQ92b2k+PfkQzHOwWa6yM6/9Oijj+K73/1uztd1KOyYGUg15+wnCj3aZjxYZh45UsgpPrz/cCFbN/yKayC+yINlB6VsggWR7290L/+OKfB8g8bYIMH189jcJE+sVTH7xNMLPtdZF36dadcFCDraSlc2kyFhzKxv88sFCw8hxCDkjKogsBEUZRG9YcMGnH766diyZQsA4I75Lnx+MruIfn1rGk+vSxvinA/FggULsDnKTr6OGmnD9u3bB2zzQMlV8vns8y8WZI15IdVsGeyxlRmPnGIz0taJyTXs7eCm15PQBsFp6vv/77dIpNkTtW5YPvAT95NUMpEjDl+Oi93YKtjUetUegr27xLngRyIRTHGzE/y3d6bx5S9/uU+vP+/qnzLtidUKoh2C7skctmSIaccIv9dmYbysB2CtVwG04pdL7uzsxIxhvS+3XtqooiJYoIdzwxxkFyZ02QkcrebIU+ImrLip2+W12I3OeYX4FbGFGka72Bw9H+/LzF8XLFiAyy67LO/roi7WqzKgtgAmKYgBAHqMDblWdQCOQ3teDjWkkFN8+MDHQurv8SneB7ICHCw7eBuEvT9K6e5D/QNQ8hqnjzzyCAiAvy/wwO9kJ/Z3L0thzJgxuV94CE47/6tMWyEEsX1bBmJm/+GEHJ1SeGQixZzs5JId2xWCukBxvCFeeeWVg48vmWnHzSeyGum+iI5Ln49j3PjxOPXUUws6t1J/FNOeXafgzTff7Letg0UikTCEVh05b36e3tbFXj2OaY8NFl/IoZRidjV7a9jVqTP5HObMmdPv8//gh9ejRQswx6qpuBw5NB6CTZEeOXnxG/N+hJo25ehYGpa+9DgmVLHT366qmRgxoveqVQDgGXsUtKzVs0IIUrtXD6qN/cWpsvfopD2Qp6f1uPFnvzEejBd/3Ojs7MSYYO/LrT+vUlFRUWDOQXcQmztZwdzd+mlh5ygSLk7IoU4p5HRDOaG/wl58QfFQjPey9+uobyweeOABPP3004d8XSrArmn8ToL9W9cMun39Js4K211pe5+qwg0lpJBTfHihoxApkPdDHEg2rMGygz+PWd6fcDo6OnDFFVfgG7MdOG0Cm37qfz9Kof7I0xAMBgs+L/HWIM6N8Yn9Wwdiar/RYqz7ZTgJBCoKf09WoC1OEVNZMWdMUClK/Pq2bZnd7RoPwZ/PYX9WqkZx4bNx7I9SrFy5EnZ7YanRjjrnSqY9uUbBlg1rB2bwIJCIx1DJRw3IxbMBe+0Eph10E6hdrXl6Dw7xeBxHcmvi9orDmPZvfpNjUVUAWhX7vkbaxVX9IAljyWfpkZOFO4iUzk43o/vE3MMAILr+dabdEae4+Nqf9/n1vmANNrezHpd/vfPGQbFtoHg09negOssrjGAgjJ56pOGYFi5+KEgoFMIormrlXe8mEU5m5gc6pbjtzQRW7Nb6NUdc18Fu3Hz02pP9N3awoNRQ4VR38ik1rQvh5ioVDj7TROlo370JtW7275/wxW/i6quv7jWXXtWY6YZ5btOatwbdxv5CkqywHdUK8TUYGkghp/jwwaqFyO18JsiB+O4Olh28DWZ5f8JZs2YNHApw28nswLezU8f1ixL4+c/7PlFkIAR7Y+yOi9a+I0/n4pLoYJ2cQgmKQEDu+OXC7/cbwqvGFCk/id+fmSDdcIITFS52wvidVxN4e4eG//qv/0JNTU3B55524heYtkIISLsgj7AsaCxHErsyKys5GCiVo6Hzrs6hnhLymqbhZz/7GebNm4dbbrllULx1Ojs7MaeOHbMmnPhF3HvvvbjooovwxBNPFOwZxhP3srkk6t3ikkUqCXbXL6ERwFle7tsDghB0UfbzSLXvzNO5+ATaWSH63Z1pnHHmWX1+vdPpRGM7+5si7Zuxe7f4RJ8+sL8D3VP4mF+ueHwBtHIJj1Oh4udq6upozYRxZfHoahVj/9CFs5+IYdIfI/j5W5nQmoI9cgCs2MJ6FU0IpIVXhYMag413fJBCzkHsAdaTvdJFhYUk3XfbNUw7kaZIV/QteuBLCy8wiNqJPeYI7QMAJcUuUWOUDwQZ+kghp/g0gw0Z6nsmM4C/A+8ZgB38yr+/dvA2DNZ50wBaCnit6QiHwzhzoh2juASz33g5jptv/1VBuUl4WlOsOETCYhJFJjvZr0gKOfm5/fbbDeFVY4vkkROPx+G2A9+Zw96k/rFWxd8+yrg333HHHf07udOLTk6fdUfFL1j0aA6XeCnkGLE7sS/KHevs+f5uu+023H777VixYgXuvPNOPPnkwHdzw23NOHw4Ow56JszDNddcgyeffBKXXHLJgP9GOsBWdxnuEpdjwJZid/3CqnmqGJmFhJ0dQ2iXmKSYn332GcYR9v5ZP29hwZ6KfMLtKdUKli1bNmD7BkqFjRNi/TL0uRuPx2NIeKyGBjKt7htah7HAalOXjlAC+M/mNLaFemzqj5CzsZWr4lerYNcuwUVdkzk8JF2Fv7dyxR5gw03ddgCqmKCE/Z8uZdrrW3S4vX0T3YYNG4ZWynn9tYnf6OvGlmKvwzgti5o6DFLIKTIHEgNnZ/WbWMDLsyXRJAaW84X/ZfXJDkKIA0B2psLt2c9TSvcCyF4m9Pf97eCSKA85Ojs7sWAqOxlcviuNd/Y4cPnllw/o3CGdjS22x8RMglNdUsjpK9/+9rfRwX1vY4JKUTxy4vE4/muSHYEsbxxNp7h1aeZvbd68GUcffXS/zx/x1DPtSlW85kq43AYJjQAOWRUjF7u72Fu9LZJZyL7//vu48847mecGI/+R2vQJ7Fk5Y3RKYecq/QyYILtnUOcVtwNt53b9wunCRAEroHlYB1x7Ikc1kSLzwQcf4KQ5h+Pw4azQVnu0saxubzS2GRfPxapIWAiVDjacxRYQV+LdbLjdboOQ88xD9xf979IwKxZ1JSnCeRwf+xNatYETckb6FWz77OOCzzOo5BByXBXSO6wbR9CYjytnhaUi09XVhZnceLi2WYPH0/e5VMLHbqp4YsUXR/sKL+SklPKbI0ohpzQ0Zj2eSQjpq29X9sprDaV0INmw+MyCfc00eTjY6lIf5eizuR/nBYDsmX2u8w4pwp0hnDuFncA/+1kaDz30EOrr6/O8qm90KexOhidV+gEfANIR9u92pZSCdzKtgtfrxXlfZUs2jgmSonnkLJzOl3rWsKWDYvjw4Rg/fmBludPBcUx7pEN8eVM+9rlTekHkZQ8XmumMNCEej+Pyyy83uOB3dhor0xWKspdN/Lo5pACuwXWrt1ex1bhqvQBN8a5HpcGuspPFiFZ+7tsDReEqV/G5XErBj3/8Y3xuDPtbiKQoGo45t+BzbeSEnMnVCvYILqmOdApBFytUOKtH5elsPXJ55Ozb+unBHHPFgt94a44pecOc++OR02WvRlpn39eLf/ttwecZVDghJ5Gm8Adl3rBuPJXDmYTpAJDoKL0AsmvXLszkvGc/bdHhdvMJCPOT5IScGhLK07P08PdmzVl+G89SyCkN72Y9doEVaHJCCHEjI6J08+FADKCUdgBYl3Xo+D6+lLc1lx3Z728cIaRX1YIQMhFAtj/egN6fGXCFNqM+wP6kfvnMh7jooosGfO6Yg73p+zQxA6XOJTuOalLEORSu4ayD2phgcXZtE/EYzp7Mi4iZkKrf//73UJSBDfW2EdOY9lifCk0Tl5wPMJbZ7UqXXxK7wWJbFyssVIQb8ZOf/AQbN2409A2HBy7S2VvYqimNkcGvVuIYZhQn1VYxucOcaSnk9Iarls25UO1IFUXUPhRLly7FyeNYIWdd2A+bs++Llm7O//qPmLbHQRDfJ64SFwDQqNFT0l1TSLR7eeN0OtESYxfPw30EL730UnH/Lud9lvaNQEtLCx599FFD3/4IOT+97efYwuUp6di8Elu2CAxx4YSccJL2672VK16fH+1x9lpMhkpeaBc7d2zHjBweObW1fArT/MQ8rJAzwhEFdLHzw24cGhuuRl3lV5xFCjml4TWu3ZeV/QUAsldmrw6yHVMIIUfl7dlDdjKD/QBW9XJeALiwwPMCg/P+hFId28y0m1NeuEfNGJRzqx42nraSiNl5plwpv3gZJg4bVLjwj2IJOVW0w1CK+18b03jllVdw6aWXDvj8znr2Op5aqyA8CJ4bA4EPZ4nq8lrMx/owm2g2EN2G++/9Q86+gyHkVETYikT7SN/KOheCr2oEQgl2IhzfvzlP7+Li1NjxOFqGcfgDxT+SFbVH+hU0CfBgOXksK3jvcxUSDd7DJVddh0iKiwbvKK5nR28kO9jPM61TBIaNFmSN+SCEYH+UFTyGeUmvlXkGijfNboDFbEEQQjB16lRD3/6IHVdffTXawOaHG1dJ8NZbAqsHGYQcyDD8LHw+H9o4IUftLL2QE961jgnJB4CQaxQmTZrU53OoAXaMcSoUOz9dPij2DRQ32FQGxFt+eRSlkFMa1oLNk3MJIaS30To7jXgngEWDYAe/7fCtQ3UmhEwHMD/r0POU0lwy6xsAskftbxBC8sY5EELsAK7OOrSBUiq+nvEAqU+zCWC3acPz9CwcPcC6pVfYU0BKQGK0BLt4TxC5YDkkQfYGV+km0OOD7001zsHu+O3p0rErTDFq1OC41fvGzGLafidBuMnozVFKHOkI047q8lrMx8YIG9bkIDqOGM6XFMkwYCFHjWMY2Osx7O/7pLCv+P1+7OKqwqmt2wf97/x/9t48zpKqvvv/nKq770vvM92zD8MMMzCsAg6rooALbhET9RGMQIxxefy5JMHEvNAY83tEIlEeVMQlGKKRCAgoJoigLMOAAjPA7D2973ffb9V5/miG6e+pe7vvUnXv7dv1fr3mj1NzblV1d91T53zO9/v5VoJdEHLSvPoIj3bH2UFT4Xo8rOFCTsAB7Oim095MVyX7WVq6uruRtNJda0+hOSnPx0lP04i06RSHP9B+C5d6EFOrutzGCzleCGlG9vkI67POOgunnHJik+Sqq66C1Vp9ZKkkSTjnsneRY/0+Cel0c8xzAaCYpvMcMyKH4nQ6MStEhxUTMw2/D8sMncfNZThu+vp3wMSKoIudw9+LeI7+LP/8+evRCranLkY3TmVP5ZFGywVTyGkAr5r43rzgUAeAfyrXnzF2JYCzFxy6k3Ne9zY+5/y3oClMf84YW6yU0sJ62RzAt8ucNyn831YAn17kvDcAWLjC/L+L9F02DMi0evqERb+dMDmoLQVYjDS+fKskGIcVZf1TJtoKnzbL0JLS36h6k4v+XZ4ZVbB+/XqceuqpZT5RHa7ujZrd5/zY3jK9G4NNEHLSMBfP5SjILrw0TTX41w+UTous1yOnOPpHyOzEs6JyDvRsr+ucpXC73RiJCx4Dk82JyHGodMGUlczS4xo8NCqrx8Ma7inz+gELpAULlEyBo9C9o+bz5Vx0gyXImhulmJ2hlYqmUrwm89x2ZloIZu5yS0iljI1wDkg0hVBxzW/yMcbwyCOP4MYbb8Q//uM/4q677qr5GnKQzjeNiv6tlFycpvklTCGHIEkSonm6BFeSjS8i4UwOkvZg2oU3XnZZVefw+nwa83d1+mBzU/texWOh1rI2n34b7K2CKeQ0jjsALJy13MAY+yQTZE/G2EUAFibORgHcVO6kjLEvMsb4gn8fWuI+FoozEoCfMMbILJsxJjPGvgrg3QsO/4hzvpgN/tcBLFxZ3cQY06RYMcbeA2ChC9shALctcc+tT2oWvTY6GYh5N+l2eneoBxEhDPP3D/5Et/NXilygi2fVbobKLorVibmcYDSbnSrTuXZO8tJn74/TMh555JGqdlUWg0kSDkfp60KdekWXc9eKXaU/c5a1XzUCvbDb7XhqhAo5X7nUjr8404reXlrVpt6InOGn7yftl6dVnHvhG+o6ZykkSUIUNNIo3SSPEgenC7WCRV9j57bAQyfQdgvD7GhjJ/oXrqFj8VMjCgLh2tP+CoLJZ4fcnJTn4xRi46Q9k2Ww2cyU04UwoRx7l5shkTDWeDtso4IK957Y4Ons7MRNN92Ev/7rv4bLVYcA7BeFHIZcrkxprAaQT9KqkmZEjpa4WKAhPVe6o4GECnTMSHnWlOlZHq/Xi4Mlqvg9/vjjdd2bHvhs9L7sgfar4mcKOQ2Cc57BvDfOcXmQYV782McY+xZj7FbG2OMAfgPguLU7B/Axzrlu327O+X0Abl9wqB/Ac4yxBxljX2eMfQ/zJcY/u6DPMQCfX+K8owA+suCQDcDdjLFnXv3ZbmOMPQfgJ8BrW+c5ANfpEW3UbHKHaC5yKs8xcNYVup2/p6cHw3E6II2+vFu381eKTRXMKR3mbt9SzORpqLQtFynTs3p+8IMfYOeOU3CSj+YBX/KBz2DNmupfyIsxlKYLAjnaXD8IixCRk5PM6LBy2O12PHaMCjl2C8O3rnRiz+e2w7cgsyCTyaBQKNR8LXWE2qi9Enfg3HPPrfl8i1F000kZj42U6WksLka/fwWrKXBr8Gh3QpMTjRZyaBTab48pZasHVYIaoIvnPmdzpzJqnHpsxAqmAbzItR+nU1mfnSGT0O+drEFV0OmgY68cNMCAWvDj6/dJyOWyZTobT0EUcvLzUZQmJ0go9PvJMgY+h2XolejfKeGsPpPA6/XilVn6jG/rlJsekZPNpOEXsiZdofoqCLcippDTQDjnvwPwIQALV8MnA/gLzHvivH5hdwA3cM5rj7UszycA/HRB2wLgcgCfBHANgIVvhBEAl3DOqWxbAs753ZgXgBZ+o8/E/M92A4CFyeh5AO/inP+mlh+g1Yg+T72anxxRcObZi2WtVcd5552n8YNoxu6zndOJgew2y0kuxVyeCiD2vD667FNPPYVrrrkG0szLcFho5E0mtKXMp2pnPE+jDJzJ4TI9G4Swe+XrWduc+1gGOBwO/Me+Ah47VtT8X1/kaTx7nQc7e05MB+rZoXbN0pS7aatxVXOsYVq5yqnTd6ta3BJdwKv2QJmeKxiLXWMCnZtt3Bhyy1dvwum9dMr72LEiQqHa32FyWKhK6FWb6gtRFISchOnVpOGNby9RayRloDdJcgoWYaVl79BW3KsbQchx2xjkvLGRRouhpKgokVEtdVfPbDdEXz+WbXA12mwMqx1CWnBQa8C9FB6PB/um6PpkW6eEaLS5Zcijk0MklRYAvF3tV8XP/FY1mFeFmdcB+CUAtUy3FwG8iXNe0pNGh3vIcc7/BPOGw+VMBYoAfgzgLM75kTJ9Sp37/wdwKYDfL9Lt9wDO55w/UOl5W5lcLofRJ35Kjr0Q8+rq0G+xWLBh5y5yzFVs8CDJOVwS3am3eGrfzVwpRBU6mXYU9fFRuPrqq8E5xzmraHju/hkFVm9nmU/VzjSnppnOTOMrzhwnnU7DK9Nncf22M5p0N60P5xzZIvCGH6bxtSe14fYbQxKe/LAb158xv0NYi0+Oqqq479/v0KSYJgLbarvpSvDT1JawpbHlrAEAhSwcEt2NNIWc0mQtQgRnQn+/sFJwzvHwHTdBlk5M6vMKx1Mj9UXk2HvooqfLzZCK6J86WymFKN1vk73tl0ZQLxZ3GAqnizspY5xJdXGOehnmFQ5Xp9bzsG68vVAFDdFVaI6wDQBqhr5D8jCLEYgoNppq1nAhZ/Q5LBgSkStysBr87LxeL/ZN0+Vsr1dCPtaY8b0cyWlthG47VvEr7XZoYiic8xcAXM4YWw3gHMynNzkxX977mVf/v9JzfRHAF2u8j28D+DZj7BwAJwHoA1DAfIWtxznnNTlvvWqq/HrG2CYAp2Pe2NgKYBzAk5zz5hgZGMQ9d/8Qf9LFMZ8tN8+4ba3u17F1rgNST73W7rQ1OP85nyImpgBgb0PjML2JKdS7xaWTkHPs2HyFkl2Cae3uUQWbnPr7xThWb8dC3TckpeYrp9kab+waj8c15dbD/fpXRmoXjj8rBRX4/x7O4beDCu75YDcshRM7tnYLw/99ixPjSV6TT84nP/lJDD18G9529YnnIZnn6DlNf3+c46ieXiysLuq2KPOV9RqZ8pkpsVhymZGKpVCcYSB5QuiwZBtTpSUej2PXAN233D2qIFMEAoHaRTf36q2aY8mRffCEavfdqQc5O4eFtlHe3vVNuY+WRpKQYm74Flg62vLGLaAzU4excEtvLGFQJTHZipjqRFA+IWZ7lCZGRAjlxwuSKeSIyJ5OLLROtRbqrBhZLaM0DfqPEypCb+wt07k8HR0dODSnIq9w2OQT8zJ/fslEDkNJz9LNxrzCYXO1nx2EGZHTRDjnI5zzn3HOb+Gcf4Vzfkc1Io6O9/E05/yHnPN/4px/jXN+T60ijnDeg5zz/+Cc38w5/+qr12grEQcAHv3RVzU7fcXu03S/jhyguzjdTqWxYdxZrQDhDJo7fksR41TocKv6vqx3CQaejw0p8Hg2Lds5AAAgAElEQVT0N1u9+F0f1hxLDTd8uAIAJGMReO1UyHEG2y/3WS8uueQS0n422QXLXz4BrDpT0/cdWyxVCznZbBa33nqr5ll8ekTBn77/g9XfcIUwvzZM+ve//E/DrlcSIcVP5RySyyz5XArJRxcJTiXRkHfY+Pi4xuj4t8cUfPzjH6+p3PNxfKEujAredbmJ/WV6G4+H0Yi04Cr9Ci60ExmJRkvbddpcKUVuZpC0R+NqXeLhYkRV+t73qs2rosYKNDJTsZiV/ERsASr4iqb5RlMYfIq0nx4torOz+mhuh8OB97z3fdg/Q8fCTm5cpFslZCNUSIrlJUCnAiCthCnkmJjUyRpQ1feZUQWn7DxL9+vYOtaS9irvfIpJwygh5LhCppCzFElGJ1ce1F/Z5PjiZ22AYbWPDuOP12ngWY6tp52FIcGnaWJfc6oSZOa0aV22NqxGoBd/9md/9tqC1ePx4P777wcCA8A1DwHb30P6rvFLVQs5L7wwL+hdsZFGh+3PhiDLcqmP6ILbH8KcUM3v+//6z4ZdryRCRE4kw+F0m1WrSmEL0bD2TqeKmRnjo3Kuef97cVafIHgfK+KWW26p67yyLGMoIZQQni6XrW4wnCNkpyl+3h4zIqcUORsVUtw8WaZn/RQj1AdqPIn6qlMtQlwz1zDu51oKSSPkmEbHIu4OuhHhkvKAWs5xQ1/2v/IK5l54mBx7elRBR0dHTee79dZbNelVfdbmCYkAkI/TeIRk0bi5SDMxhRwTkzq5dCNNY3lsSMGZZ2p3uuvF2UN318IuCbGZBoYu5ujiLpblCIZMj5ylEIUcL1J1v6yPVxUS06qmUir2z6qGCDkOhwNDKRoenRz8g+7XqYR8dEJzjDnNdJZynHnmmdi7dy9uv/12PP300zj99NPn/8NiA7ZcSfquCUhVe+Q888wzWBdgOLmTTpReKhhrLOjxeDCeEEzgpyq2dNMHISJnLsPhNCC1sR1wd1OT1x6PhLGxMd2vwznHnXfeiQ9/+MO499574ZrbB+uCkP+iyvHZW38GpsPu7FhGqDwTPVb3OWshFZ2CUzC9D6w2I3JKUbTTd4WXGRcJwQUD6tm8VZfnrhQpRiONfKz+TaNasQoVTrnNFLdFvN1rSVtmAHKNET+++7W/R7eHSgBPjyg1m7+Hw2GccfmfkWNrXE3wrFtAMUk3CVJKe1bxM4UcE5M6OHZoP07roJVgHjumYPv26g3DlsLTp52UpcYbl6mmpGkVgmiWGxYi3E6kJWpoJzMOpOsLOU2l5idoYirL74YUuN1u2Gy2Uh+rm4hMd2ukueaUlyzEqaFoPA9ANi3fFmPz5s247rrrsHWr4Ovhpymbq30MiVh13gp79uzBlZvp738yqSLhNda3yOv1YiJJI3J6PI2d1kwMvkzasxlu2I77ckf20fTHXi/D6Kj+pul33303rr32Wnzve9/DVVddpSk7/uyYiksvf7su15oq0L+1NaW/MFUJ04MvaY51rtF6+JgAqou+x/yycX6DUppGBcRU40TetGAm7peat5C2qvR3yhy+Mj1XLt6uNdqD6cYYVA89eQ9pz6RVHI0xWCy1z6N4B62WusmvlOnZIDJ0HpNl7VnFzxRyTExqZGZmBte/9SzYF+yCqZzjA39zqyFlFi2uACJZumjJTR/V/TrlyEbozlI0yxEMml4QS5Gz+qGKPhBJbURJNRwXcs5bTYWcx4eU1/7PCOI2mtMtR5oj5BQTwuQ4354hsw1B8JmxyQxKrLrF6J49e/CWTXS366FDRWw+aUuZT+iD1+vFeFKoluFpbA78H594hLRn02ZETlm8dPzo8Rgj5Fx//fWkrfXHoZsv9RDhdPHsyjWnalVkhG7qpAocnpBZjKAUTKjmFbbp9zyIWAVD7yQzLsUoIwg5QTlbpqfx2JEnbdnZfiaz9RLqXoVMgc4NeSZSprd+FAoFnC1UO909qmDXrl1lPlEZ1l5aobLHw5CNNcbQvhSSEN2UZe35XjaFHBOTGrn55ptxZifddfjjhIrTzrnAsGtOpungm5tuXBpBpoSQY0bkLI3F5sBUShByEvUJOel0Gm4rcHInHcKfHDZ2ByTloDvq/a489u3da+g1S8GFiKZEsT1DZhuCuxN5lT5HcrK6lM2psSFcuJaOTb86wvGBD3yg7ttbjNIROY0Vcg69sJu0ZzO8rl3NtsZDhZwOl4SJ0aEynWsnkVhQjU0Gzlkt+uPoN04mrTSN1atEGuZzsZDoyAHSjuTMZ7Acsp+abnc4VcNMtx2CkXJGNk7QyNloWkzI2uDKpsdRirBL9DtmcZubfiLhcFjj8VbK/09vHn74YZwjCDlPjyr48pe/XNd53f3bNJuWqZEX6zpnPcgFWjktL7dnep8p5JiY1Midd96p8Sj5/QjHxo3GpRNEOd3NSTcwtSofmyTtWB5wu00Du6Ww2+0YS9CX2/TR+l5uqVQKp/XIkBj1fXh+UsF73vOeRT5ZH4UA9bjw2hm+9c9/Z9j1ysGEXasUNyaVbEUgSYioND3Elpks01kL5xxb/Rk4hMjEt//vf8HAwMAin6wfj8eDcUHI6fVIDa3m1+mhE+LZDNemr5nM49GW5U5MGBtVevYqWfNsXvbn+o1ZaQf9mawoAsnKvz96kZykv8cU2nP3WQ9sIRqF2ONhyGQMSEMqZOHitCCFFDDONywvCDk+qwIUmhCVk09oDplCjpZwOIxZQchJTekvbIv84r6f44xe+t668bb/wvnnn1/Xef2hLgzH6M+THdOmfDYKmyIYbtu8ZXoub0whx8SkRmanp3D+AB0Mh9lqw/xJACDvoKUBixHjB/3XrpWgIeNJxWaYaV87YbPZNIasv73/P+o6ZyqVwplCFZZ9UyqyReCTn/xkXedeDGtoAKk8fVEffvohw65XDjFkNs3bM/e5UcSZkB5SqNzDKZvN4vX9dBzIh7bg6g9dX+YT+uHz+RAt0PG218sQjVbn8VMPfivdee5Zt61mw8i2xxlEkdNppy1nrCfEGzfQzZY/Tqi4/hOf1e38sr8P2aIgHDbB8DgfoemQeZuZylIORwf1JvHZGRKz9UXJliSuja7wrjpJ/+u8SsFZouJQnWncNZHTCjl2X/Vlrdsdr9eLaaHwbHZ2uHRnHSmOPg+nlb6zrWteV/d57XY7jghezU2r4gfAIRhuq/b2HBNNIcfEpEZO7QY8NjoYxoOnGHpNOUjLt9qzjcs/5YIJWwbm4rkSbDYbxoSogakjL9R1znQ6jTN66fD97LiCBx54AOedd15d516MULgDB2apKLUx0Ljoh+MoSeqRU7C0Z8hso0hZ6G6pT628ckYikdCYySr95+pyX0vBGMOn/u6r5FiPR8L4eOOq+flt9Ptw3huuLNPTBIwhJXiEOFXtok9P3iwIOUOW9bDb7WV6V8/JW7fhaERIpYoM6nb+SpEyVHzlrtrKCK8EvL3aqOm54f36X0gQcuI5jr51xvmGSQ4/knl907hrooSQ4/SbFU5FGGOIFelGRDFm/LurIzdI2klbF+DSZ/NhOEnH26PPPVKmp/G4mGC47WzPqDBTyDExqYFisYgLhMXLy9OK8ZMnoepH2Nq4sNnRgzQdKCuZlVkqob+/X5Na1edlKBZrN1hMpVI4Q4jI6T/nbbjiiitqPmclSJKEV2boomVTE4IPRLNjV3hV42+ijcja6W5pgCUr/mwyFsF5/fRZtGwwzidM5JTXXUraISfDxMhgQ66tKAqCDvrdlj3mAnox0hINb/dw48zZO1wMZ/TRae6oU9+F9Omnn46jUTomJocb7xvmFkpoq05z4VwOqzuIjPD6nRncp/t1fv2z75P2cEzFunXrSnfWAZvdjjEh+heJxonaryEIOfEch89v+imWIimkQPKkcWbpjz/+OK6//nqc5KZ/n0L3abpdY+8YDTFSpw9BUZpTvcotF0hbcrfnmGgKOSYmNTA+Po5dQlrVY0MKPB5jIwO4lwo5nfZCmZ46X5dzWIvC4q5N1W29eetb36pJrer1SBgerj2ENp1MYEOQDt9vfP+naj5fpfT19WG/EJGzpaPxpppWwcQu0Le+4ffQThTd1Pyz01q5X0TuyJNwCWHato0X6XFbleHRVuaJDB8o0VF/crkcOl30Z5c8ZgrBYmQttAyxT0qX6Vk/V22xEB+xZJ6j0HOGrtfYtm0bhhJ0LB56/jFdr1EJPonuPnNTyCkPY5jLU4P82Ji+KSAvvPACHr3vLnJsOM7R29tb5hP143A4NJtGiDdDyKFzxXiOw+czy4+XIiMI22JknV7813/9Fy688EJ8+9vf1hgdOze+Xr8LBdeS5oaQhCeeeEK/81eB1yIYbnvb891sCjkmJjUwPDSEc8XSz8cUbN++3dDrSgGaWhVycKBggEmfwOzsLPw2Oihu2nGO4ddtB3w+H679xN+QY31ehiNH6qg4lhgnZe8BACHjxYyzzz4b+2fpc7A5xBq646IoisaXxNe9pkxvk0rgfhrR1OmoXCB+5PtfIu0XJxWwRu58OQLIq/S7kJo83JBLZ5JxhF10GmUN9JXpbQIAOSvdmfdJxkWVfmAHXaw/fLiIvgF9IyLsdjs8/fS9b0mM6HqNSghYhd1nr9ZY2uQEYopfbkZfv8GbbroJ/T46NgzHVXR2GreY7Onp0Qg5mWljzcRLwXNx0o7nOLze9jSarZeCjY6Htrwx/m7vfOc7wTlHwAGc3EnXLo4N+gk5W1//VtIe8Es4/ErjIxRRzMFtpd8Fm789x0RTyDExqYHIsb3o9tCvz/6UF+9973sNva4lXGLBGh/THtOZw4cPI+Ski6VLr3yX4ddtF86+5G2k3eNhmJut3d/IlqK59xlFAtzG7zZIkoQbv/4DcmxNgOGO279p+LWPk0wmNc+izd/TsOu3I3KQVpfy27hmV7Uc6yW64/tbHUs7VwRjiKs0PD3XAMNIAMhFtGamtqBxVWnagbyNRnIGLPqXSJYkCWsDTJP+/KMXCti1a5fu13OtOpm0gyxepqdxhOw0UlI2x8RFyVmo8amc1TcSYmRkBP0++p4aTQDBoHGRzKtWrdKkVu35zf2GXa8c+QT9XZoROeUR7Ricqv6pppHIiSqf4piYLQLo0c/b808/9jeaY/mpJhgeZ7SCmCPYnmOiKeSYmNSAZYr6xUQyHHf+/FE4ncaW/HQHuxHLUpVZiRq/aDly6KBm8Sy3aZiiIXjpC8QqM+SjtYc8OzPUwHAy7wQaVEGs/7SLSFtiDLf94+cacm0ASCYSCAvpLI6QceHqKwFbjQKxUsjh9UKK6W+P1e79VCtpmS4SeIN8IZQo/R0VVQ570HwWF0MRKuuEbPqnB69atQrvF6JxZtMqZoOnG5LaYuumlYg67YWGln1WiwWEncLuc8D0DVuMvBAJ4ShWbvBeCZxz9PvpEiuiuCBJxi27SkXkFOYaI2ovJBenm1SJHEwhpwxMiJzzShmA61tAYu/eExExF60Vqp0mPIBFP/N3myeEmELPJ0UHdTt/peQFH0Wgfb0UTSHHxKQGPPGDpD1YCOIUg9OqAMDj8WA4TndcclN1pOhUSGJqiHgNAADMqhiV4+6CKryb1VjtkVTuAp0oTSuNq9rkCfVoPH/WeBq3eE9Gp+EQ0sqcYTMKoh684R7MZcQFQPkSyiMjIzj//PPxurUueO30b/HMpLXMp4yj6KCpXBaDfAY01xX8J6ZTHHaHsWL+ckcR3hsddv0juFwuF96zlT6Hd+8r4hvful33awGAb0D77r/nzlsMuVYp0rOjkCVhTOzoL9PbBACKgoeQEabbYmqVWB1QbywWiyYip8/bmA2ehRTMiJyKEVNxLYwDWX3Tq4iQI0TkHC7qnwocARVJrenGV07LzGorxvkCTajM0QBMIcdkRbBr1y488MADup0vffB3pD2qag03jcDr9WIkThdcLz31a+MvnC6xMHKZZooVI1s0ZSal1GTNp/Mr9O8R4f4yPfVHkiQcnBMqV4UlcJ13kcqRm9MKYFZvY75/7YrP58OIKBBPlxeIv/a1r+GJJ57Am4TSzq/MKPjoZ79oxC0uChMMj20FfXfXy8ET9Ds8nWZgDYqMW65wN/1bdThV3Xege+0Z7OimO8937y2go8OYzYe+dZsxnaLfnwfv+pYh1ypFeloruro7B0r0NHkND42E8Mv6RlA5ZRVBIYo5wYwXM6IqrSba5238Mq+YpkJEssBgt+sX9dFOlBRck9poknp48cX5DIIBP8POXjoujjs26notAMja6NrAkW/MxspCMhG6yTKXaV8x0RRyTFYEg4ODmJub0+Vchw8dwplC6ecZe2N2v+aFHDphPPSc8RUy5Cz93aUUC2CxleltUooYpxMsOV27R06A04Vq3NJYUe3ArFiCXEIqZVwZ4YXkhJS0ogrA0Tghqx3x+XwYjtG/aWGmfETOLbfMRxtcsYkKOb88VMRnPvMZ/W9wCWxBuqvoRqYxwqIw4Z7JmiLOUjAhzdRpAZDT11Pm0lW0AMBkUsUTwwpCIWN2ZDds2IChJJ0T2DMTSKeNq8i1kKzgCTWbVuFt091nvZB9NMUuqHOK38zhP2qOJWXj31N/+bmbSNtnZ5py4EajpOl8MQtzrliOQEePxi7hucd/qes1jkfkfOY8KqZFsxwJ32ZdrwUARQ8d43288Z5h+SiNAopkONxud5neyxtTyDFZMWSz+uy47H38F5qdlhdmGlOC2Wq1alKrXMVImd76YclT4SCpmrsr1ZJitGqDvVC7sNgh04lZwdvY1CIxImdzWNJNKF2KYmKKtKM51jB/oHbF5XJhVPA2Xsp7K+RkmjKm4+5TmhKRIoanh50c+Xze8OtKGSrGzuUb8x5Yzsj+Eh41ySntsTp4XTddlN+7vwiVwzAPO8YYTjrnMnJsfVDCyEhjqlfFxmmVtpmMBKu18SmOywlbiG6+dTr0iwy7//770eum78jZtApvyPiqOWtO0VYT5YnGprZIwiZVwpwvlmXnzp2YFKL5fv/re3U7P+ccL774IrZ2SviLM+mY8O97C/CH9I9SFKvrhi3GV9YVKSToMxgvyG0bLWsKOSYrBr2EHG96kLSnUyoGTjlXl3NXgphatdpn/NfYVqCKegqmD0S1ZK10N85VrHGXIhOFz0I9aVhI35K6S96Cgy7GNoUaJ+SogoldrCCX6WlSKYwxzOTorumBPY8uGlFw2QaZ+HKkCxxzvq2G3eNiWAVxoMvNkExWVnWrHsRIxUjBXDwvhd3tR1TYgVbjOppTc47TuujC6H+OFrFt2zZDJ/Ke1dtIe32gcUJOYpymQSa5oyHXXc44O6nBu93CUEzqkwLyqU99SmN0PBznhqX2LcTlDyMi+p3Nlo+uNAJrTojgRntGQuhBf38/chaa8jMz+JJu5x8bG0M0GsXnz7eR93WmwPFPv8sZUkXN1rmetHucxYal3h9HTVEhJ6m077vZFHJMVgx6CTm2KJ00vTil4u1XXaXLuSvhgx/7PGn3+ySoqlqmtz7YFBoBkmGuMj1NypEX8oY9qHGhGTlKmorKYe/aVOtt1cRbr/kUaa/ySYhNa0sxGwHP0EliQjHDtvUgolBx1l2M4OMf/3jZ/pdvpNEnvzlaRN9AYwXF4zgEs+tOF0MiYXw6gTVHoyFFHywTLQ6HAxNJIY0voqPgET2GDmGfYfeogi9+8Yv6XaMUwbWkuT4oYXi4MRWDMkJqVc7anl4QeuLp2aA5lpg4XKJn9Rw+fFhjdDwcU/Hud79bl/Mvhsfj0Rge5xZJkzUCu+BRlpa8ZXqaAMDqk04nbUsuqltE6d69e2GVgHeeTIWM//NkHkMxboiQ4+6jVfz6vAzRudqtBGqBpwQxkbfvu9kUckxWDJmMPuF9kQNPkvaRhA3r1jVuAbP1nDeQdqebYXrc2J0/p0p35nOy+WKuFi6UmfRLNT6Pc1TIGYpxhLt6ynQ2hjf+yXWaY/mJ/Q25tpShi+e0GbatCwUnNaFd7WO44447SvZlAN4sCDkPHipiYKA5Bqv2EC0rGnZJSMb1rfxRClHISXJT4F4Kp9OJcaFEcjFaewU/DaPPkuZ0SsW37vqF8YtoQchZF5QwMa5jpNEicCE1jTvNipJLEejo1kSupCb1qwDa76fRX6NJhgsvvFC385djXsgRInIiDSxBrqpwqnSTKmsxhcXFcHXR6LAu97yvZ60Ui8XXomlffPFFnLVKhttGn8dbn54XiowQcgIDNDrRIjFEhl7W/TqLIlT+ykvt+242hRyTFYMeETlTU1NY46ILcO+Gs+s+bzWE1mlLnc4cfcHQa7pBhZy8ueNXNfaOtaQdsta241KcOUTahyNqQ0K2CVYnJjKCH8icfpPgxZAFv6YMM9P89GD1VjqOhV3SvBGtQLFYxM5eCV1uOn146GARV155pZG3WBbJo/WeyEV0FAdK8MILL0ARUoIKdmPLC7cDbrcbE0lByNEzImf0OdLcPaqgb9WqMp11RBByfHaG1ExjUqscQsQs85hCzlI4nU5MpuhzmJvVT/BYLVSLetv7/6IhHh0ul0sTkaNGGxMtCwDIRiGDXr/oMI23F8MepBGlXS6GI0cqn08pioL77rsPX/7yl3H33Xdj3bp1cLvd+MhHPoIXX3wRF66h6efPTyiYTs8/+0YIOc5wP7JF+t1KjL6i+3UWQ85T64KCxdPQ6zcS05nPZEXwhnUykK2/JO0j//0w3hGmL+hjmcYqvbIriEQe8C6IFIwPvwzgLYZd0yPlSLtoCxh2rXbF07sRWBC00uVSoRQLkC3V5e7OHXoWC2MnDkdUnNnXV7a/UUwVXOhxnnhZWhKNmSxaCwlgwa8sK5n593qw5exLgBd/Qo6tKuG/lUgkcMk6OnU4MKvgX+/6BXp6GhsZ9hquEFQOLLAAQD5i7PN48//5Z3xvHV2YqWYkxJJ4vV5MCdZLRR0XmuN7foGFjkm7xxSsa4Txr28VFM4gsxMLGDk2ZPx1Abg43VySvcab6rYD8+bkJ0SHgo5jhhiRY+tsTNS2JEmYztHxed9T/40L39+QywPJSc0h7jLHxUXxdJJmt4fh6Gzlfk3f/va38dGPflRz/Lvf/S4A4Ffvp2uU3x474bHYZ8TckTFMpGWs9Z34bmWn9ElbrBRrMQks0K9Ue/tWNjUjckxWBHde5USHUr9z/7E/PAq7hb6gV516Sd3nrZZpwZg0N2VsNIRXptEjqsPcea6W0MDJpG2RGGaHqk9Hyo7TENWUrQuBQOOFtSjoi9GRbUxlDLtKy5wXrGaanx50rl6vMaFd7WNQFIUci8fjuGQtXSg8MW7FFVdcYfg9lkWS56uXLUCJ61sJSeSX9/wYkrDDzswF9JIwxpAQUtB4Qrv4q4WHHrgf/jRNPd09qsJma4A/gmxBXKJjoj3dmNQqn4W+n8VUQ5PSRAr0udCzupPokWPv0nryGMVcgaYbS6kpTE0ZOx6+hiDkzKZV+IKmkLMobkHIcUuIRCqvRvvNb36z7P9ZJOD8fhqR8+jgiXe632+MwDFToIbraqQxovZxXJzOE9t5zWIKOSYrBrdSf0ROenAPaU8kVVx21dV1n7daoiqNQlCixg6SfiutksRdZqhstYT6T4Ki0oXy3LHqqxO4c3RC5uxrTqWghIU+A55iY6pWOYXd56LNTPPTg0AggJE4DYlfF5CQy9FovJdefB67hFDtTW/6c8PvbymiBSouib4hetPtEaJxOIc9WKK0tomGtOCxJmf0McL8wl++Hy4r/bs8M6o0rBR32kZ9pjxFfaogLQbnHCE7/d46O/rL9DZZSBJUUJTS02V6VoffDnjt9Dl09TSuIEHeTgsr9HklvPJKg1JbhHF3IsnR328+j4vipuNGl5tVLOTk83ns27cPAOCxAWf0Suh0nXj2zuzT+uM8dmxeyDHSAD4GYYxPNkbUBgBwDp9ErTS4p6tM5+WPKeSYrBi8vMZyz6+iqipsMRr5UgxtQmdnZ5lPGEfaSiMw5BLhrLrBOYI2uisPM1S2amSrHdMZOuQmJw6V6V2GYg5BmQoZrlXNEXKyTppGE0J9369KcTMqLPA23mlpJIFAAAdn6YLwpA4JBw4cwO7du1+LzNn36x/CI0wMz//TzzXsPsuhqRiVNrZKRreb/g5m0hzBcOPfBcuRvI1+Z+2F+o2pv//972ONi+ZsjSdUzGZ4w4Scglcw3ZaMr5wWnZ1GyEmfRV9Pc6rHLTdSjPpmsJQ+Qo5YehwA5MDqEj2N4exL307aq3wMU5MGzhEXUkLIWb26cT/7skSIyPHaGZKRyp7FAwcOAAC2d0nY/zEP9lznwfinPbjhzPkx76K1dNNlXAkitHojPvjBD+LTn/60DjdfmrSVbvQ5cg2sWpWNwibRuYzsb7z9QKMwhRyTFYMPqaU7LcLRo0exwUcjU4Kbz63rnLWSt1Mhxa3WH21UllwcNvouMEO3a2Q2T6MGlGq9ISLHiA8IAIQ3nVnnXdWG6qOTsw5rBlDVMr31wyOk+cGMDtMFv9+PVwQhZ0tYws6dO3HOOedg48aN+M53vgN++LekzzgPA+7mC7tJTkO55Wzloem10O2h06fJpDGlXNsRVdgIcKgpQCmW6V0Z9957L7Z10r/Jvun557lRQg730+ozfS59SggvRmJKW1ra37Pe8Ou2BYJJul6pVWJa1URSBSyNq6741j+lEZIOC0Nk/GiZ3vqiCr9DMyKnAjzaDQAlXtmzuHfvXgDAj97hRN+rBtuyxPCvlzuwvUvCRWvonLP33PfgwIED+MEPfgCPxzgD4KKLfrf0yIiomBLRuLZg+4qJppBjsmIIyumlOy3C2NiYZqLoXntGXeeslYKTDvwBVp9ItRhKQjsoerrXGna9diYi5K7L6erSP9JjNBVrKqVi3ZYddd9XLYiRQHaZoxgz2PC4mIfbQsUGqcQkyKR6HA4H9s9oI3KOMzg4iOuuuw7ndNJxdNq9pSH3txRpIU3CWjB24kazZm8AACAASURBVChG5EymeEPKC7cD1iBd2EkMQJ3REIlEAts66Y7DS9MKJEmC290YQ3QWWkvaAx4VnPPSnXUiO6cdc51hc6OlEjbtPJ+0fVIWqg6bERs7qaiseBqbcukUKmQCQHZ6sCHXzgjXmUipppCzFHYfiqBjF6swzW/v3r3Y3iXh1B76eVli+MTrbDh/QNiFXUOfecPw0TGo3vVXNUwd2UvacxmOk7Y1Z57cCEwhx2TFELLUV358cnyELGwAAJ3NWcSIE4Owtf7S6uVITlH/nXSBI9DZvmGKRhJThcVmtjoPhbmDu0n7cIRjw4bGmSgu5IwLr9CUmDzw9K+NvWhG68Nj8ZpCjl68Igg5G4ISLAuGPI8NOHc1nRjGOpojZotkJLq7aC8am+q3JkwXa4FVmzAwMGDoNduFgS2noSj4hZWqdlMN2WwW27q0ETlve9vb4HI1prKktZOOxat8DJm0cZssAJCPUu+JSJaDWRpg7twGbDj1PNLucjMk4/ULwN0umorubqA/DgDAYkNCpZtGxYh+pdVLEYlE8K53vQu//9V/keMzGRkdHc2P2GxpGNO8vywVRpTu27cPF68rXYD6wzttmjToRgk5NkFMDNmKQDFXurPOHNv3NGlPZxjOOKM15ilGYAo5JiuGDlt9Yc6Z0X2wycKg2CQhRwrQHY6QXQEKxog56Wkauj2d4giFzHSWWkgyujNcrTdEcvA50h7NOuBwOMr0Npae3j6MpugE4md33GzsDnRaK+TYA00qed2G7J+lCxCrzLA+eGKacNFaC6wLxsC8wsEHmpNeKlKw0eobLtXYBXTITn9Xq7ecbuj12olTtu/AZJKOE2JKRrXksxlsDtMp7Vuv/Qx+/OMf13XeanAKlYlsMkNy0tiUFiVOBbC5rDmtrxR3N/USkiWGxNRgXedUVRWrPPTZVjyNf0elJFoEwJLRx/+nHN/85jdxzz33oEcwgS/Yg2BCdT8TLTkL/XuJVZfKcfjwYVwkFB8ox1DGWTKNywhcvZu1BxONMTxWomP0stwFWa7sd7QcMUd8kxVD2F4ElELNn5dnDpB2pGBrmj+HqHYDMGyQzM6NkPZsFnA6nYZcq91Jy3SxmRg9UJXwkR95gbQjluaKGFMF+hzkpw7ioYceMux6sclB0o5kONxeY8pnrkQ+8JG/wmSSRuWcvCAK8Z1bqHD3+yEFga7WyD0v2KgBvJtlyvSsH845OhzC99bdvlUx9Gbjxo2YEISc1OSRMr0rw8tSmo2Wt3zg4w19V7m716Gg0J8rM3nY0GvyJF2gi9XbTMrj7V6nqSSZqVPIyefzGo8c7m18qlvGSv26HDoYii/GF77wBQDalFPm7S7V3URAfH95K3x/xWIxnNJV2VL+UL5x0cvBnjVI5gVB0+CosOMwwbIgwRsTkdksTCHHZMUgMeB/7q19d86VpoLGFG9eVIo71ItETlhIxMdKd66TghC6HStYzR2WGskJk6teL8Pu3bvL9KYk4nGstifJsf7T36DbvdXCTJFGGK0LSPjsZz9r2PX2PPYwac9mOLZubU7VrnbkS1/60msGscf5+dUu/O4aFw79lQfX7KQpGw8eKrZM2LzqpOOxVzIujDufz2vKjzOvKeRUSmdn57wB7ALqXUCHhGp+CrNqqsEYjd3pwhgdolGY1ZoR64pQnS0uVm8zKYtksWImQ7/H2dmhMr0rI5/PY7VPmB/5Gp+KXnTScdnLja+gJjOgUxBybKHWEPpbnaKDvr98cmXvr0Q8hoESVdJKke9pXNRoV3c3RuJ0jE+NHyjTW1+sWRq5nZF9ZXq2B6aQY7Ki+MInPlxTqPXMzAxyw38kx2bl5k3cA8GgZpAszA4aci0x5D2uNK76QrtRcIZJu8fD8PWbv1bRZ//wu4c1ZWYveNd1ut1bLUQZjYZZF5Cwb98+w66XnqE7OgWLF+FwuExvk2rx+XzYl9BOes4fsGBDiE4X8grHzw5a0dXVGgIGExbtHosCFI2pGpTJZDQ7z7KvsYamyxmbzTYf0bqA/Fx9u7UdNppanLOFAKnxU9zJNL2mGq1PGFgKsTqbWL3NZHFmc/Tvdcct/4iRkZEyvZcml81qyo9LwSaY/QrpXAHZOB/F4wz4GSRhk8/dbVZQqwQuVPILWJfOHuCcw6kmYbdUtrG69fKP1HRvtdDR0YHhGN1snj3yQpne+uIQ/PHy9vauJmkKOSYrirUBhmuuuabqz73vfe/TGClGLM0LGQ2FQhiJ00EyMbbfkGvJgnu+6PNiUjmqiy56LRJDPlJZpaf4YRq5k1UYXL3NrRiUkOku0tqAsa8USVi0FKzGlc9cqTwXqez7/fWn8jjvsqtgsbRGKodUKiJGiFbQi2wmrdl5lv2mkFMNCdDnbOJwfZP8bjsV7XLO5giMUzla6pzFjfWFUIXUqjTMtOdqmMtTQdFZjOLNb35zzV5vxcQ0XFZhbGiCkCOHqPF6p90YUXshZ/RRH5LplIrgqgYbPS9TmIeOV6IHWynS6TT6vfRYkUvYPar97LNjCro2n1nXPVaDzWZDjNMxfvilp8v01hcPaFik6mrvghimkGOyotgYkpDPV/dCUxQFjz7y3xojxbijeZWbOjo6MJGhC6jEqDFCjkWorJSRTU+SWokULJqcfJdaWcizI3aItEeyrqbsOC8kZ6e7SKt8DEYm3dmEPP9sm4fMNoP9mTCeKTERXMgPn8/jC4/kcMEFFzTorpbG6uvSfLeQMkbIyccmYJHok243UwiqImeh75F6yyP3OIukXXQ1xz9stkAjYmIjLxt6vblhmq6QlcyNlmqIKlT46vfPR5UePHiwpvMpERqBpXIOS7Dx1ezsHdTIuc8zH0loBIXCfPTImYKQs2dMRb9Zya8iJMFLqNPJoSiLv4fj8TjWBOh7KGfvwJcf16ZlfedFueGFMYJrTyFtKdkYs2O/EH0medu7IEZrbKWZmDSIja+mBxSLxYp3knO5HE7ukDRGiilX815QjDHkHWEAJ0SWokGpVfZ8FFiQTWXvWGPIdVYCyVQGk5yjz3viWfKhsuoEwcwQsGCzd1QJY6PeN1glaSuNyLHJTOMdoidOhYpeecEg0KR+AqEwLvu3FD6ww4aTOyWEnQzxHMfTowriOY69UypeetVHp5X8ibw+P2bSnD5/KWMqtRSj2gmpLdh4Q9PlTALUgLLHIyGbzda82Oh1q1i4N6l4mxMhlZIDAE6E9qfGDiAej8Pn0190np2d1USGPbd/CP9L9yu1L3HJD+BEpGf/q/42qVRtVe94jEbYTiQ5ulyNjxx199JImG4Pw8TMJJz9a3W/1tzcvCfJmb1UyHl2XMFb+5uQVrYMsQToxnC3hyGVSi06biQSCawR0vicvZtx3/5D+NiDGXzlUgfcNuCWp/L4n5nGbzR4V20BJp99re0XImUMoZiH30oFMEuwvTdZzIgckxXFcSFneLjyfPxsNovThRfU0YgKyd3cEtxiCXKL4NSuF36J7uKE17TO4m25YbPZMJagUQN+KV3RZ7s5LTM7bWleRNhxZrIS8kKVln7R6FFHPKC/K8Vp+uPoTSgUQjQL3Lo7j48+kMV7/zODj9yfxXefK+An+4qviTgDAwM4++yzm3y3J/B4PJhKCRE56dnSneukKJQ3nU1zWOxmSks1XPV+6u/V42FVvZcXUiwWNeMO9zVn8l4QTGb7/RJ++tOfGnKtSCSCThf9uQdObpyhaTsgRpWKFaeqhSWokDMS500pfezqoUKOxBgydUa9lWNqagoM2tSqPWMKBsyInIqwCWJDh0tCKhFb9DPzETmiH9MaXHvttfjmMwWE/jmBwD8l8OmHc+jqarwVhKePliDvtBegqmqZ3jqR0q6DHG2++WwKOSYriuNCTiy2+AC5kGw2i5299Kvyhwml6SW4xR0Xe07/NIL4zDjcVro46jvJnCjWyrXXXouxBH2RBSxLp/rxfAq9FvrMxt3ryvRuHKl0BqOCV1O/X0KxWCzzifrwi5UczJLPuhMKVSZQ33vvvbDZWqdCjsfjwXSaPos8aYy4PbiP+lVNZ8wqftWy/Vxacc9jYxg9Ult6cC6Xw4BfqCIWaI6Qk5RplOAqL8OxwaOGXCsRjyEsCDk7z3+jIddqV1Qv3RA5blRcaxrSgWd+Q9qjSTSlyqfN14mUUP7ZqApqIyMj2BCSEHAIUev+TQgG29toVi8cHdrIpdzc4v6J8XgcA+LGmb8ffX3zz3RRBRKvTi97ehqfXhRefypp93gYHvvNfxt70STd8MwrHN6u9hYTTSHHZEXR5Zbgs8+LM5WSzWaxs4fuNDw3rsDlcpX5RGPo0AySEl5+8Y9letfGi09qB90tZ16o6zVWEhs3btSEeXbYl65O8Ksf3gx5gSeHonLkQ5sX+URjsNlsGBaqp/X7pNdCrfUmaKMCkWkwqz+VTLwPHjyI0047rQF3Uzler1cTkVOMT5TpXR9jB+g4m7V4y/Q0KUsJEXb22Es1nSqbiKDDRaezcmhtTeeql1HB8sxuYej1G1PpMRPRejVdfOW7DblWu2IJ0d36kJPBba1dyBkRDF2PRYzZ1FgSxjCeos+G6N+jF8PDwzhD2OycSKpYf9rrDbleO+II9kEVDLbzkbEyveeJx+Pa0uOBfqxZo41A2bix8Yn4ncIaBQCe+OV/GnrN3CyN6pxIcoTavLKpKeSYrDg2hiTkclozsHJE5mY1Qs4fJtSmR+SsP22X5thjD/xE12uMvvIsaaeKDA5few+KRrPzgitIu8upLFoh45lnnsFD3/0SOfbKjIpgV/M9Oa6//npNicl+P6vZX2BRijkE7PRa1jbPfW4GpSJyNm3aBLt9fjF67bXXNmVSuBSlInKW2tGsFUuOVk9zhNt7x88Q7B6kFToFzc7UFjFQyh/OGl5b07nqxR7uR1Ew3bZnjfFqKrXQY+72rtCiN45u7VjW75eQTleW8iyyWkjNEquLNpJJoSAGiy8uDNTK0NBQCaNjBcFgc+0HlhNMtmBW0A6LsaWFHNEjC54enHXWWZq+zYiMklxBZFUhrTBhrOFxeopGP04kOcKmkGNi0l5s6ZAqjsjJZDK4+k2vg9cuGAqONz+1au2WUzWhs3JK3x1oJuSbxpTGut63I5KPRpH0ethrVR9Kcdttt+Hc1fRl+NSogssuu8yQ+6uG7du3o3cLLWnZ75MMqY6Rj2onNf6+1hMUljulhJx/+Id/wODgIA4ePIg77rijCXe1NOFwGNECXbjExg4bci03p0KlWDrWpDLiQsUgNVHb+0uZowLQbFpt2obDR667QeODpvd7+TjFOE0jSBUYYDXf0dUQ6l6FmbQYVcpqfoeJERJixGojmSnQSLAnf/UzQ64zPDxcsmKV12tGKlbDTIY+O2piskzPeeKxGDqE1Eq4w9i2bZum765d2o1fw2EMCUafAY9Sua1FLeTntBE5fn97V9o1hRyTFcfWTrliIeeuu+7C6SVCRieSvOlCDhhDXBgkHTl9zT1tebrzHFdNQ896kfxCdQL34pPGO++8E+f100lS39lXtUzu+SVXfYC065kEL0ZkmPpnFBSOzoFNZXqb1MrxyJuFnHzyyejp6WnJSJzjyLKMoCDs5eZGDLmWTyxv6mvv8qZGkWS0mo9cY5WxzAQtwT0c503zb9q6dStGhMW7zQD/OkDrASUKmSZLEwqFMCREla4J1BaRo+QzWCuUgx6MNi8i5+gMfQ/7kDTEv25keAhnlKhYZUSltnYmkhe+v8nFx8N8YkZTTReuMCwWCz73uc+9duiUU07Bueeeq9dtVkVSoiKKD4kyPfWhGKFRuHN5a1PMxhuJKeSYrDi2VhGRc++992oqVv1hfH6S1nQhB0CM04mwS4mU6Vkb7iI9n6ium1SPLUBTorrcDJFFPGX6vEyzy7ftTR8y4tZqw0d/nnrC0hcjPnaItCdTHMFQe4fMNoNSu6ibNzffj6kSVm+hRuxyLqr7NTjnCFrpYsgaaH4FueVI3kYn+dZ8be+vuaMvkHZEdUOSmje99fSdRNqugr7v5dcQqrLFldYxH18uhEIhHItS4W1Nje+wzNgrGs+iA7NKmd7Gc2CCRg6u9hmT9swiRzVR68+OKWZETpVEi1bSljKLC8BqKTN/13wVtq985Sv42c9+httvvx1PPPFE08bDlGD+HqiwSmutKEI6WkZu/2fQFHJMVhwnd1Yu5AwNDeFMQcjZMz7/Ym7mRPE4SYnueHiUuK7n96r0fKK6blI99jD1dbFbGL7w2Y+X7S+mVUWzHL07LjLi1mrDT4WcXg9DNp3U/TJpoXTqXN7SEt/BduOiiy4iociXXnpp043dK2XLGdRcM2grIh7Xd0xMJpPoctNj7V7e1CiKDirEOmt8f+VnqC9C0d3cCKmsjaYnerkxu9DiQi7NzbSqagkGgxiMUSFnbaC2qNLc2D7SnkqpiFZeV0N3RH+e1b7K576VoqoqgkX6HE4mVYwnmxcVt1yJC9YFohebhhQVcnNcBmzz72rGGN75znfiuuuua6qgJo6FIYuxQo4ofinODkOv1wqYs2CTFcfGkIR8prKF5tTUJM4Qcn+fHZsXcloh7zJtoek1PqbvAjog0fOlraZ5Xb3YQ1qD3t2/ebBs/3OFtKpnJxmsNmOqoNSEj/48ssSgLmHSVwtFIfdZnPSY6IPT6cRDDz2Eyy+/HFdffXXLeuKUYvVmWknLZ2eIzizuM1AtszMz6BIMJj0963S9xkqBebpJ28tqS8kUI0elYHOFtYKTeiYFJAPM3wHMDR8k7YzkKdPTpBw+n0+T/rS2xtQqdZqm/+6faZ4/DgBNil+vV/9NlunpaWwM0Kijl1/9uS0WM9WvGpKcRvnb8otHlEpZOu6lePOzBETyDiqkdFgrLzRTC44C/Z2JVgbtiCnkmKw4LBKDM11ZNZMQYgg46KR9z5iCSy+9FH19zR8gsna6oxmS9VW7wxY6sc7ZzYoY9cJsLsRzdOLYLVYeeJV0Oq2JyFm/672G3VtNuELICdHjLKm/uadoGBpD+4fMNotzzz0XDz74IP793/+9ZCnTVsXZoa0elYvoW7kqOjGo8SVwd63V9RorBVlIMw1Z8zWdJyzs8ipNjshRvdTQvsNW28+1GIVCAbkYjYQI9K7V/TrtjiRJGIyKETm1GfazOWquvn+2uULONZ/4W9K2SAwFncfD4eFhbAnTpeQrppBTE2mJhno6lohQtOapcXBOdpfp2TzygqjdaS9f2KNeHnrwQXhARXNn5/KZv9SKKeSYrAhm8zT31JtdOmIgn89je5h6IUwmVYwmOO69915d769WCg4qrHh5YtFS1lWhFDQT64Kru0xnk2qYTNIJXrentJAzNz2hMRHs2Hm5YfdVE4xhJke/X5a0vlEQAOAsUB+hhJnmZyIgu0MoKHT8K1WiuR7SU4OaY8xtVq2qBTElrdulQFWrXPxyrlkccMG3q9FIARql2OUoAnq9l18lkUggJGzAr960XddrrBREIafPy5BLV5cOVywWETv0DDm2f1bF5Zc37339/us+gVyRPneP/PzfdL3G8PAw1gXpUvLAqwLWctoEaAXSwpzGoy7+DNoV+v85S+uZS6seKqqHHSpQ1F/YLhaL+NN3XQmHhc6lt51zqe7XajVMIcdkRTCRp0p1IL90xEAsFtOkVe15Na3K7W4N5Vvceez2MOx9/jl9Tp4Yh+DbB9Xb/CikdmAyRSdXXW5WsppE4sDvYBdeTO6TLjLy1mpiNk9z4S1LmPTVglelu09iNJqJCRjDbJZ+X4qxcV0vkZ0ZIu143iz5XCsuwRS4yy0hOl3l3ys9C4dMx1MW1EZmNRJrmKbaOSzQGBPXSzKZRMhJn3V7wKyeVgurtr6OtCXG4MhX/vd69NFHYbdZ0c3pBsbL0ypuvPFGXe6xFoKhMEYT9Lvxq/+8U9drDA0NaYoxHIup2LlzJ04//fQynzIpRdZGjYE9LAMo5SNYnJxGIhaFz7cEXiqqSwxAQt93MgAcPHgQPR6tpHHWxVfofq1WwxRyTFYEU0WahhFSSri9C8RiMY3R8bPjzQ2VFRFDuCXGcP+Pv6PPyWO0dG+6wGHxmqlVepAVnPS73RJisZimX+HoE6R9ICJBcrVG2fGFRAS/Gke+fBWuWgkwGjJbcJrRYSZaIjk6ZqsJfaPDClEa4RMtWMv0NFkK/8ApmmOx4X0lei5C5BhpFlUOe6i5Qo6zcw0UlS6g1ehImd61kUgkEHSIQo45JtbCZ77wJUQy9O/lKVb2Dnv++edx8cUX45QuCR4b/XvsHlVw3nnn6XaftSD65PT7pOqj3hY7//AxrPbRn/vK912PRx55BIyVjjQ2KU2u1OZUsvz7y8OocTV3tp6HpcXbgVSefree/91Dul9HlmX0CJHtkQwHs7aeb5DemEKOyYpghtOQxQ4s/ZKORuY0pcf3jCl4y1veouu91UOG25EuGDNhLM7RCfJQTIXbY5op6sHJZ11I2l1uVlLIcU//kbT3p1sznSimCrndBZ3LPmdjcMk0Yomb0WEmJYgWBF+GlL6REEjRTYCE2v4TRaNw+jswKyygM+MHqjoHjwyS9lCMwxtortjtD4YxnqQ/18yRP5bpXRvzqVV04SK5Wm8htxy4+OKLkRQKOfjVyt5ht9xyCwDgTRvouHN4TgV3NT9qdDhGn8MBP0MioV8VtcTYIU3J9Ws/9fcIBFowOqTFYa6QJhUO8fKpwT4LTVFi7tar0ORwOjVi4uO/uFv36xQKBfQKQs54srU23o3CFHJMVgRzjE7sOqUYoGhTWRaSn9gPv7DjtT/hwt/+7d+W+UTj8Xi9mkHypF59xJanfvlT0h6O8ZYweG4H+jbuIO1uN0M0KkwclSJ6c4fIoSGpuTvN5Ugw+sy5Fa0oVRcxrUGj3ORdd5PWJK7Qim5SRl8hx5KlmwAptjxKs7cqE2m6AC5MH6nq88UZajB7NKLC52uuV4Tf78ewUNL6i//7Ohw6dKjMJ6onEY8jKAg5cLZetOZyISsUcgiyysSO73//+wCA9++gkXkPHyni1ltv1eXe6kEsrb4uIGnnGnXgzNE06iJkoAUFheWA2+3BsFAyXhSqFxKw0jWM7Gs9rzan04kR4Wc6tvdJ3a+Tz+c1qVUTSX19yVoVU8gxWRHELPTFYmEqXvjt4obFtqnnSXs8oeI3e17G6173ujKfaDyXXnqpZsfFo+qziB7fT437EpIfp556qi7nXukwD33hdntOCDnHjh3Dl770Jdx9y1/DJdH86GiwNX//aZnuvnmh344fAGSn6GJtIqnCFzQniyZaxBKuliVKuFaLvUgriWTk1jOYXE5M5anwxuLVRZQWpqk4ciTafCHH6/ViRPAmWe2TcPPNN+t2jXR8VmPsCYcZBVErKSt9n4TlykvGX7hGxo5uGr3981cKePe7363LvdXD0Ygg5ARLp3HXSlD4PSWlAGCmVNWE2+3GoTn69/rFD0uLgcViESHBms3i7y3Zt5lYLBYMC5vNm7v19xjN5XKa1CpTyDExaSNUm09TKejv//JqfPWrXy3/mcHfk/ZLCXfLRaS4XC6kZJpu4y7qs3DxcroY37DzAjPnWS8EIafrVY+cWCyGHTt24Atf+AJeuu8bpM9L0wrOf/O7GnmXFVN00Z/Hx9K6VmnZ//TDpD0U4+juNv0gTLRkJBohYyvoGx3mFCqJFFrRYHIZMafSaD5reulCBAvJT9JUrKMRFX5/c1NQJUnCVJZGaPT7GG677TbdrpGPlfDOMCNyaiYrVADtsmXL9NTy0bOo2f+BWQW/Pqy0RPnto9ESETmRiG7nD8nUcDdlNdP7asXj8eCwILzNHX4Ws7PaqNJEIoFON52PO0LNrdZXit7eXk1EzuYe/YWcfD6vSa0K9m/R/TqtiCnkmKwIHA4HXpqmA+TWTgmf//znS+YLJ5NJeOdeJMdejLWmP4y9cz1pe9R4mZ6VUygU0OukYZsdG3fWfV6TV3HTSePx1Kqf//zniMfn/35/tp0uBH59pIhdu3Y17BargfmowOmQFCCr3wJamdpP2ofmVJx99tm6nd+kfRCNxK2F+sfDhXiQIe2iw1y41EOcUdHFma+u4p0ye5S0i55VsNvtZXo3jqkcXdyvDeg73S4m6O9J5QAcremhthzIu2g0Q49j6RLJR48eRdjJcNUWKtj86+4CdrZIxSYxIsfvYEjNalOVa6VTELwytub7Ai1XVq9ejcNCRM6GIMPQ0JCmb2JuSmOu7Qz3G3p/tRAIBDQROV2OxW0tamE+IoeOsadfeLnu12lFTCHHZEUwMDCAl2boYLKtcz4UdmxMayb2xvN34uROGir7crI1d15TFnpffpas+5xTU1PoF0pKeoRSsSZ14KYRLF47QzIy9ZqHwll9Ek7qoM/fXO/FkGV6rFWwhkv41ehYYnLu0B7Slrs2w+EwSz6baPF0rSVta07f1Cq/nCNt7m49X4LlRNpKF36+alKDVVXTv+fkc/S4rbqZytMUv/VBfafbapp6NaUVCyC15vthOaB46GZEl1MBiouLObfffjvet90Cm3xiQZ0tcvzohTx++MMfGnKf1TIc55oKaspsdT5Ui9Fpo7+jnN1Mea6VzZs3ayJyNgSlkhE56RmtuOPqaD0hBwDe9aG/Iu1OW65Mz9rJ5/Po9VJhq3v9dt2v04qYQo7JimDHjh3YO6WQY2evmp/05HJ0UBkaGkJ3bpAcS+U5hoqtKeRkhR2QoBDqWgtTI0c1FTG8q0+u+7wmr+LRlnFX4hOYnJwPl//gqXQ39+CsAtfmCzWfaRX8oU5Mp4QKAYtUW6iGwcFBrHHTyaIaXKfLuU3ajy1nvJ60/dYCFEUp07tKOEfQRn2rZF+PPudeoeSdVAjzs9SShQiO89j9P4JVoovUrpNaI1JvRqGRYat8Ehx6ZtoIQk5KtZXpaFIJPEA3IyQGYAm/pu985zt4wzr6R73n5SKi2fmUyOAZhAAAIABJREFUklagqEJjoCvFhnU7f6edjocFlyls18qaNWs0ETm9XgnRae1cKjtHo6oKCiC5WjO1knvpdyFkX1okrZZSHjnwrIz0e1PIMVkRrF+/Hs/P0nDrjSEJXW6GbJaGht5zzz3YtYbubD05okC2tmYEQMFBd0ACljygFMr0royxl3drjkmB1lT7lyV2HwqcDr88MYWRkRFIDHjPVjo5/LcXCwgEW/MlDQChUAhjgrmnXhE5j/z3w1gn7Gan7K0xSTZpPbrXbSNtj40hGZnW5+TZGOxC0IMl0Fq+acsN1Ud9HWTGgWRlPjk//vqNpD2dUjGwpTVSWmKSNs1pjV/SbBzVChNSVzNofjrZcsbq7UA0K7zDoosLHk6nA+f10wHhgYPzc69WKb/9jW98Q5NeZUvps8kCAJ1Oem7FFHJqRpZlbDzrUs3x4rS22l0hSsfIuRxrXZNpYe1QiUhaLcVcGh0uQdIwhRwTk/ZBkiQ4BnYikaMv6nNXy7jxxhsRDAZx2mmnYd++fdizZw92DdCF9O+GFHAdzVv1pOimg5XEACSqM4wUee4395F2NC8DNrPMrm4wpqmuw9IzGBkZwdmrZHQLub53vVBouoHnYoRCIYwm6IROjekzWSxOH4JFohOU8ObW2HU3aT1cXWs0x1JTx/Q5eUorCDnCq/U59wrFFuhDuiCkfswNLvm5TCaDsDpFju2dUrH5pNZIAZYcPkwJUYrry6RJ1IIseD/lJPP9XA8ulwuDgjEwotr0leNwzuHKTqLTTd/VTw4rePvb3w5Jao3l1Q033KAxPHbmdBK2VQWdTmFevEIWz0bxjdu+i1HBU0aKDmr6KQlqdh7Lt25apd3XpRVJFymrXgssXcJbzbsyomVbY6QxMWkAO884C0+P0hD71w/I+PWvf41oNIrnn39+3vx4dgKn99KvxuNDRaiq8JJvESR3BzLCRBjx+szskqOvkHbGZhp66k1GEqq15KMYGxvD206iIuLeKQWHI7xldvhKEQ6HMSpE5CTHD5TpXR1BhS58plIqLrjsrbqc26T98IR6kSvSZzEzW35BVg1qnEaZRbMc3pC5cKmHru5uTcTAL+/61yU/F4lEsL2LLl72TqstU83O7XbjSEQUchgiOlUMshRo2eeCRf9KMCuJUkKOuoigmM1mcc4qOk+cy1vwtv/1V/je975nxC3WhNVqRfcW6hvlU+bK9K6S1DRkcRW5QhbPRjEwMICkjUY12ZIloldSVLiIK62bWunxejVjod5CjiVL54kFlQGO1p0z64kp5JisGHbt2oUnhqmQc9Faumj+xS9+gT51jEQAFBSOp0ZaNyLH5XZjJC76k9Qn5ISttDKLNWx6kuhNzkojbOyFGOLxON68gT6T9x/Q3+Ffb3p6ejAq5OE/et+PX6vAVQ+ONH2Wh1I2hMNmZQyT0sgWC2bo8IV8RJ/osOzMIGmPJ1T4fD5dzr1Sufjii/GKUIggfmRPmd4niEQiOKWLTmH3TilgLZJekMvlcCRCx8T1QQnRqD7m23aVCjlFi7dMT5NKCAaDGiEnPf5Kmd5AOp3WbPi5Nl+IW275F4RCrbXxlXVQYSAkaSu11oQQ+a2oHLKvNYTU5UzSSu0SPFltmjrLUDEuyVvT+gGYF7VF7x9VR8NtALBm6e8jkrcALRIVZzQr46c0MQFw2WWX4clxukg+vVdCUBj/unN0gHluXEW6gJaNyOnt7cWIsIgefXnpiXA5OOfoFsoDcsHHwKR+FDud7NmLcci8gO3ddFj+5aH5v8W6da0rplmtViRAd4RXeSU88MADdZ/bV6Rh4AVfiQpZJiYLmMvRSI1irL5U0+PkZ2iK1niSt3TK43Kgq6sLUStdaHaxpcWO6PQYTgrTsdK7vnVSLsfGxkpE5Ei6ReQ4QL39VLv5HNZDd3c3pvJ0MpibPFi2fyqVwlahsiTr2WHIvdVLwUPTPzstKXzz1n+p+7yKkD49keSwO8wUv3rJBTaQ9mp5Fvl8nojAljwdIzOsdSPyPB4Pjggi6ctP/FLXa9gL9PcRKbZuhJLemEKOyYrB5XLh7R/7EklDkhjTROVcIBgd/254fiHdqhE55557Lmby1Ohw9ujzNZ8vl8thtbC5x0yjY93hLhpV4lQT2N4lkWgwlXM8O6bgggsuwEkt4v1QjrxQdnSVj+G2226r+7yFCbormrCaZoomixMr0DGdJ/XxhMgKQs5kCmZEjg5c+M4/J+0Bd27JjRM++gdYF5R9VlSOd9xw4yKfaCzj4+MaIWddQD8hx8WEqi/O1jXDXw4wxoAA9ddKjb6MkZHSpqypVAond9IllKXvFMPurx7U4HrStskMX/u7T+HIkfqiIopR+rsZT3LY7abpdr1Iq6hh+3pPFl6XHcFgEB/60IfAOYetQKOqcjJN1W8lent7MZ6lz0V2/BU8++yzul1DFHKixdaNUNIbU8gxWVHc8LFPYvckFWouWVA+0ibPGyAv5LeD8+lYrRqRY7VaIQWp0MLqqBiUSCTQ76fh6Zbw2prPZ1IaJpQtDttV7Oimz17C2o1bb/8efvWrXzXy1moiKdMFbZebob+vvnz50dFRbAyJFavMHHyTxYmrdBJX0gixBpQoTfOLqc6WMTVdzvg2nEXa6wMMY8ODi37GOfMCaT8/qeL8S96s963VzDve8Q6Nyez6oITInD7+JB6ZVqaU3K2VzrMcsXRQwWOVl+HTn/yrkn2z8RkM+Ol3X+4+2bB7qwdHqA9zGboRuTks4Y477qjrvGJBg7GECodj5SygjcK/ZRdp22SG7a+mkf7gBz/AY489BoeaJH0KttbdULBYLHjT1deTYxtCEr73vfqev4W4FJrGL84B2hlzBmKy4nhi3Eral647sXg+e5UMp5VGRDw+NB+R06pCDgBwLy3H7MzXPllMxOPo99GhwdG1oUxvk1qxCmWLu9wMm4RUAd+mc3DNNdcsi8nRuh3nkbbEGDb31Rfu/9+/ehADgqioBNbWdU6T9icNWhFOyuqzeGYpWiUpYzHTWfQgvJmascoSw+/u+2HZ/k899RRGn7qHHBtSW0vg/ehHP4pjcTp2ee0MOZ38mrxW6vdn8XSU6WlSKXJoLW1LDM89+ouSffn0ftJWVADhjQbdWX0EAgEcmKXPy+awjHQ6Xdd5VUHYNiNy9GHtSTuwf5auN87sO7FO+eIXvwg3qBGc6mjtiLw3X30DaQccDLEJnapJYj6ifSEJvnJS/Ewh5/+xd+fxUVXn/8A/z8xk3/cEAmEXARUXEBVxt3XfrbWbC1+1tf60ttLaarVqrf2qbfVrrV2sS9Va12qtdd8qYgWVsogsAgkhQEL2ZCaznt8fE8g9d2aS2TOT+bxfr7xec27OvTzCeJfnnvMcyjhvbdHrv+xbZcWMwQfooyfpIyL+u9OHrsGp6KmcyMmu1OunlEhfiJ4js7c3a8ksAMhhIifucsr1ees1hYLpptEnUq6/IUxlV3zvxwGrBRX6oi927PV68YslV8BiKl46e+EpUR+TMoM7W1+tIl4jcrKdekLIncNREPFgzS9Fm1N/wbL9v28H7dve3o4jjzgMixr06XOtual1rpwzZw4e/8fbcHv1c2KOPfrRsnv4fD6UZuvHzS2vC9GbwlVUVY9u0zLJ9UXBp9TbOr/Q2lt7BLClZhLDn8jR71+nV1hiLsrcvP4Trc0ROfGRl5eHjf36VKkTpgyd75qamlBo0adWqvzUTuRK6QT4lH4vV+KL0+ppAAqUXvy9D6lbMyjemMihjPNhkxM7+/SL2tf3999EHmW6OXyncSjpk8qJnIJxM7R2RY4H8LpD9B6ee7c+b9rrA6SIN4nxll89SWtX5luwb6XplFyePgm06poadLj1G9lcd/T1IN55552AaVU7+3zYd27qFDSl1JRfqU81tTnjtFKQaR6+KkytUSDpzJ6vJ7ZLXLuC9vvzn/+MoxqsKM3VHwpKDzg5YbFF67DDF6JT6QXnehpXhegdvs723SjLM432qWYR+FgVl5QErFw1pcwS9N4vt1u/T9rSl7rFVUtLS7HRtGrQjHILrFZriD1G1tfXh55mfVTSjl6OyImX7Tn6Pf2JU23IHvzn2t26C8VZ+gtpS2GK1w60ZqHPpr9gKUPsq5ruUQQ9keOwpu5Us3hjIocyTl+/HX9doyc5frwwG5ccmIUjJwavjwOk9qpBheP0QrgWAdAX/EZ4JL7ObVp7p10Aqy1Eb4pWYU3g92nfKtONVUX6JHIAwJWrvxXK93ZHfayNGzcGJHLavFxil0ZWOn661i4UR4ie4Vv1yUcoytIfhqqmpGZx03TkLNILzdZagyffVq9ejTNm6qN3PtruxaJTL0hYbLHoUPoDhb1lHZYvXx7TMdtbtgRsK61L3fuTdKGUwhemAtX7VFhw991345hjjsF11123dzpSQX+T1m9Lvz6dM5WUlJQEjMiZUWFBf39/iD1G9pe//AV1RXoycUefgs3Ge8V4aC8/CD7DAitFOYJjBmcM5KrAKXFZJam/7Ht/dpXWrrJFP3NAoxSKTNd4cw3KsYyJHMpIj63SEzlWi+DB0/OQY9NXwXjPMCLnpz/9adLii1RF/XQMmKa1OHZtiupYlh593vOuAV6YE8FSUOmfVz+cNJpaBQD9pjcuJegN0XNkpaWlAYmcxt7o3yBS5qho0IuOVuR4oXzeEL3D8/aLTwRsm3fMaTEdk4b4KvWXEVPz+/DBBx8E9LNYBGfuo1+T/rHRh9ra1Lxx77LotSumlFlw3XXXxXTMnl2BtSVyilP8jXwa+NKXvoR1u/WL8qwqC5YsWYJ33nkHd911F377298CAEqc+opN21yp+5IhWCKnoVQw0Bf9SMXvXvkd1BbqiZzJ+x0W9fFIZy2uxUfb9WvW5Qf7R31V5UtA/5zS1B8178zTz9E12QPxOfBAN7It+vc7q6w+ROexh4kcykif7PDhna2eYfu8vdWLL515AU444QQ8/fTTmDYtNQvZAf5pLdu69RNZ37bVUR3Lat+ptdtcnPOcEBYrOpyBF+Q9BrwWIM2mtA1k60uql1qif+PncrkCEjmbO4PXKyAyKhqvJwVybIL+1tgKK7ra9ZGK/S6FOQctiOmYNCRr4iFae59KCy676GtQSv9/viG7CxNMqwX1jl+U8Pii1WvV65BMKbPg3Xffje2Ybfp30ekFkJW6I0LSxcSJEzFu/2O0bbNMo2SXLFkCODoD6r/t9KZusVmbzYZNpqlVFhHkO9uiPmZlvsBm0e9fjvjyOVEfj3RlZWV4fLX+wvmMmTZMLRNUmhI5HQ6FwpLU/f7t4S7Ukyvj81whekYoyOyDvKpJ8Tl2GmAihzLWpS860NIbekjEHz9x47HHHsNrr72Gc889N4mRRa6oqAgbTOVIlr/8eMTHaW9vx7plr2vburyZU/092TpdoUc77XTnAxI60ZOKXLn60NnKrOjfuPT39wckcrqsLC5LIyufMDOgyGxX09qYjmkxrVhltxZDuPR43BRNOwwe39C/mUUEpQPbsGPHUHFgt9sN26ZXtf02tnvhLJ6UrDAjZp5OMKUs9u/MQKdeMLnXbU27a0Wquui6X2jtSaWC/CxTp9Z1WtPlVSm7YtUefS4E3O+WeKJP5IwzTavy+hSyy8aF6E2ROuOMM/DwSrdWfNsigluPyUVVgf5339bvQ3Fx6teE8ZbodbwmFMWp7qgpkdPpUKioyZzvIu9CKON8//vfB+B/uz/rt3343qsDAQXuXt7oxmvNeTEVg0smEUHzgF6l3dm8CmvXrkV3d/h1Su666y5MMC333C2pf4FIVz3e0IUB233pt7Sxu0AfOluVE13BbQBw9PVgUqn+XTzhK5dHfTzKHIXFJdhhmn5v3xndVNM9spztWtvFFaviqqJmHNa26tfhg8dZ0d7eDqUU3nzzTcydOzdgWtXf13tw5ZXfTWaoEXHk6rUrJhQLsmK983boU2L6vOZMA0VLKmfAkE+ERQT7VOj/YP1fLNPa63f7MHmaXpw2FZmnV1Ug+sUI6gr1v5PWfoXC4tIQvSlSNTU1+Mo3LsXvP9ZHrXx1vywcN1k/B+62q7RI5Ei5XservkhBeWIflePqMNX17POhsjK1V/GKJyZyKONceeWVGDfOn63tdgK/+dCFA3/fhx+8NoDn17lx/ZsDOOtvDuTmpddIlIKGA7X2rCoL5syZg9LSUlx99dVhHeOOO+7ARNOw9X4rL86J0ofQ37EuS/o9KKoi/S1Ida4X8A4/hTGU5x+6J2Do9vwvpWZBU0otIoJdA3oS3r07sEBsJPK9+lQKT25FiJ4UDavVio936DUhDq+3orW1Fddddx2OP/54DOxYh/1q9H9XR8OxmDMndYtOO/P16bFWiwS8LImU1aV/F/t9qbtiUtrJzkdTr/7vM7dW/86te/Uhrf1RixfTp+sF1lPNHXfcEbByVZUl+lWDzCNyWnoViopSt05QOrrttttwx/tOdDr00aVXHKL//76tJz0SObYqfdSazSJwtX0R83H/9JvbtfaOPsVEDiWXiKTMv4OIpMcQlBhMnjwZq1fr9WO6BoC7l7lw9lMO3PG+Cy4vkJubXrVhTvrWtVp7arll75u/e++9F+vWrQuyl85mAepMBewcOZlzQky2AUthyN/1Zqdf8UpLqb7ss9UCoHdH8M7D6O3tRa5Tn8rS782CtZAPzxSeDrdeM8TXtS1Ez/AUi2mlkDSrX5UOlm7TEznHTLZie/M23H333QCAM/bRR550OK346e//kbT4omEtKA94EJtcGtstn82jDzdzKCZy4unzLv3v8/AJQ7fFNgswBfqKVUubvDjiiCOSElu0lixZAmuVXjus1LcbfX2RrxzkdruDrFiVHtN70klxcTE6BxAwKsdsa5cvLZJoeWV16BrQz4XOXRtiOqbdbkffTj0ZtLNPoaqqKsQeY0/KJBAyiYjYROQSEXlZRHYBcIuIW0S2iMijInJ4EmOpF5HbReRTEekB4BGRfhFZLiI3i0hc1rQTv5tEJE6TImNTXj7yaIfq6vR6kK6YcajWtlkE0w1Dgu+7774RjzGuSGA1jYJw56X+sobpypEVukDdQMH4JEYSH9mldXC49Qu1p7MpRO/QVq5cifFFpqXHXXxYofD1WvSpiZa+yBOKe7hcLpRnObVt1gxaFSNZ3tqij96rLrCgc/3Sve3zZ+tTCgoPPg+wpPa7p9zcXGwxTd2eHGOdnCy3/vBtR3q9dEp16/r1c8cRE6w4fR8bnj0/D43XFKI8T79HeneboK4utRO7IoLTLzG97CtRePrppyM+lt1uD5ha1dKrkJXFKX7xlJfnfxnx1zXDT1Fv7rMgJyf0NP1UUVBYiM2d+rlww4evhugdnp6enoCXzzv7fGn3Ij4WTOQkmYjMALAKwIMATgJQDf+/gw3AJADfALBURP6Y6NExInI5gPUArgcwF8CelG4+gEMA3ATgcxE5I8Y/ZwGA1wDcDCBtKvLdcccdox1CZHJL0OXTp+rMrhr6X9zlGnku6oRi/ZRgdytYCjgKIlHsuaGXzPUUTwz5u1Q1afJkNPfoF+o1S1+J+Dg2mw3ji/VTRXMPV6yi8Hny9UR8x5boVvEDgM2bNwfcLJZN3DdEb4rW1i4VcKPftuxJAMC0cgsW1OuJnOz9U3+VnLy8PGwx/TfFWvA426ePDnNK5jy0JENrjl7LY98qK164IB9n75uFcaYXDB82e/CVy76fzPCiVjl9vtauK7Lg0//8O+Lj2O32gKlVO/oUxo9Pv5dPqUwGC5iv2uXDZ23ekP3a3OmxYl1RUVHA+f3NZ/8Mny/69/t2ux21pqTihH3nRX28dMREThKJyBQA/wYQzh3gYgCPJmralYh8F8ADwDBFOvxKATwtIqeFcUyLiJSJyFQROV5EbhGRZQCWATg+9qiTJysrC8ccc8zIHVNMu0UfTmic2x1OImeiae5+U7cP/XZ7iN4UK2dR8GRNv0vBWpJ+N0XV1dXY7dYfKpa/8XzExxkYGEC9Kam4y87LFYVPSvURMxNKLPjss8+iOtb69esDHuAKaqZGHRsFd8UVV+CNzfqonPNn+hO4F8/V3/bvdggwNfWv0UFH5MQ4tSrH59DaTktBiJ4UDW/1HNjd4b04uON9V/qMRCmfDPN/laVjc8SHCTYiZ86C45Cfn151JdPJU2tD1xrc7U39aVUAYLFY8IUpkTO1zIJNm6JfiKC/vx+1ppcsx53x1aiPl454Z5wkImID8Df4R+Ds8WcABwLIA1AB4BQA/zH8/kIANyQglkMA/MqwqR3AdwFMAJAD/8ig7wHYUwktC/5kzkjV3H4KoAPAJgCvA7gRwIK4BR5nixcvDvm7rVu3Ji+QOOrOn6S1D6qLLJEzpcJURK1bYebMmXGJjYIom6QtubvHZ20+FJek36pVAIAS/QFadTdHfAiHw4Hxpjd+0w46MqawKLNYy/Qk6fgiwbIPloboPbzmLRtQZppOwRo58XfttdfiSdM0gv1rrHjq3Dz84HD92vTq9gLAmvoP0KESOUpFP8IwFwNa223jA3Q8TWiYHDDNL5h7/uPEC+s9mDt3bhKiigNbDnqtelmBPEdLxIcJNiLn7G99J6bQaHjPrQs+vaprQKFT0mdBEvOInCllFgwMDIToPTK73R5Qr6l8YmY9szCRkzyXwT9daY+blFKXKqVWKqUGlFIdSqmXASwE8Iah3xIRifcd433wJ2cAoB/AkUqp3yqlmpVSLqVUo1LqNwCOALBnMnYOgF9G+ec5R+6SfNdcc83eoaBVVVVYsGABpk+fjj/96U97V7VKN44yvZjd/PHWvXPZwknkjC/Uby6benw49thj4xUemRSXVeKdrYFDZl9Y706L4nXB1M/SazVVZbvg8US2cpXD4QgYkbPPIan/9p1Sx4x5+nkryyrwdEX+0AIAlv7WwI1FoadFUnSmT5+O//n5I2g0JT7Om52FbOvQzbrXp/DC9vQowu+fWmUqdlwmYV2PQ8k3JXI8tvS8VqSquXPn4g8fB39wfn6dGz95awBHPtSPa15xwmq14oQTTkhyhNFzFuovWsp8HREfw97fFzAKQpjYTohrrrkGALC61YdNHYFTkJZv96KoOH1e+pkTOVPLLOju6or6ePbeLlTmm1IZhZl1bWYiJwkGa9382LDpAwC3BeurlPIAuBTAnqtIAYAlcYzlywCMT1o/UEoFXc5IKbUGgHFdt7NE5IAR/ggvgF3wTyH7BYCDATwTfcSJM3v2bGzYsAGbN2/Gzp07sWzZMmzYsAGXXnrpaIcWNanX54aW5wn2HayTM9KNo9vtxnjT/eCBR52KiRPTr1ZLuigpKcHvVgT+uzy5xp22K0AUT5iltSeUWNDREdnNot1uDxiRk1s9JebYKHPsv+BYuL36A7Tq3h7VsbIG2rW23WsFcvjwnAhfPulk/HnV8KNV7l7mQhtGXrAgFQQbkVNdYEF/Z5DkYJjyLXqSwZPF72I8HXHEEdiaMxP/WK//PT+5xo2frG7A3R8J3m/y4gc/+AE2b96MwsLQq0+mGqnQl4CuyrJH/KLF07MLWVbzCMXMenhOlptvvhmXX345jj76aDy6NrBs6l/XuFFfnz6F982JnJJcQd/uyEdt7+HtDrKIQWFmLdDCRE5yfBmAseDFXUqpkNWdlFJNAJ4wbDpP9lS9ip0xS9EG//Su4dyPoSlWAHD+MH1vUUrZlFK1SqlFSqkfK6U+iTbQZMjPz8fkyZNhsYyN/xXKJu0X8DbzqAb/yd/tHr7yvd1ux8QS/e9h0gEL4xsgaUpLS/Hieg+Wbx8alfPUWje+6FRpm8gpqJuhtScUC9ra2iI6htPeixrTHHxOZaGIWKzoVnrtEFtfdCNyct2dWrvblx7FJdNRWVkZHAdcjDWtwYt73vWBE9e/6URBQXrUhbHZbAHXZABw7doY9TELrfq1XOWmzxv5dGCxWPDWW2/j/GccuPbVATyy0oVv/9OBrz3nwKOP/gUDAwNQSuHOO+9MuxddtopJWntisaC/vz+iY/h69IdnnwJQkF6rvKaLkpISPPDAA3j77bfRM/MrWNo0lHR7eaMbj61yY+rU9KnX1tStAsoJ+Nojr9O0V49+TXd6AeSnR5I/XsbG02vqO9XwuRPAP8LY5yHD5/HQR9FEZbBOz5cMm55USg07TEMp1Q3gOcOmkMtEDJecouSora3Fe43625WzZvpn0Y10se7v78cE00pBtvKG+AZImpKSEnh8wClP2PH91wbw7X86cOmL/kKW6Tq1yvydqSm0oH1XZA/QQaeyFKfndEcaPT0WvXZArjO6URB5Hn3od49KjyRCuvrlr+7FcY/a8bc1bvQ4FboHFF5c78bCP/fjuted8KmhFV1SnVIKDo9/SVwjT7QPLx4ncq36sVQOEznxVllZiZrxDfj1hy5c9MIAHljhhk8hbRKIoVhM1+eJJQKHwxGid3DSu1Nrtw9YAKstRG+Klx6HG0c+ZMeRD/Xj0D/146y/OeD2AVOmpM9o5QMOPBhN3XoiZ9t/34v6eJb+XVp7tzMLSJNrQ7wwkZMcRxg+Lx2cPjWS5QCM/Q6PQxz7Y2iJcQB4N8z9PjR83kdEMivdmUZKS0vxsun+8NjJVtQWClpahn+Ybt/RhArTXNOc6mkhelM8lJb6HzTb7Aq/WubCAyvc6BtMrabriBwEWW2rf8eGiA5hc+gjeJw+C5BXFlNYlHn6s/W3xKVR1IMAgEJfr9buQ/pMpUhHIoJDjjoJFzzrQMkdvSj9ZS/OeNKBpduGRul88cUXoxhh+Boa/A/O5iXIVceW6A7oCFJPIi99ip2mk2CjmCsr06M2UyhZFfrS6hNKLHDYIxuRY37RstvJJE4yOBwOKADvN3nx0XYvXIOnw3RK5Nxxxx0B06sa//suVq9eHdXxzPeK7a7sED3HLiZyEmxwSpRxtafl4eynlLIDMNauiUdZ/H1M7bBiCdJPwG3gAAAgAElEQVQvTUr0Zx4Rwad9Veh3DWW8rRbBlfOy0dTUBK83+HB1AFj26rMB27KrJgfpSfFSEmJlqqysLOTk5CQ5mjjJLUG/R7+0uHdvjegQOU69JkmnJyfj3rJQ7FyF+iiuCktfiJ7DK4K+X7+VIyAS7dZbb91b++Hss88O+H1jY2OyQ4pKXl4ebr/9dmzp0t9CW7q3RXdAR2fAJsmwqQTJ0tvbG7At3RM5OdX6NJxcm2Dn5jURHcM2sFtrd3rS9F4lzQQbOVVVVYV58+YF6Z2ajjvuODT26PdyU8os+N3vfhfV8XKc+suZLm9u1LGlKyZyEm8CAOM3K5LXMMYhFHPiEIsxoeQGEG6FKfNQjnjEQglSWjUOT5iWcP3OvGxkiwfNzaH/yVs3fqy1u1xWSHZ6DyNOdTk5OaitDSwSmLajcQbtdusXU9UV2UNLvqkmSaeXy+tS5FTpJK1dlxvdAorFFrvWdmRxBESiHXTQQfjiiy/Q2dmJZ599FkcddZT2++uvv36UIovc9ddfH1Dw2NYXXeFtDOgjcnqdCrn5HCGWCMFqJ6bLlL5QLMV1AUXgb/3+5REdI9elv2jp8mTew/NoCLZgyYsvvoi8vPSp2SYiqJulTzCZUmrBgw8+GNXxfKYFDHpU5p0LmchJPPPclCAltkMyjl+MR6VPYyytEdS0aQNgPPOz6mgKq62txa+W6Sf88jzBSdNs2LIldB6xwKM/PDuy+JYvGb7xjW8EbEvX+jh79ECP32rfGaJncPnebq3dy6ksFIWs6ulae3yBF/BGtkILAJRZ9QSQK5vnxmTIzs7eO/30N7/5DXJz/Q+MFRUVuOCCC0YztIjZs/WRHNEmcuwd+nu1DodCdTULzSbCz3/+c629ePHiUYokjixWbOvREzl57vYQnYPLdZletPj4wi8ZrrvuOq19/PHHY8GCBaMUTfTy6/WVTaeUWVBXF/lj5c6dO+Fo1WtJ9Erm3SsykZN45tftkYztNp4tqweXMY9XLGHHoZTyAjCOMWUiJ4XNmDEDn+/24c3N+gPLKdNt2LVrV4i9gBLow4iduVUJiY90V1999d4HlD0OOeSQUYomPuymJGCuM7IbxUJlqkliSe8RSjQ68sbtq7WzrAJXe4S1SZRCebaeGHfnVsQaGkVo7ty52LhxI5599lmsWrUK06alV/02X/EErZ030Aqo4ZdZD6Zxnb4QaOeAf/QSxd+FF16I2bNnA/C/IPve9743yhHFR1O3/g53Yoll2Gn3ZnkufTqLJ5+JxGRYtGgRTj3Vv3ZOZWUlfvazn41yRNGpnK7f304sEdTXRb5k+N13343xRfoIOYct80bLMpGTeOZUdSRju413jxYAsT7NGGOJdIy5MZaUqDoqIvXD/SAwiZYRFi1aBAB4cYOeyDl8ghUdHaGLfZbb9OkDzjxenJNh/PjxeOqppzBr1iyUlZXh9NNPx7333jvaYcXEbbqxK1I9Ee1fInrxRXsGXpwpdqV1U9A9oD8s9279NLKDDHQjz7RKkJcPLqOivr4eZ599NsaNS78V7OYec6bWzrd6g9a7GYm9davW7pd85Odz6mkilJWVYcWKFVi1ahXWr1+PWbNmjbxTGghM5AgGBgbC3r9Y9PfAOVXpU2w3nVmtVrz44otoamrC5s2bcfjh8VgDJ/n2OfRLWttqEcysi3xU1+OPP45xRXoaYyADR8uy1Hjimcd5RTKu2zwhMtaJqMZYIh1fbowlVSbERlktcGxbuHAhAGBpk/5PPL3Cgr/vDj2zrzpbz+35CjIyDzYqTjvtNJx22mmjHUb8FI0HDINwykw1RkZSZjXXJMm8izPFrryiAp+0+zB//NBg1lVvPo0V7zaitrYWX/va14LWwdD0Bk4LVIWRvz2kzDZh9gJ4WxSslqE3yKpza8SFilW/vkqLXTitJZFyc3Ox3377jXYYcWVe/nlisQV2uz28pdXdDpRk6feWxRP2DdGZ4k1EMGHChJE7prCs4ir0ebNQaB2q5VmG7mH2CK7A5kNRjj4ix5WBo2U5IifxzGfGSMbSmsc6xloa3hhLpGN6jbGwRH0KKy0txbRp07Cm1QePb+if2SKCvJ7QS7bW5esXZ1U6MWEx0thmq5yktatzA4v0heTzoSLLNJUlj9P8KHI2mw2buvX3VRs/eAlLlizBN7/5TfzoRz8a+SC9evJ7t92HnAJO9aPIjJvQEPAA3de0KuLjWB36qNoBa3rXU6PkM4/IaSi1BF0RKRjVY177BKiaekBc4qLMMZCnvwwpl8hGbQNATV7gdEBfBo6WZSIn8cwFhSOpc2NOmIRbnDicWCKtt2OMJdY44mXCCD/psyZfnD333HMoKCnHZ236P1XZQFPQ/srrwfhC0/Ko5Q0Ji4/GtoK6fbR2aQ7gtXeF6G3S3wabxZRnLqmPU2SUaXZ69aXCZ1UN3fbceeedI+7/yjMPa+2WXpVWq4RQahg3bhw2tOvX46d//8uIj5Pt0R94PDmcdkqRCTa1KtxEzoCpuGz3gEJFHe8VKTKOXD2RU5MV2ahtAKjJ1+8TOxwK2QUlIXqPXUzkJJ7525kVwb7Zpnb4k1hHjiWSOMyxxBpHXCilmof7ARDZUjljyH777YcVK1ZgU58+d75WtQbt72xvQrZVH6KYU51exSQpdVRNmxuwrWPr6vB27tFXc3F7FbJK068mBqWGk76pFyidVRXZO4yP33pBa2/vUWho4IMLRSY7OxstTn1Welb31mEXIAgmz6fXD1P5HK1IkTGPDKsusMDRG169Jmebnshp7vGl/SqblHzOfP2eri430rKtQE2+npDc3uMLb3rgGMNEThhExCYiuRH8GP9ezYmcSKrSmV/7RZ6yDL1/pNXxjLHEGgclweTJk1FzwAnatgnZwUdFOHas19tuhfyqSYkKjca46nET0dZvelsSdiJHH7rd0qtQXMK3zhSdqYedqrXL8wR1hUNJ65FWa6nO0W8wG7t9mD59eojeRKGVTdMHCU+vsGDVqsimVxVZ9Pdo1mLWa6LIbOsJHFTv6ww+WtvM06H3a+5RTORQxLwleumG8QXuED1DG2eaRdDSq5CdbR7/MPYxkROeGwA4IvhZZNjXPPEvksn1lYbPDqVUJEuXB2OMJew4RKQQ+tSq4MM6KOW4yvUHjoZ8J+ALvIi72vTaOU3dPhSXZN4QRYoPi8WCXQN6bZL+lg3h7WwakdPc40NxMWuSUHSyK6eg362PNpxnKH5stw//XmJSiX6b1NJvHblAMlEQp1+kjw7bp8KK7q4wp5wCgFIosekPPDnlnHZKkVl0/MnocJimL3eHt3bIx28+r7Vb+oCcHJbNpAiVTdKaDUUKUJGVbq0v1J9ltnb7oCI8xljAu5HEazS1I7nqGstvB1YYiy2WChEJd6K/uQx4PGKhJLDWztHaeTYFdG0N6OferQ+Xberxr9ZAFK1Onz7oz9O+Naz9fF3NWru5RzGRQ9GzWLDVo1/CDp8wlMjp7e0NuavX60VDqZ4EOuyk8+MbH2UMS5X+YqUsTzDQGf7tlM/RhWzTzMCqhpnxCI0yyE033RRQJ8fSG3pF0z28Xi9s3fojzYZ2D0QkxB5EweXW6uetklxBb2t4o8L2mGC6LWzs8sEX5EX1WMdETuKZlwmaGsG+xrFnW2MPJSCWKVHEAcQnFkqCwprJ2G3XT2yqdd3ezx6PBz6fD6pjq9an1ZnNizPFxG4r09rh3CgCgLtDv1Fs7uWIHIpNZ4H+AH1Y/dDTcF9f6IGu9v4+TDSNyDnw6DPiGxxljpKJcPv066qla0vYu+9uXBewrW7a2FoamxJv/vz5aOnXz2tZ/SOXlGxvb8e0cn2/TR2Z9+BMsauefiDcXn30TPumFREdY2KRvv9WJnIoFKXUzUopieDnHcO+rQC6DYc7JJw/U0TKoCdaPonDf4p5bkNYsQA42NSORyyUBOUVFVjTqp/YnNtWwuPx4Gtf+xqysrIwZ84c+Fo/1/rs8hQmM0wagzz5eu2GHNfusPZTnfoQb47IoVjZK/SH3XnjrHtHNgybyGlrRK5Nf/DOro7kXQyRgdWGVrc+EDq3rzlE50BtW9Zq7V6nQu2EcN/HEQ3pteh157IHRq6Y0L5rOyaU6OfDje2Z9+BMscsrKMK2Xv271Ne0Juz9lc+HelNppsZuhZNPPjke4aUVJnKS433D50NEJJxqTAeZ2h/HIY6lAIwpzMPD3M+YyOkH8HmojpRaKioqsNa0BLlnxxq88cYbeOKJJwAA69atQ5FDv5lsVeVJi5HGJinVB/KVIPQUFiPVvklrN3axmCLFaMI8+Axz5/OyBCdO9ddwevnll7F8+fKgu5lrh7m8CnnVkxMXJ415bT79AbrAGf6qVfad+rlx9wDrNVF0dnv0hGI4xY77t62BxTRSmyNyKFo7nXptJXdrmHUUATh2NyEvS/8uHnj06aiuro5LbOmEV4DkeM3wuRDAKWHsc6HhsxvA67EGoZRqA7DSsOkcERl2GXIRKQBwmmHTq0opnrnTRGFhIdaZBkL0b1mOJUuW7G3XFgrK8/QTYmdWbTLCozEst0Zfvr46O3ihbaPGDauR59Xrw2ePm82HFYpJZf00LG3SV6f67jz/+5Qbb7wR8+fPx0033RSwn69dn/ayrVshNy/SBR+JhnRb9XpNZd7wRioCgK9Tn3ba5g63zCGRrse03on0NGPXruGTiu5d+uqmLb0+9Ee+2BARAKATelK7r3ltiJ6BzCvturwKN9/9QFziSje8O06OlwAYn2CuGK6ziJQD+Kph05tKqY44xfKC4XMFgHNH6P9NAMbli56KUxyUBCKCbU59mlSpuxXtbUMX7DnV+mmg36XgKxqflPho7CqedIDWzrUBvmFWxmhra8NFpy7Utnl9CkeddVEiwqMMUldXh8dX608cX5pmw7GTh2rl3HPPPQHz66VDH5GztUdYO4xi0p+rvySptHSH6BnI0qsXRu4CRypSdAZyKrX2xBILfv/A8A/CFtP5kKNxKBb542dpbWtPeCunAYCzdaPW3tatUFScmSvtMpGTBEqpzQCMa/adKCLDLX3xYwDGVy3xTDPeD/8S6XvcLSKlwTqKSBGA6wybdgB4MY6xUBK0if4GMMcmKPEMvQWcXaUvg/FZmw9V1Xp9E6JI1U07AN0DejG67i9CzxC97777UJ/n0LZt7vRh+szZCYmPMkdVVRUe/a8bO/v0B4/bjx1ama+7uxsDAwPa77O69RE5W3qHHcBKNCJ3ySStXWPrg8NuD2vfPGeb1nZkmxcUJQqPp7BOa+faBJ/8+9Vh9yno08+H63b7MGfOnBC9iYZXN+swrT0+P/zhXfYWfUROUw+Qk5MTovfYxkRO8twOwDi2+/cicrSxg/hdBeBaw+b3lFLGUTQBROQdEVGGn0mh+g5OrzImhuoAPCuiP+0Pjgp6FoCxIMBPlFL6kxalvDMuuBjNPfoDzLzxQ8mbeeP0RM7aNi9mzdIz5USRqhs3Dhs7TImczaETOS+99BL2qdAvSevbfaiqqkpIfJQ5bDYbHB7gxred2vZD663Yv2boO2dO5OT26W8ItzlyQRSL7Bp92d2CbMFjD9wV1r7FSp926imoC9GTaHjWkrqAVYMmlw+fqK706CtPfrrDizvvvDPusVFmyKrWV5OsLwK8rpEfMd1uN1576k/ath0OW1xjSydM5CSJUuoTADcYNpUCeGswCfMbEfkj/EWE7wWwZ+x2J4DvJCCcH0OvlXMsgC9E5K8i8isReQpAI4ATDH1eAfDIcAcVkXkissb8A+BUU7+APiKSiP9OAnD55ZfjP816fYgFhuV3j5qkJ3KWNXuxzz77JCU2GrssFgu2D+gPvt1bQidyrFYrEzmUUA996g5Iai8+aGjtAadzKNHjcbuQ3aPXJGn1lSU2QBrzisbPQL9Lf4D+2/23j7yjUqiw6SN3pHRCPEOjDCIWG5p79O/hxNLQj4QDvR2okk5tW2/BJHz5y19OSHw09mXX6s8ZVovAsWPkgsdLly5Fg2n1tF3OzH3JwkROcv0S/kTNHgLgKABXA1gMYIbhd90ATlRKhV/9KUxKqQEAZwJYbdhcAuACAN8DcB78RZn3eBPAWWEUOS4AMDvIj3niYrA+mVdqPElKS0thmThf27ZgcETOgbUW1Bfrp4H3Gr044AC9vglRNDos+tD/llX/xu7dwYt72mw27FNpSuTs9qGysjJof6JIeRXw0Ep9+PYFs22wDX7tjImcf/3tTyjI1m8WVQWXHqfY1NTWBdQWmVIS+tZKKYX7778fXz7mcBTY9H7Z1dNC7EU0PKfTiaZu/ftUX6hC9AYevP1aWC1D50OvT+Ggk76ZsPho7Csor0O7Xf8ODuwYeVHkZcuWYXKZfq+4abczRO+xj4mcJFJ+VwM4B8B/Q3UD8DKAQ5RSKxIYSyOAQwHcBSBUIeVuALcAOGUw+UNpKmeqXkR2vxoLCrKASw7M1rZ/0eHDMeddhuxsfTtRNHqy9NE0MystqKqqgtfrDeibm2UJGJGztS+L30WKiz3J6YdXurTtVQUWHDM4KtE4tWr5Px/T+vU4FaYfeGSCo6SxrqamBhva9YeX6RUWLYlotGzZMlx55ZVoXf+Rtt2nFIrGc+QsRae8vDwgkVMqfUH7Njc3Y80bT2jb1rf7UFrFqX0UvcLCQmzu1JOHS196fMT9qirKMdWUyBk3Z2GI3mMfEzmjQCn1nFJqLoADAHwNwA8BLIF/yfEGpdQpSqlNERzvaKWUGH62hrmfQyl1HYBxAE4EcBmAn8A/QuhEAHVKqZuUUmGlOpVS75jiiOTn5nD/eylyJfsepc2HtlkEV87PxmUH63Oin/rMjXPPPS/Z4dEY1Zerr342ucyC0lzg9ddfD+jbvXEZcmz6CIjd1tqAfkTRuO222wAAmzsVPtquJxLP2td/HtzzMK2UQm6n/mZw9S4vTjlVmyVMFLGioiI02fXk9IxyC1paWoL2v/HGGwEAs6v1KdBbuxSqarm6JEXnG9/4BppMU6tK0Bu079tvv41DTLUUP93BFasoNtnZ2djcqX+PNnz02oj7WXq3B9wrXvCdn8Q1tnTCRM4oUkqtUko9oZT6X6XUnUqpvyqlwl9/LX5xOJVSryul/qiUul0pde9gm4WNx4ipM/fD+036w8svj89FtnXoZOj2KjywwgWlQg+vJYrEQFEDBjz69+ngOiueeeYZbdvGjRsDim5vaPdi4oz9Eh4jZYZTTz0VzzzzDA4++GA8u06fXnXmPjYIhkbkNDY2YmaJPgjVNnEeZs7UC9USRUpEcOy5i7VtMyosaGtrC9r/k08+AQDsV63frq9p9aKmhqtLUnTq6urgytMrGpRZ+oP23bZtGw6p06/Py1u8mDFjRtD+ROHa3GWaZjpMnaY9cvu3a+2uAWDqfvND9B77mMghygA1NTX4pH/4MkR3L3OhuVew3358eKb4yMotwH936hfqg8dZYbPpKwzcd9992kpqALB8uw+nnXZawmOkzHHOOefgmWeewfPrPNr2uiILFtRb947IaW5uDngDPf/My5IWJ41tBx6nj3qdWm7B7rbWoH33TENdOFH/Pn62W1BWxuLbFL25i/QRhqXoxkMPPQSfT79m72reitmmROJOSy0OP/zwhMdIY5t5RM7UckvA98+sYEBfPW03SgGREL3HPiZyiDKAiOCM6/8MX4jRNlu7fLj1PSeuvPJKVFez7jTFh8/nw8c79JFgh9RZYbXqDyXvvvtuwIicj1q8uPDCCxMeI2WW2tpabOzwYW2reXqVbe+IHHtbEyaW6LdHMu7ApMVIY5ypaHa2VeDYsT5oV5/Ph5Ic4FBTorujaCYsFt7CU/RchfrUvKoCC3501aW4+eabte3bVrwMm6nQ8X3P/jvgOk4UqS9Mhd9nVFjQ29M97D6lXn304m5VGve40gmvAkQZYtrBx2CNc1zQ3z3WMRfLV67FvffeG/T3RNHwer1Y0aI/MC+ot8Jm028Ac8SD2VX65ajhsDORl5eX8Bgps+Tm+pcpfe5zfVTOWTOz4HQ68a9//QsP/vQS7XcOjwCVnEZAcZJfgV6Pfg5Uu4OXRfT5fDhuik1bMWjAo1BxEEcrUmw8RRPQ79Jf7h1QY8Gtt966t71+/XrUi/7g3JMzDpV1E5MSI41tn7XpiZz8LEF/82fD7lOBTq3dZc3slU2ZyCHKIK+rhQEX7kf/68Jldz2LWbNmjVJUNFadeuqpWNasJ3ImlFiQN6BPI6hRu7QHFY9P4YhzrkhKjJR5jjzySDxvqpMzrdyCzz54BSeffDKOmqgP017dUwhY+PaZ4kQErZ5CfVPHFwHd3G43nE4nrj5UL478XqMXDdNYr4lik19YhFW79Ovz3NqhFfyUUvj8889xyDj9UTF/2hFJi5HGtuPOuAC7TUuQf/Jq6JWrWltbUeTcpW3rzc7sWmFM5BBlEHfZNJz4mB3/bvRgXZsXP317ANcvK+R0KkqI+fPn4/PdPuzqM825/+g5LFiwAC0tLejp6cHUvB7t95+1AfMOPyqZoVIGueWWW9DkLkVbv/693Pmhvwj3sZP1pM26AZ4fKb76cvSlmx3b1wT0+fzzz7FoomBRg15T7OnP3Jg0aVIiw6MMkJ2djZW79HPgnkROXl4e5s+fj9WrVwfUC8uZvCBpMdLYdt11S7C2Vf8OfvD3B/Hkk08G9FVK4dhFh6PBVBB5oKA+oTGmOiZyiDJITU0NPtjmxaKH7Zh1fz9ufc+FfWaxuDElhohgw4YNeK9Rf+t3VIMV//nPf/B///d/6OzsDKiPM+2o81n/gRLm6KOPRnPzdqxo16fuzS3pwdQywcxK/fvYaGlIZniUAcqnzdPaldK9t9j2Hm+99RYuO0gfjdPY5cMjK5nIodgNDAxg5U792jzPMPpmxYoVuOfOn2NmpelazHphFCdz587Fpp4sbdvsKit+8YtfBPRduXIlLJ1bArYXNRyQsPjSAe+UiTLIoYceGrCNU6ookaZPn46t0N+YHDX4hvmOO+5Ab2+vdvMIALlTuRoGJVZubi7ea9LfBB49yYaL5uoPzm39PnTnM5FD8ZU/UX+BMqPCAofDgQ8//BBPPvkkent78ejv78FZ++qjcX71oQtuHziKlmJ25JFHBtSwm15hxdSyoaml+5a6YTGsCORRAtTMSVqMNPa1ePVixQfUWrBq1Sq0tLRo29va2jDHtHratm4fTj5TXwUw0zCRQ5RBZs6cibo6fUj3xRdfPErRUKaYf941WntymQUTiv03h/bd2zC9Qh8BYak/OGmxUeZ6cZVeNLGh1IIbFuVo255Y40ZNbfAi8UTRslTpxbMbSgR/+O09OOyww/DVr34V06dPx4LCZuTahh6inR6Fx1b5aztxxCLFqrq6Gp7KWdhpmvp82j5DIyTM06p2+sqBrNykxEeZocVbrrX3rbQgPwvYunWrtj03NxcH1Orfx1WtCtnZ+suXTMMrAVEGsVgs+M1vfrN35ZarrroKBx/Mh2ZKrJr9jg4oaHfiVP+bZlvLcm273Q2gmqPEKPGstbMC6uSYPbzSjcMOOyxJEVGmyK6brbWtFsGT992yt71r1y5cYhod9sJ6Dzoc+mIFRLH4zT334p8b9RX8zp45NArMPO25LSuz65FQ/O1ENTy+ofOa1SI4qM6K/v5+rZ/L5cL+1fr3cW0bz4dM5BBlmPPPPx87duzAtm3buNw4JcXkKVPxxmZ9CPfJ0/03i74t72vbV7ZnA1Z9zjRRInz729/Bm1u8IX//351eNDqLMW/evJB9iKKRV1KJTR16EnH/GqvhswUHmx6i//ypCwDwox/9KPEBUkaYMmUKXlyvJ3KObLBh/xr/4+FhE/TvYF/x9KTFRpnBa8nGalPR7fnjAxM5Dodj7/dyj1WtTOQwkUOUgUpLS1FfzzcrlBw5OTl4b4c+ZeWEKTZkWQBL0wfa9lU9RckMjTLYFVdcgRfWu0P+/sFP3fjd7x7YO4KRKF4sFgvWmN4mG6exXDxXT2Y39/jw+mYvDjroIFx11VVJiZHGvvr6eryyyRMwverHC3MwvkgwybRCkLN6bjLDowyglMLyFnPR7cBEjre3FeOL9e/jao7IYSKHiIgSb/IJ/6O1i3IEp+9jw9xa/TK0fqAqmWFRBhMR7Ciai+6BwJvBDofCnW+04Ctf+cooREaZ4NM2fbTDEYOjHwqzgW8eoE+renilGz29ffjoo48wbhxrNlF8WK1WuLzA/ctd2vavzMnCzUfrL186HQq5EzJ7hSCKP6UUPto+ciKndeUrWtvhVqieyWnPTOQQEVHCXbnkZqzu0B9O/nhanrYixoBHYaO9ONmhUQb7+iWX496PXAHbH1ybg5yiilGIiDLFyt36+fCAWgtqCwVXzstGeZ5ov3t4pQsFBQWwWvXkD1GsbrrpJty/3B1Qf2nxQfr3c+k2DyqruFoaxZ95RM7Ucgu8va172x6PBzuW/0Prs6LFi9tuD1ymPNMwkUNERAmXn5+Pmaf9P21bmelh5ZVNHvQ6Ah+qiRJl8eLF+N3aQjy9dmiK1SMrXXhm18RRjIoywee9BehxDj08W0TwzwvzcaNp5bS/f+7GF52cQkCJccMNN+A7P7gBP3xjYNh+7zd5UVXFEbMUX0oprG31we7Wz3El/Zv3fv7www9x6Hg9if3hdi8OPfTQpMSYypjIISKipLDtf86wv39slRuLFi1KUjREfpde9m2c/4wDtXf1ovauXlz0wgDGT2gY7bBojHP5BC9t0AvNHlRnRUG2nuC+7T1nMsOiDGOz2XDLLbfg7a56fLDNE7LfCxu8KCsrS2JklAnOPvtseBXwyQ59VE6ls2nv58atWwISOS2oS0p8qY6JHCIiSgqpmYU1bcF/t7Hdi+c/9+Ciiy5KakxEEyf6R9/s6lfY1e9/K3j88cePZkiUAbZv3477gkzrM3pghQsf7/AN24coHm7/xdQEqdoAACAASURBVB34zj8H4PUFjv56d6sH3bZqWCx8bKT4uvDCCzFp0qSA6VV1agcAYNOmTbjj+xcFjOD+cDvPiwATOURElEQvbAm+AtDt77vgU8DUqVOTHBFlulNPPRU5OUPTWfLz83H22WePYkSUCdxuN5Y1e/HkmuArpz2+yo3/9y//dJdf//rXyQyNMtD555+PXz3xOm77t55ctLsVrn5lAEceeeQoRUZjWV5eHlauXIn1vQXa9vHYiXfefhvTp0/HCVNs2u+2dPqwpZ0jFQHANnIXIiKi+Ph7cznOmbINMyuHhsk+v86Nh1e68cgjj4xiZJSp6urq8NZbb+HOO++Ey+XCtddei9ra2tEOizLEpS864PEpfHVOFqwWwaYOH37w2gBeWO+f5vKtb30LixcvHuUoKRM0NDTguHec2NXnw7mzstA9oHDbv5347y4frmdymxKkpKQE+xx7IYBH924rz/bgG2ceBwA4caqernh9swd2uz2ZIaYsJnKIiChprPklOOaR9fjZ0TmYVGrB21s9uOsD/8PzBRdcMNrhUYY6/PDD8fzzz492GJSB7G7gG88P4JpXnMjPApp7FIyTWx5++OHRCo0yTG6uf8Ts71a48bsVQyPFrrzySpx33nmjFRZlgOKGA9CxUWkr9s0fb0VbvweLGvT6OK994YHdHnwkY6ZhIoeIiJKmqKgIO/sULn9paIWMv/3tbzj//PNHMSoiouRasmQJ/vd//3dvu92h0O4YxYAo4xUWFgbdft999yU5Eso0C488Eive9Wqjb+aPt0IA5GcNJXd8SuGtLR589atfH4UoUw9r5BARUdIUFRUFbMvLyxuFSIiIRs9VV12Fgw8+eNg+99xzT5KiIfJPcTE799xzRyESyjQzZszAR9v1gsfHTrLh6/tnadve3uJFvy8b119/fTLDS1kckUNEREkTLJGTn58/CpEQEY2e+vp6rFixAh6PBzabDY2NjXjyySdhsVjQ09ODWbNmcbopJd0f/vAHXHbZZXvbp5xyyihGQ5lCRDD71O8APQ/u3TZvvBXzoE+remy1G8uXr8CsWbOSHWJKYiKHiIiShiNyiIiG2Gz+W/GGhgb88Ic/HOVoKNMtXrwYO3fuxEsvvYQTTzwRF1544WiHRBnizP/3C/Te+CcU5UjQ3zvcCgdccAP233//JEeWupjIISKipCkrKwvYxkQOERHR6BMR3HjjjbjxxhtHOxTKMGLLwaq+MhyR0xX09/ctd6Ho7OokR5XaWCOHiIiS5vjjjw/YVl5ePgqREBEREVGqWOGYEHT7zj4fbnvPGbSOUyZjIoeIiJJm0aJF2gpVCxcuRENDwyhGRERERESjbb1tFj5r04seu70KX33WgR5n8ILcmYxTq4iIKGlEBI8//jhOPvlk9Pf34+KLLx7tkIiIiIholNXUjcfp99jxxDn5mD/eisYuH779zwG8s9Wf3CkuLh7lCFMLEzlERJRUNpsN3/rWt0Y7DCIiIiJKEXV1dfiiU+HQP/WjKBvodem/54gcHadWEREREREREdGoGTdu3N7P5iQOABQWFiYxmtTHRA4RERERERERjZq6urphf19UVJSkSNIDEzlERERERERENGpqa2tD/m7hwoWorKxMYjSpjzVyiIiIiIiIiGjU1NbWor6+Hs3NzXu3XXTRRSgpKcFPfvKTUYwsNTGRQ0RERERERESjxmq14v7778cll1wCl8uFe++9l4tjDIOJHCIiIiIiIiIaVaeddhra2tpGO4y0wBo5RERERERERERpgokcIiIiIiIiIqI0wUQOEREREREREVGaYCKHiIiIiIiIiChNMJFDRERERERERJQmmMghIiIiIiIiIkoTTOQQEREREREREaUJJnKIiIiIiIiIiNIEEzlERERERERERGmCiRwiIiIiIiIiojTBRA4RERERERERUZpgIoeIiIiIiIiIKE0wkUNERERERERElCaYyCEiIiIiIiIiShNM5BARERERERERpQkmcoiIiIiIiIiI0gQTOUREREREREREaYKJHCIiIiIiIiKiNMFEDhERERERERFRmmAih4iIiIiIiIgoTTCRQ0RERERERESUJpjIISIiIiIiIiJKE7bRDoAogax7PuzYsWM04yAiIiIiIqIMYHr2tIbqFwtRSiXiuESjTkQOAbB8tOMgIiIiIiKijDRPKbUi3gfl1CoiIiIiIiIiojTBETk0ZolIDoD9BpttALyjGA6NvloMjdCaB2DnKMZCZMTvJqUifi8pVfG7SamK303awwqgavDzaqWUM95/AGvk0Jg1+D9M3IexUXoSEWNzp1KqebRiITLid5NSEb+XlKr43aRUxe8mmTQm8uCcWkVERERERERElCaYyCEiIiIiIiIiShNM5BARERERERERpQkmcoiIiIiIiIiI0gQTOUREREREREREaYKJHCIiIiIiIiKiNMFEDhERERERERFRmhCl1GjHQEREREREREREYeCIHCIiIiIiIiKiNMFEDhERERERERFRmmAih4iIiIiIiIgoTTCRQ0RERERERESUJpjIISIiIiIiIiJKE0zkEBERERERERGlCSZyiIiIiIiIiIjSBBM5RERERERERERpgokcIiIiIiIiIqI0wUQOEREREREREVGaYCKHiChCMmi04yAiSgYR4f0iEVEC8PxK0eIXh4jGNBG5TEScIjIphmOIiJwnIs+ISAsAFwC3iDSLyNMiclK84qXMJCLZIpIb5Q+v5RRXInKCiPxFRBpFxAn/+W6XiLwkIhfwO0fJIiK2GM6NttGOn8YWETlMRFpE5KIYjjFfRH4vIptExAHAIyIdIvKGiPyPiOTEL2Iay0QpNdoxEBHFnYjMBnAjgK8MbpqslNoaxXFqADwH4PARur4E4AKlVH+kfwaRiLwD4Kgodz9JKfVKHMOhDCUihQAeA3DGCF0/BHCmUmpX4qOiTCYiNwO4Kcrdf6mU+lEcw6EMJSJVAK4B8AMA2QAuVko9HOExbAB+C+B/AAw3qvtz+M+v66OLljIFM9VElNYGpzgVAygHMAHAQgDHDv7ENP1JRMoBvAdgRhjdTwXwDxE5RSnliOXPJSJKNhHJBvAqRk5aA8ACAG+KyNFKqd2JjYyIKHlEpAD+e8pqAIcCWATgdAB5MR76rwDODaPfTABvicgipdQXMf6ZNIZxaCwRpbtvAegCsBnAuwB+DuA4xJjEGfQg9CTOiwCOAFAAoATA0QD+Zfj9MfC/bSEiSje/hJ7EeR/AifAnygvhf6B53PD72QCeSlp0REQJNjgNvw9AE4AV8N/TfQUxJnFE5GroSZw1AM6CP2GUD2B/APcC8A3+fhyAl0UkK5Y/l8Y2JnKIaKxyxrKziJwM4EzDpj8rpc5QSn2glLIrpXqUUu8qpU4G8LCh37dEZG4sfzZlvEeUUhLBD6dVUUxEZA6A/2fY9DqAY5RSryulepVS/Uqpj5RSXwdws6HfMSJyejJjpYzWGOG5kdOqKF6ivqcUkWoAtxo2rQawQCn1d6VUp1LKoZRarZS6GsClhn4zAHw72j+Xxj4mcohoLPABaIe/bsOv4a81cleMx/yp4fNmAFcN0/cqAB2Dny2Ifj4/EdFouAFD94RdAL6plPKE6Hsr/DUc9vhZIgMjIhoFvQBWAXgIwPkAzo7hWNcCKBr87AVwYah6ioN1d14zbLqBRbspFCZyiCjdPaqUsiqlKpVShymlrlVKvRfLAQcLJR9q2HSfUsoeqr9Sqg/A/xk2nSQiRaH6ExGlisFaYGcZNj2qlNoZqr9Sygf/NKw95orI9ETFR0SULIOLYliVUsVKqQOUUpcopZ6Gf7XSiImIFcBFhk3/VEqtGWG3Xxg+V8E/bZ8oABM5RJTWBh8q4u1U4x8B4C9h7POQ4XMOgFPiGhERUWKcAP8qLHs8EsY+T0CfanBOXCMiIholcb6vPARAjaE94vlVKfUOgK2GTTy/UlBM5BARBTrC8HltOKuyKKUaAewwbApn5RciotFmPN/1AFg50g5KKReATw2beL4jIgp0hKkd7ojxDw2feX6loJjIISIKtI/h8/II9lth+MyCx0SUDoznu48jeBttPDfyfEdEFMh4ft0SzovBQcbz674ikhPHmGiMYCKHiMhgcD7zZMOmLRHs3mL4PCc+ERERJZSxvk2057sJIlIcp3iIiMaKeJxfbdATQkQAmMghIjJrAJBlaO8I1TGIVsPnMhHJjU9IlGlEJFtErhCRt0WkQ0QcIrJBRB4SkQWjHR+NDSKSBWCiYVO05zsAqIs9IqKRichJIvKciLSIiFNEmkTkJRE5Z/BlDFGqmGb4zPMrxRWXMyMi0tWa2n0R7NsZ5FhbY4qGMtFkAJ8AmG3aPn3w5yIR+ROAa0ItYUoUpioAxgffWM53dQDWxxwRUWi5IvIsApeCnjD4cwqAD0Tk60qpSEY/ECWK8Z4y1vMrkYYjcoiIdAWmtjNor+DMy1OWxRgLZaZFCEzimC0G8BLnzVOMeL6jdFKDwCSO2eEAlorI5BH6ESXU4IhH4whvnl8prpjIISLSFZrangj2NV94ObWKYrEDwFUAZsF/E7cQwAeG3x8N4P7kh0VjCM93lI4cAO4CcDD858ZZAB40/L4OwD9FJHsUYiPag+dXSihOrSIi0pnfUKsI9vWa2hwtQdH6GMAJSinj8OqlInI8/MtDzxjcdomIPKqUejfpEdJYwPMdpZt2+M+Nnxq2dQFYPDhC8euD2/YF8CMAtyQ5PqI9eH6lhOKIHCIinXnp3UgKJ5ovtOEu40tk1AHgy6YkDgBAKeUAcI1p84+TEhWNRTzfUbo535TEMboGgN3Q/p6I5CchJqJgeH6lhOKIHCIind3UzgraKzjzMO6BGGOhzPEigM8HP7+qlNo9TN9X4Z92taf44QkiMkkptTWB8dHYxPMdpboVAH4/+HmLUuqtUB2VUu0i8hKA8wc3lQI4F8CjiQ2RKCieXymhmMgholEjIjZEdh5yKaUS/VbCfOGN5G1e3gjHojEoHt9jpdSvwt1ZKeUTkX9j6GFFABwHvUYEUTh4vqOUppR6CcBLEezyDobOjQBwApjIodHB8yslFKdWEdFougH+ooXh/ixKQkw9pnZxBPtWmtqtMcZC6WE0vsefmdrz43BMyjw839FYw3MjpQSllAv6SlU8v1JcMZFDRKRrNLXrI9i3wvDZA6At9nCIgjJPvaodlSgo3e2CPmQ/2vMdALTEHg5RzHhupFRivKfk+ZXiiokcIiIDpdQOAP2GTVMj2H2i4XOjUiqSFQqIImFextQ8DJtoRIPnqC2GTdGe75wAdsYlKKLY8NxIqeQLw+doz68AsDX2UGisYSKHiEaNUupmpZRE8PNOkkLbZPh8SAT7HWT4/EmcYqEUN0rf4ypTuyMOx6TMtMHweT8RMRfZDOVgw+dVSinzAzTRaOC5kVKJ8fxaKSINYe5nPL+2KaWa4xgTjRFM5BARBXrf8HmSiIwbaQcRmQr/Chl7fBz3qIiGzDa1145KFDQWGM93OdAfIIISkVzo30Ge7yhV8NxIqeR9U/vwMPcznod5fqWgmMghIgr0mqn9lTD2udDUfjlOsdAYJyIHiEjYc+dFxAr/KlVG5u8sUbjM350LwtjnPOgrtfF8R3EnIgUicnSEu33J1Oa5kUbTmwCMq1SOeH4VkSOh19Ph+ZWCYiKHiCjQWwB6De3Fgw/PQQ0uP325YdPnSqnViQqOxpz7APxFRHLC7P8t6NMH1gL4KO5RUaZYDb1OzoUiMtLqKt81fO4G8GrcoyICfgzgSREx1wsJSkSmAzjdsMkF4PFEBEYUDqVUJ4D3DJtOCuP7bDy/+gA8E/fAaExgIoeIyEQp1QfgD4ZNswB8f5hdrgAw3tB+IBFx0dgjIhcAWAjgaAB/F5GyEfpPBHCrafNPWFibojX43fmVYVMlgDtC9ReRU6Av6fzQ4DK7RHEjIpMAXAugBsDbIjJrhP458F97jS9d7mdtEUoBdxs+Z2GYe0QRmQvgbMOmFwcX4SAKwEQOEVFwvwbQZ2jfKiIBU6xE5DwAdxo2bQLwuwTHRmPHRgwt//xlAKtE5GIRyTJ3FJED4B+mbazZ9Ael1AuJD5PGuAcBbDe0rxCRa0REjJ0Gp7k8atjUhcDEIlE8dAHYNvh5CoCPReRnIlJu7igiVQCeA3CsYfMqANcnPEqikf0T+gIYJ4nInebrvIjsB+B5DE1b9QD4YXJCpHQkfIlHROlssBBxsDnw1dCnn2wA4Db1+btS6oZhjn0BgL+aNq8A8CH8F9pDARxo+J0TwElKqbfDi54IEJEzADwJINewuQfAu/AvOaoAzAVwJADjg/VSACcqpezJiZTGMhFZCOBt6LVv1gF4B4AX/u/gQsPvFIBvKKU4dYUSYnCq1BvQl2J2A/gAwOcA+uFf0vlE6MuMtwA4Tin1eZJCpTFERF6FPsoaAAoATDK0t8OfbDTarpQy12jac8zp8N8/GqetNgJ4HYAdwEwAx0MfZPFjpdQvIo2fMgcTOUSU1gaHX28ZoVsojyilLhrh+NcB+AX04drBuACcrZT6Z5SxUAYTkSPgH+kwJcxdHgTwHU5poXgSka8B+CP0h+JgFIArlFJ/GKEfUUwGX9b8Bfpom+F8BOAspVRL4qKisUxEtgIId5lwo0al1KRhjns8gL8BCBhVFsTPh3vRSARwahUR0bCUUnfCv0LQ0mG6LQVwBJM4FC2l1FIAcwBcB/9bulA+hv8hZTGTOBRvg6NrFgB4BfpKK0arAXyJSRxKBqVUi1LqOADnA/jPMF234f+3d+9BklblHce/P1kUEEF0jSheIAbRrGIETKnE1Wiiokm8lEYNIXLTGGMSk5ioUROMFEZNYiyhVARl8YKoSRQDXkgERCLUbly0lIugXEQXdEEEURZYn/xx3nHe6Z2Znpmd3Z7e/X6quvbtt98+/XTPFPT+9pzntF52Kw1xtBRV1X/TZnF/gvaPf9O5CvgDQxzNhTNyJGmOuqmxB9Cm3O4IrAO+UlVXjLQwbVO6viQrgINojT6hTeO+sKquHFlh2q4keRBt+eiDaTN0fgCsrqqvj7QwbdeS7EVb4rcXbTnqemAtsMam7xoXSZYDB9P++7obcBOtj86aqpopRJemMMiRJEmSJEkaEy6tkiRJkiRJGhMGOZIkSZIkSWPCIEeSJEmSJGlMGORIkiRJkiSNCYMcSZIkSZKkMWGQI0mSJEmSNCYMciRJkiRJksaEQY4kSZIkSdKYMMiRJEmSJEkaEwY5kiRJkiRJY8IgR5IkSZIkaUwY5EiSJEmSJI0JgxxJkiRJkqQxYZAjSZIkSZI0JgxyJEmSJEmSxoRBjiRJkiRJ0pgwyJEkSZIkSRoTBjmSJEnaRJKa5Xb4qOvbliS5epbP+phR1ydJWloMciRJkiRJksaEQY4kSZIkSdKYMMiRJEnSMC8Hdu7dPrS5AyY5t7d86NzNHW/M7cfUz/fa0ZYjSVrKDHIkSdI2Jckp9hhZdHdW1e2928ZRF7QtqaoN/c8XqFHXJElaugxyJEmSJEmSxoRBjiRJkiRJ0pgwyJEkSZIkSRoTy0ZdgCRJ0mKqqsOBw0dchiRJ0hbhjBxJkrTkJDm816z46lHXI0mStFQY5EiSJEmSJI0JgxxJkiRJkqQxYZAjSZIkSZI0JgxyJEmSlrgkfmebRpIdRl3DbJLcLUlGXYckadvilwJJkjRyaXaauAE7Djy80wy3zfpLcpJze02VT+qd3yvJm5KsSXJjkluSfDPJe5OsmGacZUlekOTMJNck2ZDkhiSfS3LofOtMskuSVyX5UpJbgY1dHRcleU2SPTbnfW9JSfZNcmKSbyW5vfscLkxybJJHbca4d0/y/CSndj+LW4G7ktyZ5OIkr09yr0V8Kwup8b5dHecm+QFwJ+1nd0uStd3n8uylHkBJkpa2VNWoa5AkSdu5JHsDVy3gqftU1dUDYz0FOKd36jer6twZXvdc4Mnd3ZOr6ugkrwTeAewyw2veBfxRVZ3WjfFI4GPA/rPU+UngxVW1cbY30433eOA0YO9ZLruuG++CYeMtVJL+l8QjquqUOTznpcD7mRrE9RXwGeDPgFOZ/OzPq6qnzDDmMuBo4B+APYeUcC3w3KpaO8NY7wRe3atl36r69pAxJ577DOBzvVNPrKqv9B5/EfBe4N5zGO5q4HlVdfEMr3U18NDu7pur6pi51ChJ2j44I0eSJKmT5F+AE5g5xAFYBnwoySOSPAFYw+whDsALgFfO4fVXAmcze4gD8CDgzCQPGzbm1pLkUOAUZg5xAAL8HvA14OFzHPppwHsYHuIAPAT4cpKDZnj8BFqAM1HLn8yxBmhh0oRLBkKcQ4CPMLcQB9rP1+/hkqQF8X8gkiRJzXOBvwLuAF5LCwV2B1YArwNu7V27A/BvwKdpoc8ZwAHAbrSZFIcD3xkY/zWzLbHqZvZ8Fti1O/UT2iyUfYGdgAcDrwC+3z2+O/CBeb/LLSDJPrTZKH0/Bt4CHAjsAewFvBj4Oi3weMAch7+xd3wZ7WdxcPf8ewAPBI7rXbMLcFqSew4OVFVXAp/vnToyyc7DCkiynBZATegvwwvwdtrvBLTfk1fTfg/uTnvvvwocRpuZtYEWJl027HUlSZrOslEXIEmS1C2P+kXIkeQYWogBcE1V7b0Vyrhv9+fLq2pV7/wlwCVJvgj8L5Pfn57R/fkF2nKeiZketwKrkpwJXEwLMKAFQ4+mBRnTeTeTM4GuA55eVZf2Hr8OeF+SM4DzaAHPyiQrq+pL83uri+4YJgMogG8DT6uqa3rnbgZOT/IpYBXwojmOfSNwA/AXwMdr074A64A3dIHMX3bnfoUWpp0wzXjHA8/sjvcAXsLwQOyltFAGWhBzau+xR3W3CUdW1Sd792/ubpcCH07yQNrv2E+HvKYkSdNyRo4kSdKkLw2EOL9QVatp/V36NgIvmyZcoKrWA+8cOD3tEqwkz6MtIYLWg+c5AyFOf9x1tBDk592pI6e7bmvpgolDe6duAZ48EOL8QlVtoIUs6+f4Et8DVlTV6dN9zj3HAT/r3Z/pc/ksLWiaMJflVUf1jj9VVf1ZQr88cO3Zsw1UVd+3540kaXMY5EiSJE06ccjjFw3cP7uqrp3l+sFmxPef4bpX9Y5PqqqvzlZE18z3jO7u7454F6QXMrmsCODYqvrebE+oqtuB2+YyeFXdMRCczHTdeqY2uX70dNu2V9XPaT13JhyU5MCZxk1yMPDI3qmTBi4Z7Am077BaJUnaHAY5kiRJk4YtUbppntcPBhCb9G1Jcm8md28CeN+QMSdMzA66D20p0ag8o3e8kU2Djq3pit7xjszcIPkDTJ2984pZxuzPxrkK+J+Bx78xcP+UJKP8eUiStnEGOZIkSc3tVfXdIdcMLu351jyvn+671+OZOqNlbZIadgNO7j1nxZA6tqT+DlEXVtWPRlZJaxDdd/fpLupq/Gjv1EuS7Dp4XZJdaDOOJpw8uLyrqi4Dzu+dWgFcmuSsJG9M8qwkvzSfNyFJ0mwMciRJkpqFBBCLEVosxlKcuWzNvei6naHu1zt1xUzXLkHH947vyfTNl5/LZBPnjcAHZxjraKbO1loGHELbtetM4Pok53e9kCRJ2iwGOZIkSc3Ph1+yKM8ZtNsSGWMhdh+4/8Mt/YJJdk3yzCRvSfKxJKuTfC/JLcDfzXWcqrqYqT2MjprmssN6x2dV1fenuYaq+hbwJODymcoGfgP4jySfSXKvudYpSdIgtx+XJEkarf5yoIuBJyxgjDsXqZb5GmxYPNj4d9EkOQT4a1o/ocX6Dns8cHB3/IQkj+iWSpFkOfBbvWtn7f1TVZckeQzwMuAI4LG0AGfQ7wD/leSpVbVxc9+AJGn744wcSZKk0VrXO35QVd2+gNtIAoGq+jFwe+/UAxb7NZLsn2QtcBZti/bF/IfIf2fq5/+S3vFzeq+1jrZEalZVtaGqjq+qA2lNqJ8OvAH48sClK5m6U5kkSXNmkCNJkjRaF/aOlyc5YGSVLMyVveODZrxqAZLsR2sk/Gu90z+hhTr/BLyU1iz64bSt3d8+n/Gr6k6mbjnf75Pz/N7xB+cbllXVzVV1dlUdV1VPAp7N1J2y/nQ+40mSNMEgR5IkLXXTLU/ZZlTVtcBlvVNHjKqWBfpi7/hhSfZfxLH/nsn+PxtpS6uWV9Wzq+r1VXVqVV1UVVdU1Q9Y2BKz9/Wet1+Sx3Q7WE0sqxrcIWxBquos4LjeqX27ZtGSJM2LQY4kSVqKNvSOBxvqbove2zt+xSKHIVvaFwbu/82wJyS5D7DHHMZ+bO94VVX9a1VtmPHqBfToqap1wH/2Tj0HeCqTW5efU1Xfme+4M/i/gfs7LdK4kqTtiEGOJElaitb3jnfvGs9uy04Cru+OlwEfT7LXsCcl2S3JSUl22aLVze5zwLd79w9N8qyZLk5yN1pwNZedtvqNoHeY7cIkoe0ctRD9rcifTuthM+H9Q1539ySvSjJrfZ39ese3VdWN86hRkiTAIEeSJC1N1w3cn7LcKMnyJO9K8li2AVV1G1O3v94POD/JE6e7Psn9kryOtiTrKFp/mJHoesf0e9MEOD3JYV24MvlAcn/gE8AL5zj8V3vHhyZ5eZJNmh0neSjwYRa24xdVdT7wte7ugcCvd8c3MXW2znQeA7wbuDjJ0d2yrE0kOZjW+HjCOQupVZIktx+XJElL0QW0nigTsxze2oU262khx0raspTrgbUjqXCRVdVZSd4EvKU7tQ9wQZI1wEXAXcBy4FHA/kztHbQncNVWLHfQycDv03aVAtgVOBX4xyTnATfT3s9vAzszudPVsKVFq4A/7o6X0frZvDnJObSf/X2BRwCPY/N7KZ1Aa3y8Ey3MAfjQkKVc0IIcaD+X9wPv6XbZupQWBO1Ka9bcbwRdwD9vZr2SpO2UQY4kSVpyquqWJOcDT+lO7cDU7va8CgAAA2JJREFUraEnPBl469aqa0urqmOT3Eqb4TLRo+UgZt8N6vNMbZa81VXVxiQvAlbTApsJe3e3vutoO0J9AnjokHG/kmQVbXeqCXsy/e/C9bRtvl8wn9p7PgK8jda7Z2Kp2klzeN4twE97z1lGC5YeN8tzXltV5y2wTknSds6lVZIkaal6He0vyIOKNkPlz2mzQLYpVfUu2iyPM5h5F6abgI8CT62qZ1bVj7ZWfTPp+r08kbY1+HRuAo4FHllVq+cx9MuAU2Z5/BLgb2kzcz4/j3GnqKqfAh/snbqwqr4xh+etooVVbwSGXf9N4JCqesdC65QkKVU16hokSZKmlWQf2i5CO9OW51wJrK2q9bM+cRvRNXleCTwYuAdt1snXgK/XFv4Sl6Q//hFVdco8nruCVvcewA+By4ELun46C61nf1oz43vRfhe+C6ypqhsWOuY0r3EordcOwNFVNe9tx5PsCRxAC3d2B+4AbgAuqqor5jjG1UzOVnpzVR0z3zokSdsugxxJkiRtYnOCnHGV5Au0Pj63Ag+sqp8MecqWquNqDHIkSTNwaZUkSZK2e93OVxPNmj82qhBHkqRhDHIkSZKkto37xHfjE0dZiCRJszHIkSRJ0nYtyY7Akd3d1VW1ZpT1SJI0G4McSZIkbe8OB/bqjt81wjokSRpq2agLkCRJkraWJO8EbgNWA+toO4K9rXv4cuD0EZUmSdKcGORIkiRpmB2T7NS7f+fmbCU+YsuBV09z/g7gqKq6ayvXQ5J7AOmf2to1SJLGh0urJEmSNMyJwM96t8NGW85m+eE05zYAf1hVF2ztYjqXM/XzfciI6pAkjQFn5EiSJGl7chpwE+17cAE/Aj5dVdeMtCpJkubIIEeSJEnbjapaTeuPI0nSWEpVjboGSZIkSZIkzYE9ciRJkiRJksaEQY4kSZIkSdKYMMiRJEmSJEkaEwY5kiRJkiRJY8IgR5IkSZIkaUwY5EiSJEmSJI0JgxxJkiRJkqQxYZAjSZIkSZI0JgxyJEmSJEmSxoRBjiRJkiRJ0pgwyJEkSZIkSRoTBjmSJEmSJEljwiBHkiRJkiRpTBjkSJIkSZIkjQmDHEmSJEmSpDFhkCNJkiRJkjQmDHIkSZIkSZLGhEGOJEmSJEnSmDDIkSRJkiRJGhP/D0RkKv9vmMBwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 408,
       "width": 569
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, \"k\", label=\"data\")\n",
    "plt.plot(x, map_soln0[\"pred\"] + map_soln0[\"mean\"], color=\"C1\", label=\"model\")\n",
    "plt.xlim(x.min(), x.max())\n",
    "plt.legend(fontsize=10)\n",
    "plt.xlabel(\"time [days]\")\n",
    "plt.ylabel(\"relative flux\")\n",
    "plt.title(\"map model\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 382,
       "width": 594
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mod = map_soln0[\"pred\"] + map_soln0[\"mean\"]\n",
    "resid = y - mod\n",
    "rms = np.sqrt(np.median(resid**2))\n",
    "mask = np.abs(resid) < 7 * rms\n",
    "\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=4)\n",
    "plt.xlim(x.min(), x.max());"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "logp = 10,197, ||grad|| = 0.00043711: 100%|██████████| 13/13 [00:00<00:00, 303.59it/s]  \n",
      "logp = 10,202, ||grad|| = 65.929: 100%|██████████| 20/20 [00:00<00:00, 246.44it/s]  \n",
      "logp = 10,213, ||grad|| = 270.28: 100%|██████████| 51/51 [00:00<00:00, 246.53it/s]  \n",
      "logp = 10,213, ||grad|| = 6.8898: 100%|██████████| 8/8 [00:00<00:00, 162.98it/s]\n"
     ]
    }
   ],
   "source": [
    "model, map_soln = build_model(mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 408,
       "width": 569
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x[mask], y[mask], \"k\", label=\"data\")\n",
    "plt.plot(x[mask], map_soln[\"pred\"] + map_soln[\"mean\"], color=\"C1\", label=\"model\")\n",
    "plt.xlim(x.min(), x.max())\n",
    "plt.legend(fontsize=10)\n",
    "plt.xlabel(\"time [days]\")\n",
    "plt.ylabel(\"relative flux\")\n",
    "plt.title(\"map model\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 2 chains: 100%|██████████| 154/154 [00:45<00:00,  1.32draws/s]\n",
      "Sampling 2 chains: 100%|██████████| 54/54 [00:13<00:00,  1.70draws/s]\n",
      "Sampling 2 chains: 100%|██████████| 104/104 [00:13<00:00,  5.45draws/s]\n",
      "Sampling 2 chains: 100%|██████████| 204/204 [00:50<00:00,  1.99draws/s]\n",
      "Sampling 2 chains: 100%|██████████| 404/404 [00:27<00:00, 13.08draws/s]\n",
      "Sampling 2 chains: 100%|██████████| 804/804 [04:54<00:00,  1.08s/draws]\n",
      "Sampling 2 chains: 100%|██████████| 2304/2304 [06:59<00:00,  3.97draws/s]\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [mix, logdeltaQ, logQ0, logperiod, logamp, logw, logS, logs2, mean]\n",
      "Sampling 2 chains: 100%|██████████| 4100/4100 [16:32<00:00,  2.22draws/s]\n"
     ]
    }
   ],
   "source": [
    "sampler = xo.PyMC3Sampler()\n",
    "with model:\n",
    "    sampler.tune(tune=2000, start=map_soln, step_kwargs=dict(target_accept=0.9))\n",
    "    trace = sampler.sample(draws=2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 382,
       "width": 513
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "period_samples = trace[\"period\"]\n",
    "plt.hist(period_samples, 35, histtype=\"step\", color=\"k\")\n",
    "plt.yticks([])\n",
    "plt.xlabel(\"rotation period [days]\")\n",
    "plt.ylabel(\"posterior density\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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
}
