example_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example notebook for Bayesian transporter protein research\n",
    "\n",
    "### August George, Zuckerman Lab, 2023"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Import packages and configure sampler\n",
    "- Use a configuration file (e.g. `./example/antiporter_1_1_12D_cycle1_config.yaml`) to configure the sampler run. \n",
    "- Make sure all the file paths are correct in the configuration file\n",
    "- For a faster (and less accurate) sampling run, reduce the number of walkers from 1000 to 100 and gamma from 0.75 to 0.99 in the configuration file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bayesian_transporter import analysis_functions as af\n",
    "from bayesian_transporter import run_pocomc as rpmc \n",
    "from bayesian_transporter import utility_functions as uf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import yaml\n",
    "import math\n",
    "\n",
    "config_file = './example/antiporter_1_1_12D_cycle1_config.yaml'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Run PocoMC sampler\n",
    "\n",
    "- Results are saved in a new folder, which is used for analysis later. \n",
    "- Some useful plots are generated (i.e., observed dataset and nominal model predictions, parameter 'corner' plot, observed dataset vs predicted dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rpmc.run_sampler(config_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Analyze results\n",
    "- load sampling data and configuration\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load sampling data for analysis\n",
    "pocomc_run_folder = './example/example_pocomc_run_folder'  # change as needed\n",
    "log_like_samples_file = f'{pocomc_run_folder}/log_likelihood.csv'\n",
    "log_post_samples_file = f'{pocomc_run_folder}/samples.csv'\n",
    "log_like_samples = np.loadtxt(log_like_samples_file, delimiter=',')\n",
    "log_post_samples = np.loadtxt(log_post_samples_file, delimiter=',')\n",
    "\n",
    "# get observed data, parameter names, ranges, and nominal values from config file\n",
    "with open(config_file, 'r') as f:\n",
    "    yaml_data = yaml.safe_load(f)\n",
    "    observed_data = np.loadtxt(str(yaml_data['data_file']), delimiter=',')\n",
    "    params = yaml_data['bayesian_inference']['parameters']          \n",
    "    parameter_names = [str(param['name']) for param in params]\n",
    "    parameter_ranges = [tuple(param['bounds']) for param in params]\n",
    "    parameter_nominals = [float(param['nominal']) for param in params]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Plot likelihood distributions\n",
    "- Estimate Gaussian mixture model (GMM) from samples using minimum Akaike Information Criterion (AIC) \n",
    "and Bayesian Information Criterion (BIC)\n",
    "- Estimate the Kullback–Leibler divergence between GMM (posterior) and uniform (prior) distributions\n",
    "- Plot parameter distributions w/ GMM overlay\n",
    "- Plot predicted traces vs observed data using random samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AIC min: k=29, AIC=-109721.77845100794\n",
      "BIC min: k=9, AIC=-98542.56876091791\n",
      "KL divergence of example_run = 45.040366198363806\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ikqTauNPeQlH5wgRvOAAn4O4rHXRmFIw4y9xUj/1eViJivw7T7oyDzoEe7r5Wd7bNuDPpJcvkIX7pFAAcz1S1KpXO6V9/u1npfEbpYo/2Zrr11jNyml5bsacEAJwG1l4Bjz27aZOa65N6dtMmr4cCAOOiUwD8jk4B8Ds6BcDv6BQAv6NTAPyOTgHwu2ef3aTWxho99+wmr4cCAONifQqA39EpAEGwadMmJZNJbapwq7r6e/Rc6iHl69Yr2rBZlhWRivGKPicA4NQx4yAAAAAAAAAAAAAAAAAAAAAAAACOK1NIq2gVtGbhlWpOtOhnA4dVH6v3elgAgAlw4CDgI5YsSVImV5Qk7U4NSJJePtArSapP2n+yr5rXWnpMMhoZ+TPsHyHDqOhQAcAzbud6BnOSpA0vHpIkXbS8XZJUE4+M+zgAweL+LRcKBUnSgd6sl8MBgDEiwza68rm8JKlQtLwaDgBUlaKzYehuH7rfz2iI2d87PT56bFCSlCkUp3iEADA5Badfbsca4nbHMhl7/bIv4/SL/f3B4/zO3GVVXdR+fycWM+0r8va+zX0H+yRJRef9IXeRxZYFAOBUWRMsRNztpELRUr5oKessdNz9WVnnMwru7q180f4+GRv/fbdde7olSfX19owSzbX212UzmiRJMdNe5rXV2dfXOvv841H7eufm0ucaTD7gAMAn3M9uWdZQNyWpd9DeThvI2O9d9mXzpcccGbD/PZ2zbztyxP68V53TwKxzvZymNibtrzXOZ75qneuTcTuONfGI8nzuASfJfe3mnGV8rfP6Guiz95FGY/Z2aaZg389dVued13i+MGolwlk0s4gGABxPc6JFbclpipsDXg8FAHAcHDgIAAAAAAAAAAAAAAAAAAAAAACAsojn+xQdsL8CALzDgYOAnzgn7ul3zib89K6UJKmjo1uS9NbXLJYkNdfGhh4z6gx8nOUHQNi5Z2A/2J2WJO3ecVCS9OE3nilJipiEEAiDhHMG/kRNQpL0+z09kqQbV3k2JAAYadgqhzvjYMY9azAAYEq4+8HcWWDdzcHe3owkKefMmNGXy495LAD4iTOhT6ljAwP2bHRd/TmPRoTTZTgbDO58De7X5uYa+19i9v6Ozn3dkqRDA/a+zmx+5OxP7r5O9/G8BwQAOBFj1Ky3o2ULljL5onLOMsfdn+XONpQp2N+7s2Ad67e3r9xZs17Zc1SSZEbsffgxZ5asfUf7JUl7WpOSpFl19te4c79oxB5Ywplx0HAGOrSss5/fXYayzAMw1dxulr4617sztLp6s/Z2Wk9maH/Tpr3257tefPmIJCnqtC6btZvqzjZfn4yO+H5Grb1dEIkQPZw+dzsy58wc2NFrz/xU4yyTU0d7JUl55zU9mLdfn+4y2P3sofs3YIjXJQDg9BiZXq3o/IFacwmt6MrIyNwuKen1sACgKnHgIOCxc849V9t37dWMGTO8HgoAjItOAfA7OgXA7+gUAL+jUwD8jk4B8Ds6BcDvlp9zrrZu36Pa5javhwIA42J9CoDf0SkAQXDuuedq715/tKpn4KDS1qD6Z75a5uHfyMgNej0kAKhaptcDCKK1a9fKMAzdeuutXg8FIRCPxzV37lzF43HlCpZyBUvH+rI61pfVU5v266lN+1XIF1XIF7V0RlJLZyQVMYzSJR4xFY+YMiTO84MSOoVyGt4pP0jnCkrnCnq044ge7TiiXCanXCanJc0NWtLcoIhpMOtgANApnMjov+Wde3u0c2+P8gVL+cLIUyX7rVMIBzqFE7Esq3Tp6+5VX3evsoXimLMPS3QKlUGnUE5B65Th/mPYs1DEoqZiUbO0b62z47A6Ow7ryIGjOnLgqLKFgrIFZoWdanQK5RS0Tk2W27NYxL5Yln1m/wN7DujAngPqHsipeyBXuh7lV+lWudsMg/mCBvMFZbP2RZGoFIkqdTSl1NGU9vZktbcnq8FsQYPZQmn/h/u7t5x/4F9h7RS8xzoVTtaY9QbLvkRjcc2aM1fxWFyyVNp+Klj25XB/Rof7M+rJ5NSTyWnzoQFtPjRQ+nnuMqw/1a/+VL8G+wY12DeoA/uO6sC+o8rkisrkihpwLjHTVMw03adXIhZRIhYpfe9uz41exrnXIzjoFMrFb+tTuUJRuUJRhaKlQtEqrasfy+R0LJPTi4fSpcuuV3q065UeFYuWikVLRw736cjhPh0+mNLhgykd60nrWE9apmHIHPaZL7exUdNU1DRVF4+qLh6VaRilmVlx+qqtU+lsQelsQZ2pnDpTOQ30Dmqgd1CZdEaZdEZHeu3Lwb6cDvblVLQsFS1LpimZpj1LcJRZMMflt04BwHj80KpkNKmoGdUTh9brEaNDqWjMs7EAAGwcOHiSfv/73+vrX/+6zj//fK+HgpDYtXOn3v2ut2vXzp1eDwUhQadQbnQK5UanUG50CuVGp1BudArlRqdQbnQK5UanUG50CpVAq1BOdAqVQKdQTrt37dRfXfsO7dlNp1A+dArlxPoUKoFOoZzoFIAg2Llzp97+9rdrp4etaog36Jql1+jyGatVMCxlilnPxgIAsHHg4Eno6+vTtddeq3/9139VS0uL18NBSHR3d+snP/qhuru7S2erevFYSi8eS6lz9wF17j6gmtqYampjaknG1ZKMKxIxSpfSGfeYchCiU6iM4Z3yknu2vXSuqHSuqF88s1+/eGa/Gloa1NDSoObamJprY5yJ1OfoFCbLnXEwnowrnoxr767D2rvr8LizefmlUwgHOoXJyuat0kUD3dJA94QzwdAplBOdQiUErVOjt/vcs2IfHcjr6EBe6b0vK7335dIsT/mifcHUoFOohKB16mQVLfvSk82pJ5uTju23L6iYSrfKnT3J3WZw/8nlCsrlClI2I2UzisaiisaiOtCb04HenPrSefWl88oXi8oXi8NmOre3NdxlHrNQ+k/YO4WpxzoVTpe7zHC3h7qOHtWDP/mRjhw9plyhqLxzcWcKdPe9DxYKGiwUZBqSaUhR01DUNHTwYJ8OHuxTtq9X2b5eDXR2aKCzo7Ss6u/Pqr8/W3regVxBA7lC6fHujF0ud7vOnX3LvSA46BTKzev1qdHr3m6X3Nnb3G7t6R60L4f7Spdo1FQ0aurwgW4dPtCtro596urYp8H+QQ32DyqVyiiVypSey511vikeU1M8pnjUVDxqlrYb3PdJcXqqpVPua9Zd1rqXvcfS2nssrcxgRpnBjLK9vcr29upIKq0jqXTpNT/Rsnj0rMDwvlMAMBnd3d364Q8r3Kp0j8z+w4oc54DAhniDmuNNlRsDAOCkcODgSbj55pv15je/WVdeeeUJ75vJZJRKpUZcAKDS6BQAv6NTAPyOTgHwOzoFwO/oFIAgmGyr6BQAr7BOBcDv6BQAv6NTAABUQLpH+t3Xldzy75rZt1lGptfrEQEAJiHq9QCC4nvf+56eeeYZ/f73v5/U/deuXatPfepTFR4VAAyhUwD8jk4B8Ds6BcDv6BQAv6NTAILgZFpFpwB4gXUqAH5HpwD4HZ0CAKBCcoNSIa/s7JUyDm2RkU+Pf790j4z00akdGwBgQhw4OAl79+7VLbfcol/96ldKJpOTeswdd9yh22+/vfR9KpXSvHnzKjVEhEQ6V5Qkrd9tn4GheGCnJCmybK4kqTYakSQlnK+SFDUNSZIhY8rGCf+hU6gGlmVJko7121Pcb/jNM5KkV73pUklSQ01MEj30KzqFk+X+LTc01kiSujY/J0nKOOtLQLnRKZysfHFYjw7tliRFTNZDUDl0ChjibB7KTfFApiBJ2nl4wL4idUiSlM8tkCTVxuzd4HS6sugUcOoyObtj+3rs/V7qPihJSsTs9wJMg36Vy8m26lQ75S6rIqb9NV+0r8jnnYWXs6zKZuZLko6k7A/Y9OfykqSCe3/na8xw3wtyGCOfh5cIEB6sU6Fc3GVDaRnhLDOiEVOxqKnetL3MSWVykqTBgr0+cqAvI0nqHrS/f+VwnySpq/OI/QNSXfbXTL8kqfdQg/3jz5ghSYo5213JqL0QNJ3v3e2xorvwsozhw2JZFiB0CmEztE7tdMmy19ndXhWcr2433T52O72UpJ3b7G243peeta+I2J9diLZPlyQNDtqP7Rmwt/lm1rdIkmJuK50GRk2zXP9ZVa1aO5Ur2K/Vfmdf6b6j9r7SgT3b7TsM2rMoDg6eI0ma3ZiQJDXE7dcr+04BABNJpXNKZwtKxiNqdK+MN0z8AGdWwkTvMVkyZUUmtzwGAFQOBw5OwoYNG3To0CGtXLmydF2hUNDjjz+ur3zlK8pkMopEIiMek0gklEgkpnqoCKBZs2fr05/5nGbNnu31UBBgdAqVRKdQDnQKlUSnUA50CpVEp1AOdAqVRKdQDnQKlUSnUC4n2yo6hcmiUygX1qlQKe2zZuvjn/iMZs6a5fVQEHB0CpXC+hTKhU6hUugUjufuu+/W//k//0ednZ0655xzdNddd+nyyy+f8P7f+c539IUvfEHbt29XU1OT3vjGN+qf/umf1NbWNoWjRhjNnj1bn/vc5zS7TK1KpXO6f/1u5QqWYhFDf3V+Usc5ZNDmzEqYWXyFDgxEVIzXl2UsAIBTx4GDk3DFFVfo+eefH3Hd+973Pi1dulT/63/9rzEbksDJmDlzpj7ydx+TJL1ydFCS9MIu52x9/cfs+7Tbq1kz6+yzLtTEh84w5Z7thzPwVTc6hUqaOXOmPvq/7vB6GHJOrq0dR+wzm6rTPivaG8+7WpKUjNltpIf+RKdwsty/5ba2WknSLucsxrmCfZZP9+yfkn86hWCjUzhZwzskMzL2umHoFMqBTqGSgtopd50x58ze1N3vnOndOat7TZ09e7U748VEnUZ50ClUUlA7dSKWM8eOm6fOlDPjYJ09+0Rt3F3PLM3FM4WjC6epapX7m4pGRu6zbHRmdFDS/rBM1JkVtzdtz/Z0NGO/BvLOTBHur96dgdCMuMs0y/m54y/j2Ec69cLaKUw91qlQLqUZtJyl0uxZs3T7Rz+mgWxe+UKxtJ5R47ymks4yy52taN8xZ5aiAXsZZY6eBcuZcdBM1ji328/Tm7G3zxKRUTMnu7PxGu7Mg/b3zmRbzKIbIHQKleL1+lRpHdvpZrHoXm9/PZqx9zvVOJ9L6OvLlh7be/CA/S91zfbXw3vsn+G8r9nUZG8HtNTZX2ui9t+J+5mveGmW1qHnZD/WqavWTrmL0GNp+7XZ0+vsK0332l+dmS6jzust67zIk87nEN3XYZSZByfkdafgX9///vd166236u6779Zll12mr33ta7rqqqu0ZcsWzZ8/f8z9f/vb3+q6667TP//zP+vqq6/Wvn37dOONN+qGG27QT37yEw/+CxAmM2fO1B13lK9V6WxBuYKlSxe16uldR5XJFk984KDDSraqYMZL3xuDXVK6WUo2lW18AIDJ4cDBSWhoaNC555474rq6ujq1tbWNuR44Wd3d3Xri8cd02eWvlsSZi3Bq6BQqqbu7W7994nG96vJXq7m52evhIKDoFCqJTqEc6BQqiU6hHOgUKolOoRzoFCqJTqFcaBUqhU6hXOgUKqWnu1vr//sJrbhklZqamr0eDgKMTqFSWJ9CudApVAqdwkTuvPNOXX/99brhhhskSXfddZcefvhh3XPPPVq7du2Y+z/11FNauHChPvzhD0uSFi1apL/+67/WF77whSkdN8Kpu7tbjz/+uF796vK2qrHGPmnnsYGsGvKFCe+XSueU7c2MuE8xkpSMqJLbH5L2JaVLPsDBgwAwxcwT3wVAJe3auVPv+Iu3adfOneruz6m7P6f9+1Lavy8l1bdK9a26cFGLLlzUooaamBpqYoqaZuliGEbpjLIAUAm7du7U2//8rdq1c6cnz++eTS9XKCpXKOrXLx/Tr18+Jk2bJ02bp0tnt+jS2S2KR83SGdAABJ/hXBa0N2hBe4NULEjFgnL5onL5oqxh/3jdKQDVKZsvli5K1kvJetXEI6qJjz1TLZ0C4HdB7VShaKlQtJQtFJUtFNXbn1Vvf1aK10jxGrXPaVH7nBY1J+JqTsRlGhInzAaCKaidmqyiZaloWSo4FyXrpGSdZjfGNLsxNrSRjOBwfmf5QlH5QlFRw1TUMBWPRxWPR6XpC6TpC0rv8bQ31ai9qUbJiKlkxNRgrqDBXKG0T7S0DBt9Gf20BjM1eSXsnQIQPO4ywbIsWZalnbte1nve+Wd6Zc9umYZR2p6KRU37YtqXltqoWmqjqk/GVJ+MKZmMKpmMqlAoqFAoSLG4fWmdLbXOViQSUSQSUSZTUCZT0MyGmGY2xMYsqtzxuMs+07Rn1nLfBxwaL7NsAdXKq/Wp0X1yt89cbpfaa5Jqr0mWrq+piZYu8cYWxRtbpFzavjiNzGayymayKhQsFQqWWutjaq2Plbb9oqahqGmUxmAahnNhHxZOnvvadV9XzY0JNTcmJDNiX451Ssc6VVcbV11tvPSadl93EedimvbF/QdD2O7DeLLZrDZs2KA1a9aMuH7NmjVav379uI9ZvXq1XnnlFT300EOyLEsHDx7UD3/4Q735zW+e8HkymYxSqdSICzCenTt36q1vfat2lrlVyVhEdVa/nnphm57d262B7NiDB1PpvO5fv1s/3rhPz+7tVl8mL0kqxuu1adY7lF7yJqmQl3KDZR0bAODEmHHwFD366KNeDwEAjotOAfA7OgXA7+gUAL+jUwD8jk4BCAJaBcDv6BQAv6NTAPyOTgGolK6uLhUKBbW3t4+4vr29XQcOHBj3MatXr9Z3vvMdvfOd71Q6nVY+n9db3vIW/d//+38nfJ61a9fqU5/6VFnHDpyMJmNA10V/pd7IoJ6VpWI+M+Y+6VxBuYKlS+c1K39AKhSKkqRUtlt9pimrpm2qhw0AcHDgIOATxaKlwwP2itTh/YclSTNXXipJWjXPnpK5NmHPXDF8Ri3OHAsg7CzZZ/PL5OwNyfUv2DtVLlqzWpI0ozEhyT77HoAQcf6kz59TL0n60bR5kqRMvujViABghOFrHuasMyVJsQjrIwAwFdztRPfs7xHnFOyxmL3vLLn4HEnSjBn2umTC3ZdGpgH4lTOZRXPSftuuds4CSdK0uphXI8Lpcn6n7vs5DQn7dzunrVaS1DZ3liQpUZMY8bCCs2xLRO1lmruMc+c7KRRHTsHkzkLi7ht1J0ZhVykAwOUuOSLOwsE0DEVMo7SMcpc19TF7WdXgfF3UViNJSg1k7a+LZ0qSXu7rs39gLi1JamxtlCTNmF4nSZrZGBvxc92v+YKzHRd1RlR0x+OO0P6eZRiAqTZ6llM3Q1Fnf7/bS8MJ1KDzuYWZbXWlxxycO12S9ErXfkmS2TRDkjRt1jRJ0iLnc18zG+xG1oxa3zdGxc+d8Q2YDEsjX8TJiPP6cl9XLfb2p2L2jJkNNfbrsM5Z5jfW2F+jo97jYpkMnJzRLbcsa8x1ri1btujDH/6w/uEf/kFveMMb1NnZqY9+9KO68cYb9Y1vfGPcx9xxxx26/fbbS9+nUinNmzevfP8BwAkYuUEljaIOnnWFvpv5tRamnlfEMpQwE2Pu21AT1TFJcTMu04jo94ce067+tPpyb9O0qR86AEAcOAgAAAAAAAAAAAAAAAAAAAAAwKRNmzZNkUhkzOyChw4dGjMLoWvt2rW67LLL9NGPflSSdP7556uurk6XX365PvOZz2jWrFljHpNIJJRIjD1AC5hq6Xi9ckZEl7ZdqujuLjXkB2X1HVQ83ydp5Gu+Llqn5XVX6dwZRb18+CFlimNnKQQATA3zxHcBUEnJZFJLly1XMpn0eigAMK5kMqlly+kUAP+iUwD8jk4B8Ds6BcDv6BQAv6NTAPwukUzq7GXLlUjyYWMA/sT6FAC/o1MYTzwe18qVK7Vu3boR169bt06rV68e9zEDAwMyzZEf3484s4Vao6fCBU5SMpnU8iloVX2yXUmjRsntD6nmufu1ovMHMrOpMfeLm3VqjDdXdCwAgBNjxkHAY8uWL9f6PzwnSdrw7F5JQxsBl144W5K0sKlOkpSM2RsLJof8AphCy5Yv1zPPbvZuAM7+kNRgTpKUTttf/+p1CyVJNTG7maYx5SMDUEGG7D/qxa21kqT4NHu9yHD/1oftK/W8UwCq0vC3bNrn22fOi0fH31ijUwD8LqidctcZ3SjPdtYd98+ZJklaNKNBkhR1dqZFDDYcgaAKaqdOxHS6FHF2bNUl7F7Nmmd3rDkRG3E/BIjzK3N/d+62wsI2e1k1Y2ajJCmRsN+qndloH8TRkojbD5/oV+5uiDi3u/crOh8qc793l5HuZ814CVVeWDsFIDhGN7/0vXP7Oeeco98987xyhaIkaTBr36Embr/Pli/Y3zfG7fWPxa32h0w7jqYlSXNm28uubHaRJKm3u1+SNHd+iySpvblGkhR3tr/yRfvnWc7CKxoxRjyP8/aeis4ITcMZsGWM+O8AUD28Wp8avU5tmqUrRlxfl7DDtWyG3buedKH0M15pc66bbzcyWWs3tLXVvr4mbq/3J53tgmZnvd/dFoyM2jY0DDqIk1BaBxi5/dlUZ7/OZp51piSpP2Uvu9sa7O3PBmd71H2cu/3Ka29ibPdhIrfffrv+8i//UhdffLFWrVqlr3/96+ro6NCNN94oSbrjjju0b98+3X///ZKkq6++Wu9///t1zz336A1veIM6Ozt166236pJLLtHs2bO9/E9BCCxfvlybN1e+VcV4vZ6b9Q6dfX6bjMEumfsekJkfrPjzAgBODQcOAgAAAAAAAAAAAAAAAAAAAABwEt75znfqyJEj+vSnP63Ozk6de+65euihh7RgwQJJUmdnpzo6Okr3f+9736ve3l595Stf0Uc+8hE1NzfrT/7kT/SP//iPXv0nAKckG61Xsb5dw0+vHM/3KTKY9WxMAIDxMW8Z4LFnN23S/Jkt2rhxo363p1e/29OrtlltapvVpjXL7cv0xrimN8YVj5qKR00Zw/4BgEp7dtMmzWht1LObNnny/AXLUsGy1D2QU/dATi0tNWppqdGFM5p14Yxm1SYiqk1EZBhG6UxoAMJjfkOt5jfUqnVmq1pntqpYlIrFkffxulMAqlMsYpYura01am2tUSJmKhEbu6uFTgHwu6B2yj37em0iqtpEVO1NSbU3JdXcbF9mNSU0qymhZMxUMmbaU22w2QgEUlA7dSKWZV/iMVPxmKlZjXHNaoyrtbVWra21aojF1BCLka8AMg1jxKUuEVVdIqp5zXHNa45r/uxGzZ/dqIb6uBrq42qri6qtLqp4xFQ8YpaWcRHTUMQ0VLSs0kwnw3++LEnW0DJx9HtHzFQydcLaKQDBMbr57jLBNO3L889u0twZzXrhuWdlyFAyFlEyFimtZ9TEI6qJRzStNmFfkvbl7PZand1eq/pkVPXJqGbPbtTs2Y1aeMZ0LTxjulqakmppSqq9MaH2xkTp59XGI6qNR5TNF5XNF5VxLu443XFNtAwDUH28Xp8qfRLL7VRpXT6iukRE0YipaMRUWzKhtmRC0+ujpcu8mQ2aN7NBs+a2adbcNi1Y2KoFC1tL189rq9G8thrVxSOqi0cUNQ1FTUP5oqV80Sp9JqLEWc8HJsP9rEwsYl/c96rOmF6rM6bXqm2afWloaVBDS4PaG+Jqb4iXXuPudqdpSqbJMvl4vO4U/O2mm27S7t27lclktGHDBr361a8u3Xbffffp0UcfHXH/D33oQ9q8ebMGBga0f/9+ffvb39acOXOmeNQIo02bNqmxsVGbPGhVtmuPVnT+QE27/1NFI6pitGbKxwAAGB8HDgIeKxaL6uvtlTX6E/AA4BPFYlG9vb0q0ikAPkWnAPgdnQLgd3QKgN/RKQB+R6cA+B2dAuB3dAqA39EpAEHgRavitfVSJKr+LQ/LNKXBZf9Dm2a9Q8V445SNAQBwfFGvBwBUM8saOkFUOl/Ujv0pSdJ5y2ZIklbMaJYk1SXsP9WIaZ/Nh7PDAqgm+YJdys7+QUnSJWdNlyS11sUl2Wf6k2gjEDbu33RDjb0eNGeOvTOpULSbUOQsmwA8Zg073e/COU2ShtZLAACV5Z7xOhaxz4tnOqfHa6uz1x3Pmt8sSZpeb3/PqiMAv3L3+bs9m55MSJLmTa8bcT86FjzuZCHOr9ie+VbSrLqkJKnZ2bc5o8k+63Zbrb3Mijuvhag5ctuitK1hjPz5Vul293r7GsO5v3s/NlUAoHpYo1Ycht5Hc77KXi5EI/b3iVjEvp9ZdO5vP64hZy+b2utjkqQlMxskDS27jvZlJA3tsz9rur2Ma3PWZ9z394bGZX+fyY/88Kq7PmRGeL8PgLdK+/zddXlnf5PbT7dXrTX2uvx5M+pLj+3NFOz7uOvhzvXtTjNbnfc7Y87PyBXc9zvtr257s04jzViE90Ixae6y013mJ51l+7LptZKk/262X4cx5/r6uP3ijjnL3khpHYGFMADg1DQ2t+mct31U2YE+xWvrlTbrlN3d4fWwAADDcOAgAAAAAAAAAAAAAAAAAAAAAAAATkpjc5vU3CZJSqfSHo8GADAaBw4CHrKcfyRpIFPQsWMDkqQLFrVKktrq7bPxuWcb5sw+AKqJe0bUXME+q96xdFaSdEabfcbSeHT8s28DCJeauH3mwznT7bN2Hhqwdy6drfoJHwMAU2LY2X4TznqJu34CAKgs9yza7n61RNReZ5zVaJ/x/b+3H5U0dLbsRIx9awD8zZ1lrilhz+gzeiYeZt4JLmPUL68laS+rGp1ZSg72DI64XzTizvxgf3VnNXFnIolM8GIYmuGQmQYBoNqVtpdKE2dZI643jJHLB3e/VjpXcG4ff9bbuDMrUXuDvb7SNGr2LNdAPi9Jarbs+7kzD+aL7vbbyPu743RnLnSXfSzDAEw1t3fuunfR2SxzP48Qi46ceXD4hIANCef9zFZ7hjd3llV3X5U7s1tzwv7ebWUsbV9fG7ebGkm6P3vo82TAiZS2/5zv3VmFW51ZgFsb7K+ZbGHE7e6y2X3Nu6/b0ivPYpkMAAAAhAWfaAM8dvbZS/WD//ytFp15ltdDAYBxnb10qdY/vUFnL13q9VAAYFx0CoDf0SkAfkenAPgdnQLgd3QKgN+dffZS/fapP2jJ2XQKgD+xPgXA7+gUgCBYunSpNmzYoKU+aFVqMOf1EAAADmYcBDxkWVJNTa3OWHqeJKnj5QOSpDmvWyxJqk/aZ6QynUN8OYMPAC/U1tbqwosumvLndc9mls7Zp/JLO2dad1vozuhjMuMgEGrJmL0+5P6lH3VmH7WGnWTTq04BqG59mXzp3xNOqyITrJfQKQB+F7ROueuCkVFngu/qyzm3298XnK/uTF4AgitonTpZ7tn+XUd7M5KkmPPmQGkbmN1ggTH6/Rx3W8Gd0eFIb3rE7ccG8yO+Hz1zoDsDYWlmQWfR5s6CMvqlwftJUy/snQIQPKVlgTNbUG2d3alc3l6YOBO3l2b6c++ecxYu7vZUwlkG1TozuR9ytrsGnffvWmtHfuzIHLUQ6kvby7jauP2E7szKEZPPQgAYyev1qdHbXaU+Oevc7n4od92+KR4rPXZBsz2jW23MbuS+Hvv9zN6MPcNb0vlsg/s+p8ttbmON/bOSTmvzBas0YytwIkbpNevOEux8lsa5fjAzcnuzq2/k97nCqJkGR/1cDPG6UwAwGbW1tbrI41Yl4xHFIoae3nVUsYihhLsBCgDwDJ+YADy2t6NDn//7j6hz316vhwIA4+ro6NCtH7pZHR0dXg8FAMZFpwD4HZ0C4Hd0CoDf0SkAfkenAPjd3o4O3fbhm7V3L50C4E+sTwHwOzoFIAg6Ojp0883etqoxGdN1qxfq2kvn67rVC9WQZJ4rAPAaBw4CHjtypEv//u171X3siNdDAYBxHenq0te+ereOdHV5PRQAGBedAuB3dAqA39EpAH5HpwD4HZ0C4HddR7r09a/eQ6cA+BbrUwD8jk4BCIKuri7dfffd6ipjq+L5PhmDJ/fzGpMxzWhMqjE5NEtzd7ZHvcXscR4FAKgUDuEGPGRZ9kWSXukdVD6XlySdO6NekhSP2sf2mobhyfgAwEtOHpXNFyUNNbFQtG+JOKc/IJFAuMWdP/b502olSTuODEoaagEAeKU/Uyj9e2ONvbM7GmHFBACmgrsdaDj/EjHtr70Ze/tx0Gl0XTwiSYo565RsPwLwG7dLUadjcdPuVS5ndyxdKIy4H4Iv4/xO651tiCO9GUlD+zks500j56VQ+lp0ro84L4ZiceTto7nvPfHaAQBYzjtuhuyFgmnaF8M5z3haI9+HS+fs73POwqbX+QzD6F3y85oT9s9zljX1cfvjRzFn4ZQt2I+vc653f27CeXyhaJbGI0mmWGgB8Ja77mw569ruuvfoz2yN91muhri9ft+dtps5v8WunftZB/e9g8G8vT1QE7X3Wbmt7HMe5+7DSsTM0rYBMFnuK9J9jbrOnNkgSdrwsj2pQd55bR3qT0uSWurikoa2O8UyGQAwjJFJaUXnD5Q06qTapKxo8qR/RiKSlGlE9MSh9Xq2d5uuyfWroQJjBQBMjBkHAQAAAAAAAAAAAAAAAAAAAAAAIEkycoMyrbzSS94kXfIBWYmTP+SvPlav5XVX6fIZq5W3ikrn0xUYKQDgeJhxEPBQ0bJKZ+vZcWRQRefMUrPqayQNnS0dAKqJexIzt4/uWfjcsx24c/u4M0sYnO0MCDX3DJyLW+0zc67flZI01AYA8Mr+/oHSv8+ot88mHGE6DwDwVGePPWtTrzN7U4M740WUPgPwt9EzqB47NihJSjizTYiT/geW+zZPvmD/Et2ZRQaz9l7Ow9327zqTb5I0djYns7QPdNT1zktj9L5RNkkAAKO5y5LhMw8aMsbMZpt3FkLuPnlXszOL1iEjJ0ma02TPSnSk354da0aDfXtf1v7+2KB9v7Nb6yVJRefn5pxZtdz1ndHLLHc8pfGOWiayjAMw1dx1c7dHMWcWt0jODlJjcuhjl11pe19UYyIy4mf0Zu2vdXH7+n5nOyDtvM95MG/fwZ2tNeE8R2NNtLQNAZyqpoS9zE4N2svoZMJ+zR5K2a9X97Wdd2YZtka95ku7IlgGAwAkWTXTpGSTlOo9pcfHzTo1x8s8KADApDHjIOCx6dNn6NI/e6/qmtu8HgoAjGv6jBn60C23afqMGV4PBQDGRacA+B2dAuB3dAqA39EpAH5HpwD43YzpM/TBW27V9Ol0CoA/sT4FwO/oFIAgmDFjhm677TbN8GGrugezpZPWAACmFjMOAh4qFC3NnD1HF7z7bzUoqaW9VZLUUGP/aZqcsgeAD8ydO1df+Kc7p/x5SzMPOhuL7ln2apyZIuLOGddJJRBu7vrQoqY6SdJviz2SpHRuaMZBrzoFoDq56yiHBrKl65a02bPGTzQDDJ0C4HdB7ZS7Pei2udY5a3bCObt7i3NWbXc2Jvd+bEcCwRPUTk2WOytdPGbv76qvt/uVKxYneggCwv0YjDu7UsGd3cn5vrk+IUmqjdu/+7gzw8jYmQRHfm/JGnV7+caMUxP2TgEIvrlz5+kL/+efS8sQy570qjTDYMx5382dFdd9Xy7jrI+01dnbW92D9u3uWkrMWabVOrPqtjnLtrqoff9CceSyz50RfswMh6XZjUYu4/jMBFA9/LI+5a57m4YzU2tp/5P9vfs5hWRsaHbBxc77mFuPpCRJe3vsGd1mN9rbdu7srqYzy0532m5pg7MPa7Bgfx+JDO3DGj3zKnBCzmu1tMx1Xk8zGuwX3tE+Z2bMmpHTPZVmHnRmuYw7nyhmETyWXzoFAMczd+5c3Xmnv1qVjEcUixha//JRdaXS6svmNd3rQQFAlWHGQcBjfX19OvjSJuUGB7weCgCMq6+vT089+aT6+vq8HgoAjItOAfA7OgXA7+gUAL+jUwD8jk4B8Lu+vj49/RSdAuBfrE8B8Ds6BSAI+vr69KTPWtWYjOm61Qu1+oxWFSUdOXxAqe4jXg8LAKoKBw4CHsoXLG176SU9+P97j17ZuV1Lzm7XkrPbVZeIqi7BhKAA/GH7tm163atXa/u2bRV9HveseZbzT6FoXwzDkGEYaozH1BiPqS4WVV0sqohplM6UBiC8TMO+zGqo0ayGGlmWJcuylC8WS5ep6hQADJfOWaXL3Ppaza2vleH8MxqdAuB3YevU7On1mj29Xg2xqBpiUZmmZJr2WbI5UzYQTGHr1BiGfYmapqKmqfa2OrW31ZXWLy1JTDYRTO4+T3dfZk0koppIRC21MbXUxlSfjKo+GVVDIqKGRKS0H2T0smv0MmyibQ94J/SdAhB4O7Y7ndpud8o0DZmmUVpWRSOGohFDiaipRNRU3LQv7nZVzDQUMw01JSNqSkY0rymueU1xRUwpYkptyYTakonSMs99f682ES3NDj+Cs4IzelnpXs+yDqg+flufcjvk9jEZiygZi5R65V4fjRiKOJeWZFwtybgWt9ZocWuNTMOQaRil9fmaaEQ10Yim1cY0rTamomWpaFmqj0VVH4uWPiORKxSVKzADPU7O6GVnPGYqHjO1sDWhha0JtdbbF3dZni9ayhet0rLY3Q61rJEXDPFbpwBgPNu2bdPq1au1rQKt6s32qjtz7JQe25iMaXpri2SYOvzML7T5p/+HgwcBYApxZBIAAAAAAAAAAAAAAAAAAAAAAABG6Mv168cvPqyewbRMI6JEJCmp/6R+RkNji2YsXa2EuVADzz+h7ECf1NxWmQEDAEbgwEEAAAAAAAAAAAAAAAAAAAAAAACMkClmlC/m9arZr1OxO6/aaL1O9sDBZDSputpGPdOzTd1Gh87I9WtaZYYLABiFAwcBD2ULReWKlv3v+aLOXdgqSaqNR7wcFgD4imnaXxNR+1/qovbqi2F4NSIAU8lw/tjrEvb60fTGpCQpkyuW7mNN/bAAVDHLqU6hOFSfxpqYJNZPAMArEdMOcG3c3m5srU9IkuIxc8TtAOBXhuxOJZ2O1Sbs/V+JiOnZmFAeEy2C3GXTnNYaSVJLwt6miDq/84izceG+NlxscwAATpU17F+sYTvVR28vuTe521O1eWe9JJp3vtq3R52FUtR5I899Py8Zsfflx5339YrOkyWi9vWmuzBzvkSd53d3tbH9BsDvEk4fh6+b5wt2xBrjznq907Kcc31fLidJaorH7e/zdlML1sh3Oa1hLaSHOFUxZ7syGbOXvS1J+3W5oC056n72ayxfsN93d7c/rdLaAK9BAMBYzYkWxc2BU3psQ7xB1yy9Rlt2bdBPd/xOmWKmzKMDAEyEdxwBj0UiUcXrm2VEOFgQgD9Fo1FNmzZN0SjnGwDgT9EInQLgb6xPAfA7OgXA7+gUAL+jUwD8jv3oAPyO9SkAfkenAASB31vVEG9Qc7xJktQ9mFUqnfN4RABQHfy5VABCzj1DlGVJy845T3/z7SclSStm10oaOvMUAPjBeeefr72dh6fs+dxGumcgdc9U2pKwz75Xl7RXX6IRWglUA/dsne7fvru+NHymr3PPP0979h8aOlMxAFSSk5+ZDbHSVQ01x9+9MtXrUwBwsoLaKXftz92VtnyGPWtT14Dd5TpnKozRszUBCJ6gdupkxZ1ZAS5e0ChpaGYedz9ZhJ4Fj/Mrc2cLMZ2vF82plyR1DWQlSTNq7ZkfauKREY9jV0dwVEunAATX+RfYnXLfh3NnF3KVZrt1lj3u/Rri9nZV3rLfp6t1Pnxa+jmW/XOak/ERj3dnOXJnHnTf16txrh+9jGNmLQB+WZ8a3UF3v5KTM2XtyQJL22v2vzstrLHfNzAG7et7ivYH4dtr7X1W7rbd3KT9fd55v9PdFqxN2D/T0rCZYoFJKr12nVePuwye12C/v97ZZ8/q1Oa8TlucZXdjrf190Ro50yDbo2P5pVMAcDznn3++Dh/2d6viMVOmpF9v36Pf7k/o/a86R43J2AkfBwA4dcw4CAAAAAAAAAAAAAAAAAAAAAAAgONKDZ76TIHTaus1p6lWhYaX9FzqIXX195RxZACA8XDg4CTcc889Ov/889XY2KjGxkatWrVK//mf/+n1sBASL23dou/c/EbVpvbojKYGndHUINM0SmedBSaDTqGStmzerHOWnqktmzdX9Hks5x9D9vnLTMNwLvbsEfXJqOqTUdXEI6qJR0q3IzhoFU5HImoqETV1ZnODzmxuUKFolS5bNm/WecuWVLxTCD86hckoWvZlek2ydKmJRUpnSx/PVK1PIfzoFColaJ2yLOci+xKNmIpGTDXGY2qMx3Te9EadN71R8aipeNSUYXCG7KlCp1ApQevUqYpFTMUiphY112hRc01pP5jh/IPTN9WdGv27q41HVBuPqCkeU1M8pkVNtVrUVKummpiaamKKRw3Fowa/8wCqlk6h8lifQqWM7lTENEbO8ue8QZeMRZSMRZSImUrETBmGIcMw1JKIqyURV65YVK5Y1LT6uKbVxzWzMamZjUklY6aSMVNNtTE11cZK38cixoiL+zyjn98a9Q/bcf5Fp1Apflufcjvk9sq9uPubTFOlS10yqrpkVLGoqVjULLXUXe+PmoaipqHW2rhaa+OqS0RVl4iWtgManYvLfV8Up6baOxUxDEWMoWVvfSKq+kRUZ7fW6+zWejUn4mpOxJWIRpSIRkqf0Sm9zp3Hu/tgMcRvnQKA8WzevFlnnnmmNleoVQlnO+/pXUcVixhKxif+nMREGmJ1+sums7VmzuUqWgVlCukKjBQAMFzU6wEEwdy5c/X5z39eZ555piTp//2//6e3vvWt2rhxo8455xyPR4egy2Yz6tq3R/lc1uuhIMDoFCopk8lo58svK5PJeD0UBBytQqVksnQK5UGnUCmsT6Fc6BQqhU6hXOgUKoVOoVzoFCqFTqFc6BQqpdSpLJ3C6aFTqBTWp1AudAqVQqcABEEmk9HLFWxVQyKm61YvVDpbUDIeUWMyduIHjfdzzLia401lHh0AYCIcODgJV1999YjvP/vZz+qee+7RU089NeHGZCaTGbHQTaVSkqTnNm1SXX196fqWlhYtXLRI6XRaW7dsGfNzLrzoIknStpdeUn9//4jbFixcqNbWVh0+fFiv7N074raGhgaduWSJCoWCnnv22TE/99zzzlMsFtPOl19WT8/IKX5nz5mj9vZ2HTt2TLt37RpxW01NjZYuWyZJ2rRxo6xRp5VZumyZampqtGfPHh09cmTEbTPa2zVnzhz19vZqx/btI26LxWI697zzJEkvPP+8crmRUxifuWSJGhoatG/fPh06eHDEba1tbVqwYIEGBwf14tatI24zDEMrLrxQkvTi1q0aHBwccfvCRYvU0tKigwcPav++fSNua2pq0uIzzlAul9MLzz+v0c6/4AJFIhHt2L5dvb29I26bO2+epk+frqNHj2rP7t0jbqurq9OZZ50lSdr83Ea9vP1FSVL0yD7teel5LVqyVJK0e9cupXq6Rzx25qxZmjVrllKplF7esWPEbYlEQsud1+Pzzz2nfD4/4vYlZ52l+vp6vfLKKzp86NCI29qmTdP8+fM1MDCgl158ccRtpmnqghUrJElbt2xROj3yzA6LFi9Wc3OzDhw4oM79+0fc1tzcrEWLFyubzWrzCy9otAtWrJBpmtq+bZv6+vrU39c35j6YHDo1hE4NOZ1OnXX22ZKkjc88o5detMfsfl22fLmSyaR279qlY8eOjXjs6XTqzCV2pzr27tXhw4eUKxQlSYPZglrb2jRzzjwNDgxo22b7d7M/aa/GRCMROhUQJ9sqOkWnhncqX7Sb0NmdVk1trVrOsDu15flNSh3cLanynWJ9KvzolI1ODRmvU4Wi/f/DNJvU0jZNPd3HtPm5PZKkhDProFfrU3Qq/OiUjU4NCdp2X7k7VXR+99NmzldTc7MSgykdPtgp9/9E4VBSjU1Nmr7sbGWzWb20dezZVelUedEpG50aUu2dck16fer5TZKk3iP27+Clg1EtO/cCWbK0ffs2ZQYGJIlWnYap7pT717/0nAskSR27tmtwYEC9afu1ZxrSrLkLVJto1JGuw9q8x/7bdbctGumUJDo1nOedmsR2n0SnTgfv+Q2hVUPK0Sq3T9te3CpD9vbUsmXLFU/Yrepy/h8OZAv2mNpmaEb7LPWlUurYvbP0vl3UNBWLJ9R2tv272bdrqwrDWhUxDS0+Y4mamhq1f98rOtZ1uHS9JLVNn6Z58+Yrm05r20svln6v0Ygp0zR1/gUrJElbNm9ROpMeMf8u+6j8gU4NoVNDytkp96vkj3Wq4b9V0zB1zvnnS5I2b96ijLNOlS/Y95o5b4Gampp16OABHTrQqXTObqplSfWNTapduEi5bFav7HxJkhRzZhU0JC0/7wLVJWJ6ecc27U8PqL+fTp2qau9U0XnVprMF1SRr1Db3DEnS4Ze3yrIsOW9zqVAf15lLlipiJrS3Y48Gersl2ctkSZoxg05JwejUcLznB2AqNCZjp3zAIADAIxZOSj6ftx544AErHo9bmzdvnvB+n/jEJyzZ7wce9/Kua661BnOW9cLW7ePePpizrMGcZV1y6R+Pue2b9/2bNZizrH/+0lfG3Hbl69dYgznLOnikZ9yf27H/kDWYs6w3/+nVY277/Be+aA3mLOvbD/xgzG0rVlxYGlM8Hh9z+4ZNL1iDOct67/uuH3Pb3/7dx6zBnGU9/F+PjLlt9pw5pZ87e86cMbc//F+PWIM5y/rbv/vYmNve+77rrcGcZW3Y9MKY2+LxeOnnrlhx4Zjbv/3AD6zBnGV9/gtfHHPbm//0amswZ1kd+w+N+//w4JEeazBnWVe+fs2Y2/75S1+xBnOW9c37/m3MbZdc+sdWf7Zo9WeL4/7cH//mGasvU7Teec21Y277+N9/whrMWdbP/uOXY25bfMYZpf/WadOmjbn9kcfXW4M5y/rQLbeNue2vb7zJGsxZ1vqnN4y5raGhofRzly1fPub2f//xg9ZgzrI+/ZnPjbntz/7if1iDOcvavmvvuP+t3X1pazBnWZe/+jUjru/p6Zm6P+oQolN0qhydcsc03s99Yet2azBnWe+qQKcGspZ184dvHXPbdf/zr61dXYPWz3+9nk6FxGRaRafo1ESdOv+iP7JeeKXPeuGVvinvFOtT1YNO0akTdeojn/iC9eSOY9Yn/umrY27zcn2KTlUPOkWnTtQpv273VaJT9333R1Znd9b6m7/9h7H/D9/651Zvumi9uKODTk0xOkWn6NTQ5XTWp57bfdRKpQvWqy5/zZjbaNXpmcpOHenLW0f68tYFKy8Zc9snv/g1a8ehAesTa++kU3QqkJ2aaH2KTp0+3vOjVZVu1XObt1m96aL1zneNbdUHP/K/rW0HBqyv/ttPxtw2b8Fi69mOXuvZjl6rtW1sq376y0etzp6s9YGbbxlz2/Uf+Bvr2EDeeuLJP4zbqoGsZQ1kLWvZMvZRBQGdolOV7pQf16lS6YKVShespeN06hvf+aG192jauu2OT4657Yqr3mpt2N1jPfTklnH/W7e+0m11dmetVZe9mk6VUbV36rwLVlgvdvZbL3b2W7FxOvWfj2+wDvRkrXf/5fvGduqjH7MGsnQqiJ2a6m0/OuWNnp4e/v9jXBs22G3YsGFDWX7e4X27rfX3fsR6cecz1r9s/BfrUP+h0/+hqU7L+s3nrBd3PmO954eftrYc3Hv6P3Mc/J0AwBDDskad7gjjev7557Vq1Sql02nV19fru9/9rt70pjdNeP/xzkIzb948rfv1Y4E7C81wnC1rSDlmHHxi/e+0fduL+tAH3qs7vnCPli9drkVLlmrF4ulVO+Pg6694jXp6etTY2Djm/jg+OmWjU0PKeabk9/3Ve/St//dtnb10WeVnHOw4/oyDHTvt3029RzMO0qnTczKtolN06ngzDi4eNePgDe+tfKdYn6oOdIpODXe8GQd7h804mEh3STr+jINTsT5Fp6oDnaJTwwVtu6/SMw5ufHGXDh/sLM1IMb3JnnHw/JOccZBOnR46RaeGq/ZOuSa7PvX7ZzZJkl5xZhxsqLFnHJzbVjtmxkFadeqmslPuX7874+BTzzw37oyDi+e160jXYfUfZcZBOuXvTp3MjIN06tTxnp+NVg0pR6u+993vjOjUZGccPHL02LgzDp5Z4RkHt26p/IyDdOrU0SkbnRpSiU5J/pjJa/hvdeSMg5snnHFwV8e+cWccnD/JGQdzzoyDf/qGP6FTp6iaOzXRjIO///0fRsw42OLMONjWXH/cGQf7+uiU3zs1HO/5VY9UKqWmpib+/2OMZ555RitXrtSGDRt0kbNcOh1d+/do+3/+X7X+ybX6dc+TevtZb9f02umn90N7D0h/+JZeWvhGfeaZX+h/X/4+LZsx97THOhp/JwAwhAMHJymbzaqjo0Pd3d360Y9+pHvvvVePPfaYli9fPqnHuwufg0dY+MDeISRJfem8elMp/eevH9P5F11Sem2cNatBkmQYE/2EcEqlUmpvYyXtVNEpVEoqldLTTz2pS/94VUVfG24b3Q/ju29Aum9QuklMOh+aScbtnZXmFMaSTp2+02kVnapu7ofCu3qzkqT+zNCO84ZITr97+km96rLLqv61QadOH53CibgfANh1eOgN3wXTaiVJcedN/tGman0qCOjU6aNTqISgdqrobD/2OeuGR/vsD6i425Wt9TFJUkPS/hqNnHj7kU6dPjqFSghqp07WoLMf7EC3/aGueMz5sF5jQpIUcz68R6tOz1R2yt3nmXf2dXb12fs1DqfsD6TWxO19ndOd33Gt8727zJrKfZ84PdXSqcmiU6eH9/xQCaM75S6j3I8MDQ47uEWSegbs7auhg93tZVIsan9NRO1lVo3zfp1huMsu+/Hueov7OMs5iMH93l3WGRr/9kqjU6eHTqES/L4+Veqm0yt3/9Pwf3e36TJ5e/2/p99uadb5vr7GPjmy+5kH9z2FeMRtqf3zEjFTqVRKc2e00KlTVM2dct9Xd193x5zXYb+zTHdfry31cUlSg3PSbnfZ7R7s72KzdIjfOzXVWJ/yFgdEYSKpVEpPPvmkVq0qT6um4sDBmy55m85tX6iGeMNpj3c4/k4AYMj4n2jzmeeee05FZ4YRr8TjcZ155pm6+OKLtXbtWl1wwQX60pe+5OmYEA4NjY1a/ZorVd/ASkmQ0SmEWWNjo16/5g1sPIUArUJYNTY26srX06kwoFMIK9anwoNOIazoVHjQKYQVnQoPOoWwolPhQacQVnQqPOgUwopOhQedQljRKQBB0NjYqDe8IRitSpgJmUZEv93/iB548QH1ZntP/CAAwCkJxIGDF154obq6uiRJixcv1pEjRzwekX3WteHT0wOnIhox1HXogO798lr1HjukmkRENYmIipZVOvsPgoFOIcw6Ozv1mU9/Up2dnRV9Hsv5xzBGnrEsFjGci6lYxFQ0YigaMeT+g8mjVQgy92++JhZRTSyiRHTosm/ffn32/6t8p1B5dApB4K6rJGJm6WIaxnHPhj5V61OoPDqFsAp6p6Kmqag51OVk3L64fTaNoVkvwo5OIayC3qnJipiGIqahZDyiZDxS2h8Wpv1g1d6pZMxUMmaqJh5RTTyiZMy+RAxDkdJyyzjhNgb8p1o6VQ2qvVMIrwk7ZdgXdz3EkmTJngUrHh16X270fjD3/TvDsC/u9+6yzX2caUqmac+mFR/2Pl/p6Z19bWFa36k0OoWw8vv61Oheufujhl/c9y5dsaipWNRUJGLYF3PkJRE1lThOa4OKTnlr9Halu28hEYuMuERNQ1HTKL223ddl6bVuMNvgaH7vFABIdqs++clgtKohP6gLEq/Wq2a/TvliXul82ushAUBoBeLAwebmZu3atUuStHv37ik/I83//t//W0888YR2796t559/Xh//+Mf16KOP6tprr53ScSCcDh7o1N13rtXhgwe8HgpOA51CmB3o7NRn/79P6UAANiZxfLQKYXXwQKe+8Ln/j06FAJ1CWLE+FR50CmFFp8KDTiGs6FR40CmEFZ0KDzqFsKJT4UGnEFZ0KjzoFMKKTgEIgs7OTn3qU58qy4GDqXROxwayZRjVKLEaKRJVcvtDuvTgL9SiaPmfAwAwQiBK+xd/8Rd6zWteo1mzZskwDF188cWKRCLj3nfnzp1lf/6DBw/qL//yL9XZ2ammpiadf/75+uUvf6nXv/71ZX8uVJeIach0Tncei5py95Nwtp7goVNA+YyecdU9k17E6SWJPHW0CkHmrh8lY/a5TwayQzUoFO1uFGXP2hzkM3BWOzqFIHBXVaLm0LmYyE71oFOAzxjjf5uI2o1297u5W5luw8PcbToFBJubp9H7w6xSyYIfsGrrlLvMMUdNfRsd9b27eVEtM+QCflZtnQLc7aRRb8/J2e2uZCwy4nZ3WeXePeIs7GIRe2E2en1m9KLNnVVw9HZZmLfTyo1OAd5yezW6m9LQer3bzsFMQZI966okFQr2gyznE5ulz0C42w3D2hnkLNIpb7mfuXFfQ/Go/W+DznEf7sy/7uvOXZZb1sh9DyybAaC6pdI53b9+t+KDh7XCkOKxMs5VlWySLvmA0vt2yNz3gAxmGgSAigvEgYNf//rX9ed//ufasWOHPvzhD+v973+/Ghoapuz5v/GNb0zZcwEIJjoFIAhoFQC/o1MA/I5OAfA7OgXA7+gUAL+jUwD8jk4B8Ds6BQBA8KWzBeUKlt5w9nTNjzcrFS/zISfJJlk108r7MwEAEwrEgYOS9MY3vlGStGHDBt1yyy0n3Jh85ZVXNHv2bJlmGY9wB8qkdMYe0yidPSoeNRWLumeO4pQ9QUSngNPjts8snU3PuX7UiedGn50bJ4dWIejcdafkeGeyspwLmQg0OgW/c7fn4tFhMw56NBZ4g04B/uFuR7pnyU4464hDs8OOLHS1nCWbTgHB5W7zJqIj/x7D9p5BNXfK/R3XJEbu9HRnaQrZrxoIrGruFKqHO6Oxu53kLosKRXt2LHf7yr19aPYiZzvMHLk9Vppp0HTf7xs5c3Lp+3Fm6MLJo1OA94bvZxqaOdD+G8s5MwvWJ+2PZval85KkmLOt57bTFTVHNtf+puxDnlJ0yjvuMrc47POJklQTH3/Wx9Lj+CwOAGAcLbVxJaLHX4acLiN9VGLWQQCoqMBtaX3rW9+a1Bloli9frt27d1d+QMBpam5u0Z+9/Ro1NTd7PRSUCZ1C2LS0tOhd11yrlpYWr4eCMqJVCJOm5hb9xTuuUUsznQoTOoUwYX0qnOgUwoROhROdQpjQqXCiUwgTOhVOdAphQqfCiU4hTOhUONEphAmdAhAELS0tuvbaYLTKitWoaESV2Plrad8GKZPyekgAEFqBO3BwsixOU4aAWLhokf7v1+/T/AWLvB4KphidQlAsXLRI37r/21q4iE5VI1qFIFiwcJHuufd+OlWl6BSCgPWp6kanEAR0qrrRKQQBnapudApBQKeqG51CENCp6kanEAR0qrrRKQQBncLx3H333Vq0aJGSyaRWrlypJ5544rj3z2Qy+vjHP64FCxYokUjojDPO0De/+c0pGi3CbNGiRfr2t7+tRWVoVTzfJ2OwS73FrI5me8owupGsRKM2zXqHMouvkIpFKcesgwBQKaE9cBAIAkNSJp3Wnl07lM2kZRqGTMPwelgAMEI6ndbLO3YonZ7aDTPDcC7OPzQSgCQZhiHDMBSNDF3S6bR2vrxDA4NpFXlPCcAUMY2hi9zLBLxanwKAyQpqpyz3H0uyLClqmoqapkzTkGkapevd7UsAwRXUTp0sy7lETEMR0yitZ9Kx4HM3GdzfrbuMikVMxSJm6XsEV7V0CkBwje7U6PfdipalomVNeL37fl0sYl/c/fMudzts9OPdxwHAiQR5fWr0NlvUNBQ1DRUtjXjv0r1fPGoqHjWHtv3c20f9A5RD6RXlvP4sy5JlWUpEI0pEI6X7sV16YkHuFCrr+9//vm699VZ9/OMf18aNG3X55ZfrqquuUkdHx4SPecc73qFf//rX+sY3vqGXXnpJDzzwgJYuXTqFo0ZYpdNp7ShDq4xMSis6f6D8Sz/VA/079OsDTylqRpWMJss0Uls2Wi8r2VrWnwkAGIsDBwGPbd26RZdddI62vbjV66EAwLi2btmic5ct0dYtW7weCgCMa9uLW/THFy7Ti1vpFAB/Yn0KgN/RKQB+R6cA+B2dAuB3dAqA39EpAH5HpzCRO++8U9dff71uuOEGLVu2THfddZfmzZune+65Z9z7//KXv9Rjjz2mhx56SFdeeaUWLlyoSy65RKtXr57ikSOMtmzZoiVLlmjLabbKyA3KtPLqWfRa5WdfqCsWv1nXLL1GDfGG8gx0mO7BrPJFSxo8KqXLP7MhAIADBwFPuTPmSPZZZt0zy3L2YADVaGiGwVEXY/wLgOpUOhNnxCxdOOEmgKnkrqO422+xCLtWAMArpRnqTck0h9YV3RkwSmdtd6fwAgCfc9c13a65PUN4uLMwJWOmkjFTEcNQxDBKs5kzswgAYKqUZmgfNQuRux3lXtz9X4mYfXG5n3VwZx4cPUvRRO/r8T4fgDAqNXVU+2oTEdUmIkrG7Yv73maxaNmX0myv9vaAi1bidLivx9H7TN3Xn7tML80qPOzziwBOXjab1YYNG7RmzZoR169Zs0br168f9zE/+9nPdPHFF+sLX/iC5syZo7POOkt/+7d/q8HBwQmfJ5PJKJVKjbgAU8FKtkrRpFqTrWU/aDAZjygWMfTYzn519maV3fpL6Xdf5+BBAKiA0H66jY0ZAH5HpwAEAa0C4Hd0CoDf0SkAfkenAPgdnQLgd3QKgN/RKQB+R6cABFVXV5cKhYLa29tHXN/e3q4DBw6M+5idO3fqt7/9rV544QX95Cc/0V133aUf/vCHuvnmmyd8nrVr16qpqal0mTdvXln/OwAvNCZjum71Qr3q3IXqrDtH/Qv+RCrkpdzEB9ECAE5NaA8ctCxOIY1gMaTS2fhQHegUMFLpTKTOqdXds5pxNj1v0Sr4lWkapUvEiYR7VsTRZzZGuNEpeGX4WYPdWUOA8dApoPLcDpdmGHSUtifdC8ZFpwAfcXrl9mxoJqDqzlgYOjV6BofRszkBCLYwdArVZ/T7b+52leX8465/1MQiqolFSveLR03Fo2Zpdqxi0b6M/nnsp/cXOgVU1uj3CtyZxaOmfXFnkx/9GQh31ldLUrX/ldKp8hn9+ip9HtFZuBct+8L2KFBeow+AtpwZPcdTLBZlGIa+853v6JJLLtGb3vQm3XnnnbrvvvsmnHXwjjvuUE9PT+myd+/esv83AF5oTMbUUhtXwYzbsxsCACoi6vUATlc+n1c0OvY/Y8uWLZo9e7YHIwKAkegUgCCgVQD8jk4B8Ds6BcDv6BQAv6NTAPyOTgHwOzoFwO/oFICwmTZtmiKRyJjZBQ8dOjRmFkLXrFmzNGfOHDU1NZWuW7ZsmSzL0iuvvKIlS5aMeUwikVAikSjv4AEAQNUIzIyDv/zlL/X8889Lss+28JnPfEZz5sxRIpHQ3Llz9fnPf37EmWfmzZunSCQy0Y8DfMEwpIsuukhdfTmtuOgixSOm4pHA/FliFDqFsLrwoos0mLN04UUXTenzTnRWvtG34+TQKoSF2wbTMLRy5UqlBgtaceHUdgqVQacQFO4ZWicza7xX61OoDDqFMApLp9z1w6hpKmqape/df6oFnUIYhaVTJ+L2yu1XLGIqFsL3DKqxU+6+THcbwv1n9MyD7PMMrmrpVLWoxk4h/E7UqeH73Ievh7gzEA7NljXy/btY1L6UZjcadUFl0CmEUZjWp0zTsC9OK5OxiJKxiBJRU4moOTTLvPNPGNEp/3C3P91lufv5RLZDT16YOoXyicfjWrlypdatWzfi+nXr1mn16tXjPuayyy7T/v371dfXV7pu27ZtMk1Tc+fOreh4EX4XXXSRLMvSRQFsVXe2R73FrNfDAIBQCsy7jR/5yEfU29srSfrHf/xH3XXXXfrbv/1b/cd//Ic++tGP6q677tIXvvAFj0cJoJrRKQBBQKsA+B2dAuB3dAqA39EpAH5HpwD4HZ0C4Hd0CoDf0SkA1eT222/Xvffeq29+85vaunWrbrvtNnV0dOjGG2+UJN1xxx267rrrSvd/97vfrba2Nr3vfe/Tli1b9Pjjj+ujH/2o/uf//J+qqanx6j8D8EwikpRpRPTEofV6oHebenP9Xg8JAEInMAcO7ty5U/PmzZMkffe739Xdd9+t2267TW984xt1yy236Bvf+Ibuvfdej0cJnLxtL72kN/7Jq7R920teDwWniU4hrLa99JJe86pV2vYSnQoDWoUw2r7tJV3xmstYnwoJOoUwYn0qXOgUwohOhQudQhjRqXChUwgjOhUudAphRKfChU4hjOhUuNAphBGdwkTe+c536q677tKnP/1prVixQo8//rgeeughLViwQJLU2dmpjo6O0v3r6+u1bt06dXd36+KLL9a1116rq6++Wl/+8pe9+k9AiLz00ktatWqVXgpQq+pj9Vped5Uun7FaeauodD7t9ZAAIHSiXg9gslpaWrRv3z7NmzdPhw8f1pIlS0bcftZZZ2nfvn0ejQ44df39/frD755WemBAsYjh9XBwGugUwqq/v1+/e/op9fdX9kwuhptAq/Qv499PtPJ00CqEhTEsBYODA/r9757SQH+/DEmW0w96EUx0Cr7npCViTL4xU7U+halBpxBGQe2Um2LD2Xw0zfFvrzZ0CmEU1E6drFLX3K+lG7wYTeVUc6cipv3LjEVH/lLdPaGW8y/VugwLsmrpVLWo5k4hvCbqlLvMcZdBsYi9YZUrFCVJ5gQLJfd+7uMmuh8qg04hjMK0PuU20UmlCkX7e8sY+R6mu33g3j9MKaVT3nNfT+4+04hGfhantP056v6YWJg6hfK76aabdNNNN41723333TfmuqVLl2rdunUVHhWqUX9/v556Knitipt1ao57PQoACK/AzDj4Z3/2Z/rsZz+rQqGgt771rbr77rtlWUMHFHzlK1/RihUrvBsggKpHpwAEAa0C4Hd0CoDf0SkAfkenAPgdnQLgd3QKgN/RKQB+R6cAAAAAwD8CM+Pg5z73OV155ZVaunSpVq1apX//93/XunXrdNZZZ2nHjh06cuSIfvWrX3k9TOCURUwjdGcNrjZ0Cigvwxh91m3n7Hu08rTQKoSR2wvTNGSaxtBp+ulFINEp+J17JuDRs1qhetApwIfcs2c7/zL6bNnVhk4BwefObl10vjdCVjQ6JUWdDYp88fizOQHwBp1CNSs6G1TuLFijZyQcmkXL/looOrMWjZpFC5VFp4BgcBuaiDnr/4XxP/PgHlA3+jMSQUan/KM0w6Xz8jKcZbj7GRyNWtaH6GUIAAAAwBGYj7k1NTVp/fr1+shHPqIjR45o4cKFSiQSymazuuaaa7R582ZdeumlXg8TQBWjUwCCgFYB8Ds6BcDv6BQAv6NTAPyOTgHwOzoFwO/oFAC/o1MAAAAA4B+BmXFQkmKxmG688UbdeOONXg8FKJsFCxfq3m/dr4WLFnFG2RCgUwijBQsX6pv3/ZsWLFw4Jc83+sylpes5Q2nZ0CqEzcJhnWJ1KhzoFPzM7YxhHf9+w031+hQqj04hbILeKbM0M9eYDUn7SxWuI9IphE3QO3XSSjOphle1dqo0g7mzQRGL2L9ld4YR06zChVZIVF2nqkC1dgrhdaJOlfZ5uVeMmmHQcFZM3PfvRs9MiKlHpxA2YVqfcpvqzibvzs7qNrPUULexztewzfhGp3xm1L4Ga9RncMLyuqukMHUKQHgtXLhQ//Zv/6aFtAoAMEzg3nP89re/PeFtH/3oR6dwJEB5tLa26l3vfo9aW1u9HgrKhE4hbFpbW3XNtXQqbGgVwoROhROdQpjQqXCiUwgTOhVOdAphQqfCiU4hTOhUONEphAmdCic6hTChU+FEpxAmdApAELS2tuo976FVAICRAnfg4Ac/+EH94he/GHP9bbfddtwNTcCvDh8+rK/f8y/qOnxYpmEw62AI0CmEzeHDh/XVu/9Fhw8fntLnNYzxLygPWoUwcTt1pKtLpmHI/QfBRqfgd4ZhlC4n4tX6FCqLTiFMwtIpdz3Q3cdW7euFdAphEpZOTVapYJNc3wyqauzU0H5O5/cre9KHsP+uq0G1dapaVGOnEF6T7VRpe8q5TLR9xWcb/IFOIUzCuD5lWfbF3Q4wTfsSjRiKRsY2NIyfiaBT3itth7rLcmdDlH2oJy+MnQIQPocPH9a//AutAgCMFLgDB7/3ve/pPe95jx5//PHSdR/60If0gx/8QI888oiHIwNOzSt79+r2Wz+kV17Z6/VQUCZ0CmHzyt69uu2WD+qVvXQqTGgVwoROhROdQpjQqXCiUwgTOhVOdAphQqfCiU4hTOhUONEphAmdCic6hTChU+FEpxAmdApAEOzdu1cf/OAHtfcUWpVK53QolVYqnavAyE6sezCrfNHy5LkBIOyiXg/gZL3xjW/UV7/6Vb3tbW/Tr371K33zm9/Ugw8+qEceeURnnXWW18MDTplhGLJkr/BwFp9go1MAgoBWAfA7OgXA7+gU4F/umdmtKn9vkU4BwTW6Y2GbccJVzZ0qvR/k/HLD+jsGgq6aO4XqNXo7yl1GFZ0bRs8yyDLMW3QK8LdSIy37X6zSRp57e/i3B+iU/4z+XGKYX38AgMlLpXO6f/1u5QqW6qx+vXFuTgPKycz2VPy5k/GIYhFD618+qq5UWn3ZvKZX/FkBoLoE7sBBSXrXu96lY8eO6VWvepWmT5+uxx57TGeeeabXwwKAEjoFIAhoFQC/o1MA/I5OAfA7OgXA7+gUAL+jUwD8jk4B8Ds6BQCA/6WzBeUKllbPiSn/1PeVHzT1G/MVNXf9Xk0NTUpGkxV77sZkTNetXqitO4/qp11SNles2HMBQLUKxIGDt99++7jXz5gxQxdeeKHuvvvu0nV33nnnVA0LAEroFIAgoFUA/I5OAfA7OgXA7+gUAL+jUwD8jk4B8Ds6BcDv6BQAAMHQm+1VOp92DgqMSZKaYjkds/I6PPdK7ctG9Kfz36hz2xeqId5Q0bE0JmNqromXvk+lc0pnC0rGI2pMxir63ABQDQJx4ODGjRvHvf6MM85QKpUq3W4wbzoCqKGhQVe+fo0aGxpkiNdwUNEphJnbqYaGym78ofJoFcJqdKd4CQcXnUKQnMzLkPWp8KBTCKuwdGr0n141/inSKYRVWDp1ssL4p0qnbKbz32dZHg8EZVOtnQojOoWwmmyn3Je2u4xyv5q85n2DTiGswrw+VWqr+73z+bCw/pnSKX8avYznf//JC3OnAIRHQ0OD1qw5cat6s7164MUHlC/mFTWjunLOnytb7NexbFYDyqk22aKCGVdzoqXiBw2ONthzWN/b/oL6jTrFIoauW72QgwcB4DQF4sDBRx555KQf88orr2j27NkyTbMCIwLK58wlS/Tzhx6WxBvEQUanEGbDO4Vgo1UIKzoVHnQKYUWnwoNOIazoVHjQKYQVnQoPOoWwolPhQacQVnQqPOgUwopOhQedQljRKQBBsGTJEj388Ilblc6nlS/mtbJ9pTYc3KCO3l3a0r9OmQMFZY0OvS7fPwWjHcmKJmXJlLF9nc7pjSj6x3+t9fvsmQc5cBAATk9ot7SWL1+u3bt3ez0M4IQKhYJSqZQKhYIMg7P5VBM6haAY3ilUH1qFIKBT1Y1OIQjoVHWjUwgCOlXd6BSCgE5VtzB3iveFwoNOVbcwdwrhcbKdYhkVLnQKQVAN61OmYcg0DBo7Djo1dXj9nbpq6BSA4DvZVk2vna6oGdXvDz4pSVrRcqEKhqVMMVvJYY4rXt+kw43naH3kIsWU14ya4pSPAQDCKrQHDlplnLpt7dq1+qM/+iM1NDRoxowZetvb3qaXXnqpbD8f1e25Z59Ve1uTnnv2Wa+HgilGpxAUdKq6latVdAqVRKeqG+tUCAI6Vd3oFIKATlU3OoUgoFPVjU4hCOhUdaNTCAI6Vd3oFIKATlU3OoUgoFMAguDZZ59VU1OTnp1kqxpiDbpm6TX600V/ruV1V2l6Yrokqb8w9TMONiRiOnfBDP3JhUt1wbxmNSSiUz4GAAir0B44WE6PPfaYbr75Zj311FNat26d8vm81qxZo/7+qV8oAsB46BQAv6NTAIKAVgHwOzoFwO/oFAC/o1MA/I5OwW+YlQij0SkAfkenAAA4OQ3xBrUlpylu1iluxhWxDG3t2SLTiCgRSU7pWBLRiFrr4kpEI1P6vAAQdhyKPQm//OUvR3z/rW99SzNmzNCGDRv06le/etzHZDIZZTKZ0vepVKqiYwRQ3egUAL+jUwCC4GRbRacATDU6BcDv6BQAv6NTAPyOfekA/I5OAfA7OgUAwCTl01LfIalQkNmXUTzfp7povV5nzVftzDVK5OOqj9V7PUoAQBkw4+Ap6OnpkSS1trZOeJ+1a9eqqampdJk3b95UDQ8A6BQA36NTAILgRK2iUwC8RqcA+B2dAuB3dAqA37EvHYDf0SkAfkenAAAYqTfbq6OpDuX3/kEDv/+OMk/dq5rn7teKzh/IzPaqVjG1xFsUN+u8HioAoExCe+CgYRgV+bmWZen222/Xq171Kp177rkT3u+OO+5QT09P6bJ3796KjAdAcNEpAEFQiVbRKQDl5OU6FZ0CMBl0CoDf0SkAfkenAPgd7/kB8Ds6BcDv6BQAAFOjN9urB158QA/t/JW6uge1LrtS38lfoSPz3yDTyivWf9DrIQIAKiDq9QAqxbKsivzcD37wg3ruuef029/+9rj3SyQSSiQSFRkDwuXc885Tx/5Dam5u9noomGJ0CkFBp6pbJVpFp1BudKq6eblORacwWXSqutEpBAGdqm50CkFAp6obnUIQ0Knqxnt+CAI6Vd3oFIKATlU3OoUgoFMAguC8887ToUMTtyqdTytfzGt12yr1FQ+o8Yxl+u3BqPpqalQ0oqo78LSKRlTFaI2kwSkdOwCgckJ74OCWLVs0e/bssv7MD33oQ/rZz36mxx9/XHPnzi3rz0b1isVimj59utfDgAfoFIKCTlW3creKTqES6FR1Y50KQUCnqhudQhDQqepGpxAEdKq60SkEAZ2qbnQKQUCnqhudQhDQqepGpxAEdApAEEy2Vc3xJhUVU0ONfShJMd6oTbPeobYz67VpR59eE28UBw4CQHiYXg/gZPz+97/Xtddeq0WLFqmmpka1tbVatGiRrr32Wv3hD38Ycd958+YpEomU5Xkty9IHP/hB/fjHP9ZvfvMbLVq0qCw/F5CknS+/rP/xZ2/Rzpdf9nooKAM6hTCiU+HjRavoFCqJToUP61QIGzoVPnQKYUOnwodOIWzoVPjQKYQNnQofOoWwoVPhQ6cQNnQqfOgUwoZOAQiCl19+WW95y1v08vFalU/LSB8dcVVqMKdstF752nZlo/UVHiUAYKoF5sDBn/70p7rssst09OhR3XLLLfrmN7+pe++9V7fccouOHTumyy67TA8++GBFnvvmm2/Wt7/9bX33u99VQ0ODDhw4oAMHDmhwkCPpcfp6enr0H7/4uXp6erweCk4TnUJY0alw8apVdAqVRKfChXUqhBGdChc6hTCiU+FCpxBGdCpc6BTCiE6FC51CGNGpcKFTCCM6FS50CmFEpwAEQU9Pj37+8+O0KpOS9m1QYuevVTSiiifrFYsYenrXUcUihpKx8hzIfzqOZnvUW8x6PQwACBXDsizL60FMxrnnnqv3vOc9+tjHPjbu7f/4j/+o+++/X5s3by77cxuGMe713/rWt/Te9753Uj8jlUqpqalJB4/0qLGxsYyjQ9BtfOYZrb50pdY/vUEXXnSR18PxVCqVUntbk3p6gvl3QqcQVnRqSNA7JXnXKjqFSqJTQ+jU6TndVtEpTIRODaFTp4dOoVLo1BA6dXroFCqFTo0U9FbRKYQRnRqJTp069qWjUujUSHTq1NEpVAqdGolOnTo6hUqhUyMFvVNB53aK//8Y7ZlnntHKlSu1YcMGXTROqw4f2qx//+/P6MqlN2jd7ha9/bLlSsYjSmcLpa/febpDly5q1dO7juraS+drRmNySsbem+3VAy8+oPxgt6Kdz2rNhR/XT7ZFT3kM/J0AwJCo1wOYrB07dujP//zPJ7z9bW97mz7xiU9U5LkDcmwlAI/RKQBB4FWr6BSAyWKdCoDf0SkAfkenAPgdnQLgd3QKgN/RKQB+R6cAAPA3K9mqbLROktSYjKkxGSvdNmIGwvjUzUDYEG/QNUuv0f5Dz+vX+zcqU8woQIe6AICvmV4PYLLOOOMM/fSnP53w9gcffFCLFy+eugEBwCh0CkAQ0CoAfkenAPgdnQLgd3QKgN/RKQB+R6cA+B2dAuB3dAoAgGBqTMZ03eqFuvbS+bpu9cIRBxROhYZ4g1rjTVP6nABQDQJzGPanP/1pvetd79Jjjz2mNWvWqL29XYZh6MCBA1q3bp1+9atf6Xvf+57XwwRO2uw5c/T5L3xRs+fM8XooOE10CmFFp8KFViGM6FS40CmEEZ0KFzqFMKJT4UKnEEZ0KlzoFMKIToULnUIY0alwoVMIIzoVLnQKYUSnAATBnDlz9MUvflFzxmlVb7ZXR7M9J/wZo2cgBAAEn2EFaG72J598Ul/60pf05JNP6sCBA5KkmTNnatWqVbrlllu0atUqj0c4sVQqpaamJh080qPGxkavhwP4UiqVUntbk3p6gvt3QqeAcAtDp6TgtopOASdGp7xFp4ATo1PeolPAidEpb9EpYHLC0Co6BYQbnfIWrQJOjE55i04BJ0anvEWngBMLQ6eCzO0U//8xWb3ZXj3w4gPKD3Yr2vms1lz4cf1kW1TXXjpfMxqTXg9vhMOHNuvf//szumLF3+mhHXWnPEb+TgBgSGBmHJSkVatW+XqDETgVx44d029+/V/6kyuuVEtLi9fDwWmiUwgjOhU+tAphQ6fCh04hbOhU+NAphA2dCh86hbChU+FDpxA2dCp86BTChk6FD51C2NCp8KFTCBs6BSAIjh07pv/6r//SlVeObFU6n1a+mNcVc16l2X2DysTqJGW8GygAYEqZXg8AqHa7d+3Se655h3bv2uX1UABgXHQKgN/RKQB+R6cA+B2dAuB3dAqA39EpAH5HpwD4HZ0C4Hd0CkAQ7Nq1S+94xzu0a4JWtcab1GDGp3hUAACvhebAwa1bt2rx4sVeDwMAJkSnAAQBrQLgd3QKgN/RKQB+R6cA+B2dAuB3dAqA39EpAH5HpwAAAABg6oTmwMFsNqs9e/Z4PQwAmBCdAhAEtAqA39EpAH5HpwD4HZ0C4Hd0CoDf0SkAfkenAPgdnQIAwAP5tDR41OtRAAA8EPV6AJN1++23H/f2w4cPT9FIAGB8dApAENAqAH5HpwD4HZ0C4Hd0CoDf0SkAfkenAPgdnQLgd3QKAACfyaSU3/sHDRzsUrqmSVasRlLG61EBAKZIYA4c/NKXvqQVK1aosbFx3Nv7+vqmeERAedTU1GjFigtVU1Pj9VBwmugUwopOhQutQhjRqXChUwgjOhUudAphRKfChU4hjOhUuNAphBGdChc6hTCiU+FCpxBGdCpc6BTCiE4BCIKamhpdeOHYVvX19+lg94AeajpPkdhSXTwY82iEAAAvBObAwSVLlui2227Te97znnFv37Rpk1auXDnFowJO39Jly/Tk75/xehgoAzqFsKJT4UKrEEZ0KlzoFMKIToULnUIY0alwoVMIIzoVLnQKYUSnwoVOIYzoVLjQKYQRnQoXOoUwolMAgmDZsmV65pmxrcrmiipKWn7mIj3fVa/HXjqsWMRQMh6Z+kECAKac6fUAJmvlypXasGHDhLcbhiHLsqZwRAAwEp0CEAS0CoDf0SkAfkenAPgdnQLgd3QKgN/RKQB+R6cA+B2dAgDAn2Y2JHTd6oW69tL5um71QjUmmXkQAKpBYA4c/OIXv6hbb711wtsvuOACFYvFqRsQUCabNm5UU11CmzZu9HooOE10CmFFp8KFViGM6FS40CmEEZ0KFzqFMKJT4UKnEEZ0KlzoFMKIToULnUIY0alwoVMIIzoVLnQKYUSncDx33323Fi1apGQyqZUrV+qJJ56Y1OP++7//W9FoVCtWrKjsAFE1Nm7cqEQioY3DWtWb7VV3tqf0fWMyphmNSQ4aBIAqEvV6AJM1c+ZMr4cAVIRlWcpms5xFKQToFMKKToULrUIY0alwoVMIIzoVLnQKYUSnwoVOIYzoVLjQKYQRnQoXOoUwolPhQqcQRnQqXOgUwohOYSLf//73deutt+ruu+/WZZddpq997Wu66qqrtGXLFs2fP3/Cx/X09Oi6667TFVdcoYMHD07hiBFmo1vVm+3VAy8+oFRPlyKWoYSZ8HiEAAAvBGbGQQAAAAAAAAAAAAAAAAAAAAAA/ODOO+/U9ddfrxtuuEHLli3TXXfdpXnz5umee+457uP++q//Wu9+97u1atWqEz5HJpNRKpUacQEmI51PK1/M6/IZq/U6a77qY3VeDwkA4IHAzDjoamlpkWEYY643DEPJZFJnnnmm3vve9+p973ufB6MDADoFIBhoFQC/o1MA/I5OAfA7OgXA7+gUAL+jUwD8jk4B8Ds6BSDsstmsNmzYoI997GMjrl+zZo3Wr18/4eO+9a1v6eWXX9a3v/1tfeYznznh86xdu1af+tSnTnu8qF7N8SYVFfN6GAAAjwTuwMF/+Id/0Gc/+1ldddVVuuSSS2RZln7/+9/rl7/8pW6++Wbt2rVLf/M3f6N8Pq/3v//9Xg8XQBWiUwCCgFYB8Ds6BcDv6BQAv6NTAPyOTgHwOzoFwO/oFAC/o1MAwq6rq0uFQkHt7e0jrm9vb9eBAwfGfcz27dv1sY99TE888YSi0cl9jP+OO+7Q7bffXvo+lUpp3rx5pz5wAABQVQJ34OBvf/tbfeYzn9GNN9444vqvfe1r+tWvfqUf/ehHOv/88/XlL3+ZjUkEwtJly7Rh0wtatHix10NBmdAphA2dCidahTChU+FEpxAmdCqc6BTChE6FE51CmNCpcKJTCBM6FU50CmFCp8KJTiFM6FQ40SmECZ3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      "text/plain": [
       "<Figure size 3600x3600 with 144 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot log-likelihood\n",
    "plt.hist(log_like_samples,bins=100,density=True, histtype='step');\n",
    "plt.title('log-likelihood distribution')\n",
    "\n",
    "# estimate a GMM of the posterior and generate samples\n",
    "gmm_aic, gmm_bic = af.estimate_multivariate_density_w_GMM(log_post_samples,'example_run', plot=True, verbose=True)\n",
    "samples_gmm_aic,_ = gmm_aic.sample(int(1e5))\n",
    "samples_gmm_bic,_ = gmm_bic.sample(int(1e5))\n",
    "\n",
    "# plot 1D parameter distributions (w/ GMM overlay)\n",
    "sample_arrays = [log_post_samples,samples_gmm_aic,samples_gmm_bic]\n",
    "sample_labels = ['pocoMC', 'GMM from min(AIC)', 'GMM from min(BIC)']\n",
    "dist_fig_1D = af.plot_1D_distributions(sample_arrays,sample_labels, parameter_names,parameter_ranges,parameter_nominals, title='example_run')\n",
    "\n",
    "# plot 2D parameter distributions\n",
    "dist_fig_2D = af.plot_2D_corner(sample_arrays,sample_labels, parameter_names,parameter_ranges,parameter_nominals, title='example_run')\n",
    "\n",
    "# plot predicted traces for pocoMC samples\n",
    "pred_fig = af.plot_random_sample_predictions(log_post_samples, uf.get_ssme_pred_data_from_config, observed_data, N=100, gen_func_args={'config_file':config_file}, title=None)\n",
    "\n",
    "# estimate KL divergence from GMM of posterior and uniform prior (~ information quantity)\n",
    "KL_divergence = af.kl_divergence_gmm_uniform(gmm_bic,parameter_ranges,'example_run',verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the sampling results should be checked for evidence of convergence (e.g., agreement between multiple independant runs, effective sample size, support of ground truth values)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "e19361ce3471cc4113de218cbaafa04cc6d35aecf895fb89e43d877df43d640d"
  },
  "kernelspec": {
   "display_name": "Python 3.11.0 64-bit ('py311_bt_clean': conda)",
   "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": "3.11.0"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}