2.5 - Model Testing and Causal Search.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"width: 100%; overflow: hidden;\">\n",
    "    <div style=\"width: 150px; float: left;\"> <img src=\"https://raw.githubusercontent.com/DataForScience/Networks/master/data/D4Sci_logo_ball.png\" alt=\"Data For Science, Inc\" align=\"left\" border=\"0\" width=150px> </div>\n",
    "    <div style=\"float: left; margin-left: 10px;\"> <h1>Causal Inference In Statistics - A Primer</h1>\n",
    "        <h1>2.5 Model Testing and Causal Search</h1>\n",
    "        <p>Bruno Gonçalves<br/>\n",
    "        <a href=\"http://www.data4sci.com/\">www.data4sci.com</a><br/>\n",
    "            @bgoncalves, @data4sci</p></div>\n",
    "    <div style=\"float: right; margin-right:10px;\"> <p><a href=\"https://amzn.to/3gsFlkO\" target=_blank><img src='data/causality.jpeg' width='100px'>\n",
    "        <!--Amazon Affiliate Link--></a></p></div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "from pprint import pprint\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "import statsmodels.formula.api as smf\n",
    "\n",
    "from CausalModel import CausalModel\n",
    "\n",
    "import watermark\n",
    "\n",
    "%load_ext watermark\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We start by print out the versions of the libraries we're using for future reference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "watermark  2.0.2\n",
      "pandas     1.0.1\n",
      "matplotlib 3.1.3\n",
      "json       2.0.9\n",
      "numpy      1.18.1\n",
      "autopep8   1.5\n",
      "Sun Oct 11 2020 \n",
      "\n",
      "CPython 3.7.3\n",
      "IPython 6.2.1\n",
      "\n",
      "compiler   : Clang 4.0.1 (tags/RELEASE_401/final)\n",
      "system     : Darwin\n",
      "release    : 19.6.0\n",
      "machine    : x86_64\n",
      "processor  : i386\n",
      "CPU cores  : 8\n",
      "interpreter: 64bit\n",
      "Git hash   : 1d212c7c9c6ff61ce3cfdb5a44a84d012db7b214\n"
     ]
    }
   ],
   "source": [
    "%watermark -n -v -m -g -iv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load default figure style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('./d4sci.mplstyle')\n",
    "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Testing and Causal Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = CausalModel()\n",
    "G.add_causation('X1', 'X2')\n",
    "G.add_causation('X1', 'X3')\n",
    "G.add_causation('X3', 'X4')\n",
    "G.add_causation('X2', 'X4')\n",
    "G.add_causation('X4', 'X5')\n",
    "\n",
    "G.pos = {'X1':(0, 2), 'X3':(-1, 1), 'X2': (1, 1), 'X4':(0, 0), 'X5':(0, -1)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 660x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, figsize=(2.2, 3))\n",
    "G.plot()\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "G.save_model('dags/Causality.Fig.1.2.dot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This model has just one v_structure, namely the collider at X4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAALoCAYAAACUFud5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAuIwAALiMBeKU/dgAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd3QUZfs+8Gtbeje0QCANqQISECwQIGBoEsEGqMgLeaX4BVFRsKGACuoPbCjS8RUpSglECYEkEFAQBQFRAYGEGgRCKiHZ7O7M74+I8mQTSNvM7O71OSeHk3t3Zm42O8+1MztFI8uyDCIiInIoWqUbICIiotrHgCciInJADHgiIiIHxIAnIiJyQAx4IiIiB8SAJyIickAMeCIiIgfEgCciInJADHgiIiIHxIAnIiJyQAx4IiIiB8SAJyIickAMeCIiIgfEgCciInJADHgiIiIHxIAnIiJyQAx4IiIiB8SAJyIickAMeCIiIgfEgCciInJADHgiIiIHxIAnIiJyQAx4IiIiB8SAJyIickAMeCIiIgfEgCciInJADHgiIiIHxIAnIiJyQAx4IiIiB8SAJyIickAMeCIiIgfEgCciInJADHgiIiIHxIAnIiJyQAx4IiIiB8SAJyIickAMeCIiIgfEgCciInJADHgiIiIHxIAnIiJyQAx4IiIiB8SAJyIickAMeCIiIgfEgCciInJADHgiIiIHxIAnIiJyQAx4IiIiB8SAJyIickAMeCIiIgfEgCciInJADHgiIiIHpFe6ASKqfddMMjJyZJzMlpFnlFFiAUwWwCwBei1g0AEuOsDXVYPwAA1C/TXwMGiUbpuIahEDnsjOFZtLg/xEtoz0bBkncyRkFlR9PkHeQLi/FmEBGkQElAa/m56hT2SvNLIsy0o3QURVl5EjIemEhJ2nJRSba3/+bnqgezMt+jbXIsSP3+YR2RsGPJEdMVlk7DkrYcsJCUez6m7VbRmoQd8ILe4O1sKg41Y9kT1gwBPZgQKjjI1HLUhOl5BvVK4PH1egd5gWsS118HZl0BOpGQOeSOV+PCdhwc9m5CkY7GX5ugJjOuvRtQl33ROpFQOeSKXyjTIW77fg+zOS0q1UqFtTLeIiuTVPpEYMeCIVUuNWe0W4NU+kTgx4IhUpLJGxYJ+6t9or0q2pFk930sHThVvzRGrAgCdSidxiGTPTzMjIsd9VMtRfg2lRevi6MeSJlMaAJ1KBy4Uypu8wVesCNWrT2Bt4o4cBgZ4MeSIlMeCJFHa5UMarKSZkXVO6k9pTzwN4O5ohT6QkHhVDpKDc4tItd0cKdwC4fA2YvsOE3GJuPxAphQFPpJDCEhkzd5gdYrd8ec4XADPTzCgsYcgTKYEBT6SQBfssyMh17PDLyJGxcJ9F6TaInBLvJkekgNGTpmHpRzOFmn/zLoh6czs0Wl215yvLMnbPGoBLh1OEenjfZ9DuqbmVmoelpAi5pw4hN30/ctJ/QW7GLyg4fxSQxVP37nt9K+q1jrrl/HadkXB3U4nnyRPVMQY8UR3LN8ow3zsFvvGbkHf60D/1nON7cfzbD3D7oMnVnnfGtgVW4e7VqDnaDHu7wmmMeZdwfu965GYcQE76fhScPwLZUru3p1u4z4w29Qy84h1RHeJHaqI6tmS/BQUWAyLHLYFW7yI8dmTtDOSf/aNa87168SR+W/mKUNNodYgctwQ6F/cKp7vy5x4cWvYsTu9Yjvwzh2s93AEgtxhY/At31RPVJQY8UR368ZyEXX9fpc632R1o+dBrwuOSyYj980dDqmLIypKE/fPjYDEWCvWIgc8hoHmXmjVdS3adlrD3nP1doY/IXjHgiepIgVHGgp/F4L590GT4h3cWarkZv+DP+HerNO/j332A7GO7hZpPcBu0fuSN6jULABoNPBtGoMk9j8G3Wbvqz+cGC/aZUWB07AMLidSC38ET1ZGNRy1WN4/RaHXoOG4Rtr/cFZKp+J/60Q2z0DByIPxC2t9yvvln/8CRb6aL89WV/xXAzXjUD4F/aCT8wjrCP6z0X4OHLwBg//w45J3+tdLzqkhucenr8ER7Dj1Etsa1jKgOmCwyktPL3z3t07gVWj/6Jn77auo/Ndliwv7PRqHnO3tuGtKSxYz980dBMomfHFo8OBV+oXdWqrfA1lEYsOgCXLwCKvX8mkpJl/BYWxkGHQ+4I7Il7qInqgN7zkrIv8mtXyP6P4uAFvcItfyzv+HI2pkVTFHq2IZZyM04INT8Qu9Ei8FTK5jCmounX52FOwDkGUuPRSAi22LAE9WBLSduHmgarRaRYxdB5+oh1I8nzEH2iZ/LnSYn/Rcci58t1LQGV0SOWwqtTt0757YcZ8AT2RoDnsjGMnIkHM269YFlXg0jrM5XlyUL9s8fDUtJsVC3mIzY/9koq1PaWj08DT7BrWvetI0dyZJxKpchT2RLDHgiG0u6xdb7jcLuH4fA1j2E2tXMY/hjzTSh9sfXb6Dg/BGhFtC8K5oPfK7afda1qrwuRFR1DHgiGyo2y9h5uvJBptFoEDl2IfTu3kL9ROInyDr6AwAg6+gPOPHdR8LjOlcPRI5bXKPL3Na1tFMSis08ZY7IVhjwRDZ0MltGcRUvDOdRrxnaPl7mPHhZwi+fx8GYdwm/fB5ndV34NkPfglej5jXstm4Vm0tfHyKyDQY8kQ2dqGaAhUaPRv12fYRa4cV0pEztjMKL6UI9sHUPhMWMr3aPSmLAE9kOA57IhtJrEGAdxyyAwdNPqBlz/xJ+17t7I3LsQmg09nlO+ckcBjyRrTDgiWzoZE71DyRzD2iMdiPm3PQ5bR9/Fx71mlV7GUpLz+aBdkS2woAnspFrJhmZBTWbR9PuT6B+u97lPtagQwxCo0fXbAEKyywofZ2IqPYx4IlsJKMWdj8b87OQd/pwuY8F3TWkxvNXmozaeZ2IyBoDnshGauMAskNLJ8KYd7Hcx35f/RqM+ZdrvAylpTPgiWyCAU9kI3k1vC3qud1f4/zedRU+XpJ/GYeWPlujZahBXjEDnsgWGPBENlJiqf60xbl/4eAy6/C+fvvW687vXYfzP1b8IcAe1OR1IqKKMeCJbMRUg+A6sGg8TFezhVpo7/+i49hFVs89uOxZu95Vb+KB9EQ2wYAnshFzNYPrdNr/8Ncv3wk1j/ohaPv4bAR1jkWTex4THivJv4yDSydWt03F1eSDEBFVjAFPZCP6aqxdRVfO4fD/JotFjQaRYxZB7+YFAGj/nw/h6tdQeErm3vU4t2dtdVtVlMF+Lp9PZFcY8EQ2Up3g+mXhGJiu5Qm18JjxCGzd/Z/fXbwC0GH0J1bTHlr2LIx5l6q+UIUZOAoR2QRXLSIbcaliwGdsW4hLvyYLNc+GEWg99C2r5wZ1GoTg+4YLtZKCLLvcVV/V14mIKocBT2Qjvq6Vvz584aUM/LbyZbGo0SJy3GLoXT3KnabdU3Ph5tdIqGX+tAHn9nxT5V6V5Otmn9fRJ1I7BjyRjYQHVC64ZFnGL58/DXPxVaEeMeBZ3Hb73RVO5+Lljw5x86zqh5ZNsqtd9WH+DHgiW2DAE9lIaCWD62TiJ8g6slOoeTduidaPvHnLaRtFDkRwtyeEWumu+gmV7lNJGlT+dSKiqmHAE9mIh0GDIO+bP6fgwp/4Y800oabR6hA5bgl0Lm6VWk67p+bAzT9IqGX+FI9zu7+uUr9KCPIufZ2IqPYx4IlsKNy/4lVMlizYPz8OlpIiod580GT4h3eq9DJcPP1wZ9ynVvVDyyahOLf869irRVgAhyAiW+HaRWRDYTf5Hv7PhLnIOb5XqPkEt0Wrh16r8nIaduyPplEjhFrJ1Suq31Ufzt3zRDajV7oBIkcWUUHA55/9HUfXzhBqGp0BkeOWQKt3qday7njyfVw6nILi7PP/1C78vBFnf1iD4Hsfu8mUwB/fTMdf+7+t8PFrWWetagcWjv3n4jvlafXwNDTq9MBNl1vZAxGJqOoY8EQ2FB6ggZseKDb/W5PMJuyfPxqSuUR4bosHp8IvtEO1l+Xi6Yc7//sZ9rwbK9R/Xf4c6rXpATe/BhVOW5R1Fnmnf63S8govpt/08ZLCnJs+7qZnwBPZEnfRE9mQm16D7s3E1exY/GzkZhwQan6hd6LF4Kk1Xl7DDn3RrMdIoVZy9QoOLvm/Gs+7tkWFaOGmZ8AT2QoDnsjGYiL+Xc1yMw7gWPxs4XGt3qV017yudnao3fHke3APaCLULuzbhLM/rK6V+deWG18XIqp9GlmWZaWbIHJ0rySbcDSLq9p1rQI1eLu3Qek2iBwaP0IT1YG+3FoV9G3O14PI1riWEdWBu4O18HFVugt18HUFujbh0ENka1zLiOqAQadB7zCubgAQHaaFQceD64hsjSMOUR2JbamDr5Nvxfu5lb4ORGR7DHiiOuLtqsGYzs596YkxnfTwrsJtdImo+hjwRHWoaxMtujV1ztWuWzMtuvC7d6I6w7WNqI6NjnS+XfV+bkBcR+6aJ6pLDHiiOubjhLvquWueqO4x4IkU0LWJFvc5ya76bk25a55ICVzriBQyppMOoQ5+u9RQfw2e7sRd80RKYMATKcTTRYOQM6tQkPmn0q3YhKclD9Oi9PB0cewPMURqxYAnUsiyZcsw8emn8MPb/VB4+ZTS7dSqwsunsP7ZSGxY/YXSrRA5Ld5shkgBX331FZ588klcX/3cA5rg3lc2w7txC4U7qwFZBjQaFJw/hh/e6Y+i7HPQaDRYsWIFhg8frnR3RE6HW/BEdeybb77BiBEjcONn66Lsc7ircLN9fyev0cCt6AJ2Tu+FouxzAABZljFixAisXbtW4eaInA8DnqgObdy4EcOHD4ckSUJ9ypQpeOv1lzCjp95uL4TTrakWC4cHY9K4UULdYrFg2LBh2Lhxo0KdETkn7qInqiObN2/Ggw8+CJPJJNQnTZqEuXPnQqP5d+v9x3MSFvxsRp6xrrusOj+30vPcr58KJ8synnvuOXz00UfC8wwGA+Lj49G/f38l2iRyOgx4ojqwdetWDBo0CEajmNjjx4/HvHnzhHC/rsAoY/F+C3adkaweU4tuzbSI66izuoiNLMt45plnMH/+fKHu6uqKhIQE9OnTpy7bJHJKDHgiG9uxYwf69euH4uJioR4XF4cFCxZAq735Lnk1bs2X3WovjyRJGDNmDBYvXizU3d3dkZiYiKioKFu3SeTUGPBENvTDDz8gJiYGhYWFQn3EiBFYtmzZLcP9ugKjjI1HLUhOl5CvYND7upbezz22pfVWe3kkScLIkSPx5ZdfCnVPT08kJSXh3nvvtVWrRE6PAU9kI3v37kWfPn1QUFAg1IcOHYoVK1ZAp6v6Fd5MFhk/npOw5biEI1l1t+q2CtSgb3MtujbRwqCr2pH+ZrMZTzzxBNasWSPUvb29kZycjLvuuqs2WyWivzHgiWxg//79iI6ORl5enlB/6KGHsGrVKhgMhhov41SuhKQTEtJOSSg213h2Vtz0QFSIFjERWoT41ezIfpPJhKFDh2L9+vVC3dfXF6mpqejYsWON5k9E1hjwRLXs0KFD6NWrF7Kzs4X6Aw88gLVr18LFxaVWl1dslnEy+++fHBnp2RIyC4CqrNgaAEHeQFiAFuH+GoQHlP646WvvvPySkhI8/PDDSEhIEOoBAQHYvn072rVrV2vLIiIGPFGt+v3339GjRw9kZWUJ9b59+yI+Ph6urnVzI/hrJhkZOTLSc2TkFcsosQAmCTBZAIMOMGgBFx3g66ZBmL8Gof4aeBhsf5Edo9GI2NhYJCUlCfV69ephx44daN26tc17IHIWDHiiWnLs2DFERUXh4sWLQj06OhoJCQlwd3dXqDN1KSoqwsCBA5GamirUGzZsiLS0NNx+++0KdUbkWBjwRLXg5MmT6N69OzIzM4V69+7dsXnzZnh6eirUmToVFhaiX79+2LVrl1Bv3Lgx0tLSEB4erlBnRI6DAU9UQ6dPn0b37t1x5swZoX733XcjKSkJ3t7eCnWmbgUFBYiJicGePXuEetOmTbFz5040a9ZMoc6IHAMDnqgGzp07h+7duyMjI0Ood+7cGdu2bYOvr69CndmHvLw89O7dG/v27RPqYWFhSEtLQ5MmTRTqjMj+MeCJqunChQuIiorC8ePHhXqHDh2QmpoKf39/hTqzL9nZ2YiOjsbBgweFevPmzZGWloZGjRop1BmRfbPP21YRKezSpUuIjo62Cvc77rgD27ZtY7hXQUBAALZt24a2bdsK9ePHjyM6OhqXLl1SqDMi+8aAJ6qirKws9O7dG0eOHBHqLVu2RHJyMgIDAxXqzH4FBgYiOTkZLVu2FOpHjhxB7969ceXKFYU6I7JfDHiiKsjJyUGfPn1w+PBhoR4REYGUlBTUr19foc7sX4MGDZCSkoKIiAihfvjwYfTp0wc5OTkKdUZknxjwRJWUl5eHmJgYq++KQ0NDkZqaiqCgIIU6cxxBQUFITU1FaGioUD9w4AD69u2L/Px8hTojsj8MeKJKKCgoQP/+/fHzzz8L9aZNmyI1NRXBwcEKdeZ4goODy31Nf/rpJ/Tr1w9Xr15VqDMi+8KAJ7qFwsJCDBw4ELt37xbq17c2Q0JClGnMgYWEhJS7V2T37t0YOHAgrl27plBnRPaDAU90E0VFRYiNjcXOnTuFeoMGDZCamsorrtnQ9eMaGjRoINTT0tIQGxuL4uJihTojsg8MeKIKGI1GDBkyBCkpKUI9MDAQKSkpaNGihUKdOY+KzkxITk7GkCFDYDQaFeqMSP0Y8ETlKCkpwaOPPootW7YIdX9/fyQnJ6NNmzYKdeZ82rZti+TkZKtrCyQmJuKxxx6DyWRSqDMidWPAE5VhNpsxfPhwbNq0Saj7+vpi27ZtaN++vUKdOa/27dtj69at8PHxEeobN27E8OHDYTabFeqMSL0Y8EQ3sFgsePLJJ7Fu3Tqh7uXlhS1btiAyMlKhzqhTp05ISkqCl5eXUF+7di1GjBgBi8WiUGdE6sSAJ/qbJEkYPXo0Vq9eLdQ9PDyQmJiIrl27KtQZXde1a1ds3rwZHh4eQn3VqlWIi4uDJEkKdUakPgx4IpSG+5gxY/DFF18IdTc3N3z77be47777FOqMyurWrRsSEhLg5uYm1JcvX46xY8cy5In+xoAnpyfLMiZMmIDFixcLdRcXF2zcuBE9e/ZUqDOqSK9evRAfHw8XFxehvmjRIkycOBG8SSYRA56cnCzLeOGFF/DZZ58JdYPBgPXr1+P+++9XqDO6lZiYGKxbtw4Gg0Gof/rpp5g8eTJDnpweA56clizLeOWVV/DBBx8Idb1ej6+//hoDBgxQqDOqrIEDB2LNmjXQ6XRCfe7cuXj11VcZ8uTUGPDktKZPn47Zs2cLNa1Wi5UrV+LBBx9UqCuqqsGDB2PlypXQasXhbNasWZgxY4ZCXREpjwFPTumdd97B9OnThZpGo8H//vc/PPLIIwp1RdX16KOP4osvvoBGoxHqb775JmbNmqVQV0TK0sjch0VOZs6cOZg8ebJVfcmSJRg1apQCHVFtWbp0KUaPHm1VnzNnDp5//nkFOiJSDrfgyal88skn5Yb7559/znB3AKNGjcL8+fOt6i+88ALmzZunQEdEymHAk9NYsGABJk6caFX/+OOPMWbMGAU6IlsYO3YsPvroI6v6hAkTsHDhQgU6IlIGA56cwrJlyzB27Fir+vvvv48JEyYo0BHZ0sSJE/Hee+9Z1ceMGYPly5fXfUNECmDAk8P76quvyv1e9q233ip3dz05hhdffBEzZ860qo8aNQorV65UoCOiusWD7MihffPNNxg6dKjV5UunTZtmdRQ9OaZp06ZZBb1Op8OqVat4xgQ5NAY8Oaz4+Hg8/PDDVncZmzJlCmbNmmV1ShU5JlmWMXXqVKtd9nq9HmvXrkVsbKxCnRHZFgOeHNJ3332HwYMHw2QyCfVJkyZh7ty5DHcnI8synnvuOauD7wwGA+Lj49G/f3+FOiOyHQY8OZytW7di0KBBMBqNQn38+PGYN28ew91JybKMZ555xuo0OldXVyQkJKBPnz4KdUZkGwx4cijbt29H//79UVxcLNTj4uKwYMECq8uZknORJAlPP/00lixZItTd3d2xefNm9OjRQ5nGiGyAAU8O4/vvv0dMTAyuXbsm1EeMGIFly5Yx3AlAaciPHDkSX375pVD39PREUlIS7r33XoU6I6pdDHhyCHv37kWfPn1QUFAg1IcOHYoVK1ZY3W2MnJvZbMYTTzyBNWvWCHVvb29s27YNXbp0UagzotrDgCe7t3//fkRHRyMvL0+oDxkyBKtXr7a6XzgRAJhMJjz22GPYsGGDUPf19UVqaio6duyoUGdEtYMBT3bt0KFD6NmzJ3JycoT6Aw88gLVr18LFxUWhzsgelJSU4KGHHsK3334r1AMCApCamor27dsr1BlRzTHgyW79/vvv6NGjB7KysoR63759ER8fD1dXV4U6I3tiNBoRGxuLpKQkoR4YGIi0tDS0bt1aoc6IaoYBT3bp2LFjiIqKwsWLF4V6dHQ0EhIS4O7urlBnZI+KioowcOBApKamCvWGDRsiLS0Nt99+u0KdEVUfA57szokTJxAVFYXMzEyh3q1bNyQmJsLT01OhzsieFRYWol+/fti1a5dQb9y4MdLS0hAeHq5QZ0TVw4Anu3Lq1Cl0794dZ8+eFep33303kpKS4O3trVBn5AgKCgoQExODPXv2CPWmTZti586daNasmUKdEVUdA57sxrlz59C9e3dkZGQI9c6dO2Pbtm3w9fVVqDNyJHl5eejduzf27dsn1ENDQ7Fz5040adJEoc6IqoYBT3bhwoULiIqKwvHjx4V6hw4dkJqaCn9/f4U6I0eUnZ2N6OhoHDx4UKg3b94caWlpaNSokUKdEVUeA55U7+LFi+jRoweOHj0q1Nu2bYvt27cjMDBQoc7IkWVlZaFHjx74/fffhXqrVq2wY8cO1K9fX6HOiCqH1+4kVcvKykLv3r2twr1ly5ZITk5muJPNBAYGIiUlBS1bthTqR44cQe/evXHlyhWFOiOqHAY8qVZOTg769OmD3377TahHREQgJSUFDRo0UKgzchYNGjRASkoKIiIihPrhw4fRp08fqwssEakJA55UKS8vDzExMVbfgYaGhiI1NRVBQUEKdUbOJigoCKmpqQgJCRHqBw4cQN++fZGfn69MY0S3wIAn1SkoKED//v3x888/C/Xg4GCkpqYiODhYoc7IWVX03vvpp5/Qr18/XL16VaHOiCrGgCdVKSwsxMCBA7F7926hXtFWFFFdub73qOwR9Lt378bAgQOtblNMpDQGPKlGUVERYmNjsXPnTqHeoEEDpKamWn0PSlTXIiIikJqaanX8R1paGmJjY1FcXKxQZ0TWGPCkCkajEUOGDEFKSopQv34kc4sWLRTqjEh0/QyO2267TagnJydjyJAhMBqNCnVGJGLAk+JKSkrwyCOPYMuWLULd398fycnJaNOmjUKdEZWvbdu2SE5OtrrAUmJiIh599FGUlJQo1BnRvxjwpCiz2Yzhw4cjISFBqPv6+mLbtm28HzepVocOHbB161b4+PgI9U2bNmH48OEwm80KdUZUigFPirFYLHjyySexbt06oe7l5YUtW7YgMjJSoc6IKqdTp05ISkqCl5eXUF+3bh1GjBgBi8WiUGdEDHhSiCRJGD16NFavXi3UPTw8kJiYiK5duyrUGVHVdO3aFZs3b4aHh4dQX7VqFeLi4iBJkkKdkbNjwFOdkyQJY8aMwRdffCHU3dzc8O233+K+++5TqDOi6unWrRsSEhLg5uYm1JcvX46xY8cy5EkRDHiqU7IsY8KECVi8eLFQd3FxwcaNG9GzZ0+FOiOqmV69eiE+Ph4uLi5CfdGiRZg4cSJ4Xy+qawx4qjOyLOOFF17AZ599JtQNBgPWr1+P+++/X6HOiGpHTEwM1q1bB4PBINQ//fRTTJ48mSFPdYoBT3VClmW88sor+OCDD4S6TqfDmjVrMGDAAIU6I6pdAwcOxJo1a6DT6YT63Llz8eqrrzLkqc4w4KlOTJ8+HbNnzxZqWq0WK1euxODBgxXqisg2Bg8ejK+++gparTjEzpo1CzNmzFCoK3I2GpkfJ8nG3nnnHbz66qtCTaPR4Msvv8Tjjz+uUFdEtrdixQqMGDHCaqv9nXfewcsvv6xQV+QsGPBkU3PmzMHkyZOt6kuWLMGoUaMU6Iiobi1duhSjR4+2qs+ZMwfPP/+8Ah2Rs+AuerKZTz75pNxwnz9/PsOdnMaoUaOsDiwFgBdeeAHz5s1ToCNyFgx4sokFCxZg4sSJVvWPPvoIY8eOVaAjIuWMGzcOH374oVV9woQJWLhwoQIdkTNgwFOtW7ZsWbkh/v7775cb+kTO4Nlnn8V7771nVR8zZgyWL19e9w2Rw2PAU6366quvyv2+8a233ip3dz2RM3nxxRcxc+ZMq/qoUaOwcuVKBToiR8aD7KjWfPPNNxg6dKjVZTmnTZuG6dOnK9QVkfpMmzbNKuh1Oh1Wr16Nhx9+WKGuyNEw4KlWxMfH45FHHrG6ReaUKVMwa9YsaDQahTojUh9ZljF16lSrXfZ6vR5r165FbGysQp2RI2HAU4199913GDx4MEwmk1CfNGkS5s6dy3AnKocsy3juuefw0UcfCXWDwYD4+Hj0799foc7IUTDgqUa2bt2KQYMGwWg0CvXx48dj3rx5DHeim5BlGc888wzmz58v1F1dXZGQkIA+ffoo1Bk5AgY8VduOHTvQr18/FBcXC/W4uDgsWLDA6jKdRGRNkiQ8/fTTWLJkiVB3d3dHYmIioqKiFOqM7B0Dnqrl+++/R9++fVFYWCjUR4wYgWXLljHciapAkiSMHDkSX375pVD39PREUlIS7r33XoU6I3vGgKcq27t3L/r06YOCggKhPnToUKxYscLqLlpEdGtmsxlPPPEE1qxZI9S9vb2xbds2dOnSRaHOyF4x4KlK9u/fj+joaOTl5Qn1IUOGYPXq1Vb3wSaiyjOZTHjsscewYcMGoe7r64vU1FR07NhRoc7IHjHgqdIOHTqEXr16ITs7W6g/8MADWLt2LVxcXBTqjMhxlJSU4KGHHsK3334r1AMCArB9+3a0a4SXb+gAACAASURBVNdOoc7I3jDgqVJ+//139OjRA1lZWUK9b9++iI+Ph6urq0KdETkeo9GI2NhYJCUlCfV69ephx44daN26tUKdkT1hwNMtHTt2DFFRUbh48aJQj46ORkJCAtzd3RXqjMhxFRUVYeDAgUhNTRXqDRs2RFpaGm6//XaFOiN7wYCnmzp58iS6d++OzMxMod69e3ds3rwZnp6eCnVG5PgKCwvRr18/7Nq1S6g3btwYaWlpCA8PV6gzsgcMeKrQ6dOn0b17d5w5c0ao33333UhKSoK3t7dCnRE5j4KCAsTExGDPnj1CvWnTpti5cyeaNWumUGekdgx4Kte5c+fQvXt3ZGRkCPXOnTtj27Zt8PX1VagzIueTl5eH3r17Y9++fUI9LCwMaWlpaNKkiUKdkZox4MnKhQsXEBUVhePHjwv1Dh06IDU1Ff7+/gp1RuS8srOzER0djYMHDwr15s2bIy0tDY0aNVKoM1IrXm6MBJcuXUJ0dLRVuLdt2xbbtm1juBMpJCAgANu2bUPbtm2F+vHjxxEdHY1Lly4p1BmpFQOe/nHlyhX07t0bR44cEeotW7ZESkoKAgMDFeqMiAAgMDAQycnJaNmypVA/cuQIevfujStXrijUGakRA54AADk5OejTpw8OHz4s1CMiIpCSkoL69esr1BkR3ahBgwZISUlBRESEUD98+DD69OmDnJwchTojtWHAE/Ly8hATE4MDBw4I9dDQUKSmpiIoKEihzoioPEFBQUhNTUVISIhQP3DgAPr27Yv8/HxlGiNVYcA7uYKCAvTv3x8///yzUA8ODkZqaiqCg4MV6oyIbqaidfSnn35Cv379cPXqVYU6I7VgwDuxa9eu4YEHHsDu3buFelBQELZv3261dUBE6lLRXrbdu3fjgQcewLVr1xTqjNSAAe+kioqKEBsbi7S0NKHeoEEDpKam8gpZRHbi+nEyDRo0EOo7duxAbGwsiouLFeqMlMaAd0JGoxFDhgxBcnKyUA8MDERKSgpatGihUGdEVB0tW7ZEcnKy1ZkuycnJGDJkCIxGo0KdkZIY8E6mpKQEjz76KLZs2SLU/f39kZycjDZt2ijUGRHVRNu2bZGcnGx1rYrExEQ89thjMJlMCnVGSmHAOxGz2Yzhw4dj06ZNQt3X1xfbtm1D+/btFeqMiGpD+/btsXXrVvj4+Aj1jRs3Yvjw4TCbzQp1RkpgwDsJi8WCESNGYN26dULdy8sLW7ZsQWRkpEKdEVFt6tSpE5KSkuDl5SXU165di6eeegoWi0WhzqiuMeCdgCRJGD16NFatWiXUPTw8kJiYiK5duyrUGRHZQteuXbF582Z4eHgI9ZUrVyIuLg6SJCnUGdUlBryDkyQJY8eOxRdffCHU3dzc8O233+K+++5TqDMisqVu3bohISEBbm5uQn358uUYN24ceJ8xx8eAd2CyLGPixIlYtGiRUHdxccHGjRvRs2dPhTojorrQq1cvxMfHw8XFRagvXLgQEydOZMg7OAa8g5JlGS+88AI+/fRToW4wGLB+/Xrcf//9CnVGRHUpJiYG69atg8FgEOrz5s3D5MmTGfIOjAHvgGRZxiuvvIIPPvhAqOv1enz99dcYMGCAQp0RkRIGDhyINWvWQKfTCfW5c+fi1VdfZcg7KAa8A5o+fTpmz54t1LRaLVauXIkHH3xQoa6ISEmDBw/GypUrodWKw/6sWbMwY8YMhboiW9LI/OjmUGbNmoVXXnlFqGk0Gnz55Zd4/PHHFeqKiNRixYoVGDFihNVW+6xZszB16lSFuiJbYMA7kDlz5mDy5MlW9aVLl+I///mPAh0RkRotXboUo0ePtqrPmTMHzz//vAIdkS1wF72D+OSTT8oN988//5zhTkSCUaNGYf78+Vb1F154AfPmzVOgI7IFBrwKmc1mHD58GAUFBZV6/vVTXsr6+OOPMWbMmNpuj4gcwNixY/HRRx9Z1SdMmICFCxdWah4FBQU4fPgwL4GrUgx4lSkoKMCdd96Jdu3aITw8HKmpqTd9/vLly8sN8ffffx8TJkywVZtE5AAmTpyI9957z6pe3sWxykpJSUF4eDjatWuHjh07VnqDhOqQTKoya9YsGcA/P25ubvKWLVvKfe6KFStkjUYjPB+A/Pbbb9dx10Rkz9566y2rcUSj0chfffVVuc9PTEyU3dzchOfPnj27jrumW2HAq0ynTp2sVjQXFxd506ZNwvO+/vprWavVWj132rRpCnVORPbs9ddftxpPdDqd/M033wjP27Rpk+zi4mL13M6dOyvUOVWEAa8ip0+ftlpprv/o9Xp53bp1sizLcnx8vKzX662eM2XKFFmSJIX/F0RkjyRJkl966aVyx574+HhZlmV57dq15Y4913/OnDmj8P+CbsTv4FUkPj6+wsfMZjMeffRRTJkyBY888ojVQS2TJk3CrFmzoNFobN0mETkgjUaD2bNn49lnnxXqZrMZjzzyCKZMmYLHHnvspgfU3WwMo7rH8+BVpEePHkhLS6vydOPHj8e8efMY7kRUY7Is45lnnin3NLpb6dGjB7Zv326Drqg6GPAqcfnyZTRs2LDK92mOi4vDggULrC4/SURUXZIkYcyYMVi8eHGVptNqtbh48SICAwNt1BlVBVNBJTZt2lTlcO/SpQvDnYhqnVarxYIFC3DXXXdVaTpJkrBp0yYbdUVVxWRQiQ0bNlR5mr179+KTTz6xQTdE5Ow+/vhj/PTTT1WerjpjGdkGd9GrQH5+PurVq4eSkpJqTf/uu+/ipZdequWuiMhZvfvuu9W+8YyLiwuysrLg7e1dy11RVXELXgUSExOrHe4AMGXKFMycObMWOyIiZzVz5swa3VWupKQEiYmJtdgRVRcDXgXWr19f43lMmzYNr7/+utUtIImIKkOWZbz++uuYNm1ajedVG2Ma1ZxT76K/ZpKRkSPjZLaMPKOMEgtgsgBmCdBrAYMOcNEBvq4ahAdoEOqvgYehdk9FKy4uRr169XD16tVamd+GDRvw4IMP1sq8iMh5bNiwAUOGDKmVeXl5eeHy5ctwc3OrlfndSA3jtr3QK91AXSk2l74hTmTLSM+WcTJHQmY17o0Q5A2E+2sRFqBBREDpG8hNX/03T3Jycq2FOwBs376dAU9EVbZjx45am9fVq1eRkpKCAQMG1Gg+ah237YXDB3xGjoSkExJ2npZQXAt3NMwsADILJOw6U/q7mx7o3kyLvs21CPGr+jcetb0rq1+/frU6PyJyDv369cPHH39ca/Nbv359tQNe7eO2vXDIXfQmi4w9ZyVsOSHhaFbd/fdaBmrQN0KLu4O1MOhu/enQbDajYcOGuHLlSo2WazAY0K9fP0yaNAk9e/as0byIyHlt374dH374IRITE2EymWo0r8DAQFy4cAF6feW2I+1l3LYnDhXwBUYZG49akJwuId+oXB8+rkDvMC1iW+rg7VrxG2b79u3o1atXtZah1WrRs2dPDBs2DEOGDIG/v3912yUiEuTk5GD9+vVYuXIltm/fXu2Dd7dv344ePXrc9Dn2Nm7bE4cJ+B/PSVjwsxl5Cr5ByvJ1BcZ01qNrk/J3AcXFxWHJkiVVmmfXrl0xbNgwPProo2jYsGFttElEVKELFy7g66+/xqpVq7B3794qTfvf//4XCxcurPBxexy37YndB3y+Ucbi/RZ8f6Zql3mtS92aahEXKX4qlGUZHh4eKC4uvuX0bdu2xbBhwzB06FCEhYXZslUiogqlp6dj9erVWLVqFX777bdbPt/NzQ3Xrl2zuhGWvY7b9sauA16Nn/4qUvZT4fnz59GkSZMKnx8aGophw4Zh2LBhaNu2bV21SURUKb/99htWrVqFVatWISMjo8LnnT9/HkFBQf/8bs/jtr2xy4AvLJGxYJ+6P/1VpFtTLZ7upIObToKnpyeMxn/f5fXr1/8n1O+66y7e/pWIVE+WZezdu/efsL98+fI/j7m6uqKwsBA6nc4hxm1PF/sak+0u4HOLZcxMMyMjx67aFoT6azAtSo8/D+/D+PHjodPpMGXKFAwaNAg6nU7p9oiIqsVisWDjxo147733YLFY8Nlnn6Fz584ONW77utlPyNtVwF8ulDF9h6laFzpQm8bewBs9DAj0tJ83CxFRVXHcVo7dBPzlQhmvppiQdU3pTmpPPQ/g7Wj7ebMQEVUFx21l2cWRA7nFpZ8AHelNAgCXrwHTd5iQW2wXn7GIiCqN47byVL8FX1giY1qqGRm56mpTsphReCkdRVlnUXTlHEzX8mApKYJGq4PB3QcGL3/4NGkN78YtodHe/Hv1UH8NZvTU290BHERE5VHruF2b7GHcVnXAv/HGG5gxY4ZQ82/eBVFvbr9laN6MLMvYPWsALh1OEerhfZ9Bu6fmljtNwYU/ceXobmT/uQe5GQdQkHkUkunW53noXNxRv11vNI0agUYdB1TYd7emWjx3j8PfGoCInMDc3WZVHy1fcjUb+ef+QOHFdJgKc2ExXoPe3QsGT394BDaFX1gk9K4et5yP2sdtVQf89+lGDOzVBXmnDwn1NsPexu2DJld7vulbP8ehZc8KNa9GzdFr9s/QubiXO83msU1hzLtY7WUCgE/TO9Bh9Ce47fa7y338pfvs93xLIiIA+PGshP9Mmoaj698W6kptnAGAMe8S/jqYhMu/70DWkZ0oyjpz0+VodHr4hdyJZj1HIvjeYdC7eVb4XDWP26oN+HyjjGc3m3Dmz8PY8do9kMwl/zymNbii59s/wie4dZXne/XiSaRO6QyLsfCfmkarQ/c3tyOgeZcKp6uNgP97Ybgz7lOE9Bpl9ZCfG/BRP4NdXzmJiJzX9XE7p9CEHa/dq/jG2em0L3Fm5wpcOboLsmSp1jINXgFo/9RcBN83rNzH1TxuqzbgP9htxq6/d/Eci38Xf6yZJjzuF9oRUTN3Qaur/O4RWZKwc0Y0so/tFurNB01G22FvVzBVqbIB7xbQGH4hHeDZMBye9UNhcPeBztUTlpJrKCnIQv7ZP3Dx120ozj5vPTONBp2eWY7ge4daPdStmRbP3a3eXT5ERBW5cdzOO638xlnShNtxLet0lZdVnuB7hyFy/JJy90CoddxWX0covZThrhu+v7l90GRc2JeAnJM//1PLzfgFf8a/i5YPvVrp+R7/7gOrcPcJboPWj7xxy2nd/BqgfrveaNA+BoGt7oN7QONbTiPLMjJ/isfhL19E0ZWzNz6AQ8smoV6bnnDzayBMs+u0hHuCJXRR6S4fIqLylB23fZvdgZYPvSZsnEkmI/bPH12tjbP98+OEcAeAiIHP3XTPa0Vcferjtpb3wrdZe7j6BMLFKwCmonxc/esELv2ajLxTB62mOfvDKgBA5DPLrK4yqtZxW3Vb8AVGGRM3m6yuU5x//gi2v9wVkunfm7NodAb0eOsH+IW0v+V888/+ge2vdhUOjNPoDOgxcxf8Qu+stf7LU5SdiV3Te6Hwkni95pYPvY5WD79m9Xw17/IhIiqronFblixImxYlbJwBQKuHp1Vp4+zPhDn4feUrQs0nuA16vvMjtHqXCqe7cQve1ac+gu8bhqbdn4RvsztuurzLf6ThwMKxKLyYbvVYx7GL0CxqhFVdjeO2uj5uANh41FLuTQh8GrdC60ffFGqyxYT9n40SdgGVR7KYsX/+KKuj3ls8ONXm4Q4A7gFBaP+fj6zq5/euK/f5ucWlrwMRkT2oaNzWaHXoOG4RtAY3oX50wyzknjpkPUE58s/+gSPfTBfnqzMgctySm4b7dZ4NIxA5fin6fpaBO55875bhDgD1Wkeh5zs/wjekg9Vjv698FWaj9cn9ahy3VRXwJouM5PSKT62I6P8sAlrcI9Tyz/6GI2tn3nS+xzbMQm7GAaHmF3onWgyeWv1mq6h+uz5w8akn1K5e+BOyVP7/NyVdgsmiqp0rRERWbjVuK7lx1u4/H6DPnF/RtNvjVfpKAAAMHr7oOnktdGVOlzPmX8KlX7eVO43axm1VBfyesxLyb3JquUarReTYRVYv+PGEOcg+8XO50+Sk/4Jj8bOFmtbgishxS6v8B68JjVYLz3ohQk22mGHMv1zu8/OMpd9pERGp2a3GbUC5jbObXXukMjxuC0azHiOt6n/9srnc56tt3FZVwG85cesXxqthBNqUOeJdlizYP380LCXFQt1iMmL/Z6MgW8xCvdXD06p1FGdNWUzFVrWb7WLaclw9bxQiovJUZty2542zhh36WtXKHk91IzWN26oJ+IwcCUezKrdrI+z+cQhs3UOoXc08ZnUq3R9fv4GC80eEWkDzrmg+8Lka9Vodpmv5uHrhT6Fm8AqAwdOvwmmOZMk4laueNwsR0Y2qMm7b68aZe2BTq1px7l8VPl9N47ZqAj6pEp8Cr9NoNIgcuxB6d2+hfiLxE2Qd/QEAkHX0B5z4TjywTefqgchxi2u0y6a6Tm751Op7pPp3RFudblFWVV4XIqK6VNXxyR43zizlHFBX0RVPr1PLuK2KgC82y9h5umoviEe9Zmj7+LtiUZbwy+dxMOZdwi+fxwGyOM82Q9+CV6PmNW23yk6nfYmj698SixoNIvpPvOW0aackFJvVc9AGERFQvXHbHjfOCi+etKq5+TW86TRqGbdVEfAns2UUm2/9vLJCo0ejfrs+Qq3wYjpSpna2On8xsHUPhMWMr0mbVWIsuIJze9bi+7f74pfP46x2NYX3m4CAiLtuOZ9ic+nrQ0SkJtUdt+1p4wwAzu9db1XzD+9002nUMm6r4kp2J2rwQnQcswApL3WEqTD3n5qxzPcjendvRI5deMvd4VV1aPlzuHL0e6FmKSlCSWEuSio4Oh4AQqJH446yb/CbOJkto039ardJRFTrajJuh0aPRuZPG4TTza5vnJUdv+t64+xGxbl/4a9fvrOqN4p84JbTqmHcVsUWfHoN3ijuAY3RbsScmz6n7ePvwqNes2ovoyKFlzKQd/pX4efqheMVhrtX0O24a9Iq3Bn3GTTayr/0J3OU/yRIRHSjmozbQOnGWdmDjOtq46yyflv5qtW5+n6hHeEXan0BnLLUMG6rIuBP5tTsgISm3Z9A/Xa9y32sQYcYhEaPrtH8a8rFpx7ufHoBer9/CI27DKny9OnZ6jhgg4joupqO20punFVG5r5NOLtrhVW9zbC3ynm2NTWM24oH/DWTjMyCms3DmJ+FvNOHy30s6K6qB2ptK8m/jAMLxyDtzR64sC+hytNnFpS+TkREalAb4zag3o2zqxdP4pfP/2tVD+72OOrfEV2peahh3Fb8O/iMWtiNcWjpxArv1f776tfQKHIAXMtcJrY23PNSvPC7LMswXctDSf5l5J46iIuHtuL8nm9gKSkCAOQc34sf5zyMoC5DEDl2MfRunpVajozS16lNffXcxICInFdtjNuAOjfOSgpzsee9wcJxXQDgWT8U7Ud+WOn5qGHcVnwLvqZHGp7b/XWFN20BSreeDy19tkbLqCyNRgMXTz94NWqOJnc/gsixixDz8Z8IKrNbPnPvevwwe+A/wV8Z6Sr4PoeICKi9I8RvtXFW0aW8bcVSUowf/9/DuJp5TKjrXD3Q5fmvYfDwqdL8lB63FQ/4PGP1X4Di3L9wcJl1eBs8fIXfz+9dh/M/VvwhwJZcfeujy6RVCLt/rFDPPrYbh1dMqfR88ooZ8ESkDjUZt69T08YZAEhmE/Z+OBRXju4S6lq9C7pMWg3fZu2qPE+lx23FA76kBnfXO7BoPExXs4VaaO//ouPYRVbPPbjs2Tr/NHijdk/NhU9wW6GWkbwIBWUuX1uRmrxORES1qabjkdo2zmTJgn3znsLFA4lCXaPTo9OEL9GgQ0y15qv0uK14wJuq+QKcTvuf1fmJHvVD0Pbx2QjqHIsm9zwmPFaSfxkHl976ynG2otHqcHvsS2JRlnAqdWmlpjcpf0AmERGA6o/b16lp40yWJOz/bLT13gSNFpHjlqDxXQ9We95Kj9uKB7y5Gi9A0ZVzOPy/yWJRo0HkmEXQu3kBANr/50O4lrmcYObe9Ti3Z211W62xBu3vt6pl/bGzUtPWdIUiIqot1Rm3r1PTxpksy/hl4Vic/WGV+IBGg45jFiL43qE1mr/S47biAa+vRge/LBwD07U8oRYeMx6Brbv/87uLVwA6jP7EatpDy56FMe9S1RdaC1y8/K12Qd3stoM3MtT9JZiJiMpVnXEbUNfGmSzLOLh4PM6kfWHVz51xn6FZ1JM1XobS47biAV/VFyBj20Jc+jVZqHk2jEDrodYXHwjqNAjB9w0XaiUFWYruqtca3ITfzUWVO5nUoPhfioioVHWDSy0bZ7Is49DSidZfkWo06PCfjxHSa1StLEfpcVvx2HCpwhul8FIGflv5sljUaBE5bjH0rh7lTtPuqblw82sk1DJ/2oBze76paqs1JksSSgqyhJqrd2Clpq3K60REZEvVGY/UtHH26/JJyEheaFVvP/IDhPZ5ulaWASg/bise8L6ulbsIgCzL+OXzp2EuvirUIwY8i9tuv7vC6Vy8/NEhbp5V/dCySXW+qz4nfT9kSfxSxtWvQaWm9XXjRW6ISB0qO25fp6aNs1+/eB7pWz8vZ3lzEHb/uBrNuyylx23FAz48oHIvwMnET5B1RDwgzbtxS7R+5M1bTtsociCCuz0h1Eo/DU6odJ+14dwPq61qAc27VGraMH8GPBGpQ2XHbUBdG2eHv3wJJ7d8alW/48n3EN73/6o1z5tRetxWPOBDK/ECFFz4E3+smSbUNFodIsctgc7FrYKpRO2emgM3/yChlvlTPM7t/rryzdZA/tk/kL5tgVU9qHPsLafVoHKvExFRXajKeKSWjbPfVr6CE5s/sqq3fXwWIvrX/gV11DBuKx7wHgYNgrwrflyWLNg/P87qsq7NB02Gf3inSi/HxdMPd8ZZf3I7tGwSinPLv1TidQeXTEBR9vlKL6us/HNH8MOsAZAtJqHuE9wW9dr0uOX0Qd6lrxMRkRrcaty+Ti0bZ398/SaOJ1jfua710LfQfODzlZ5PVahh3FY84AEg3L/iNv5MmIuc43uFmk9wW7R66LUqL6dhx/5oGjVCqJVcvXLLT4MZyQuxdVIr7PtsNP46kAjJbLrp868rzv0LR76Zge2vdEFxTqb4oEaDDnHzoNHe+iiMsABV/JmIiP5xs3EbUMfGGQAcXf8Ojm2YZVVv/dgMtIh9sdJ9VJUaxm3F7yYHAGEBGuw6Y13PP/s7jq6dIdQ0OgMixy2BVu9SrWXd8eT7uHQ4BcU3bJFf+Hkjzv6wBsH3PlbhdJLJiLO7VuDsrhXQu3vDt1l7+IW0h0e9ZjB4+EHv7gNLSRHMRfm4+tcJ5GYcQPafe6wOqiv9T2jQfuSHN/3+6Ubh3D1PRCpT0bh9nS02zs6k/e+f2vWNs67PV7wl/2fCHBz5ZrpVvdUjb6DFg5W/F0h1qGHcVkXAR5RzwIZkNmH//NGQzCVCvcWDU+EX2qHay3Lx9MOd//0Me94Vv/v+dflzqNemB9wqcVS7uagAV45+jytHv6/y8nUu7mg38kOE9BxZ6WmqckALEVFdKG/cvk4NG2dFV87h95WvWNU1Oj0yf9qAzJ82VKuP63rN/vmmj6th3FZFwIcHaOCmB4rN/9aOxc9GbsYB4Xl+oXeixeCpNV5eww590azHSJzesfyfWsnVKzi45P/Q9QXrUzB0rh6wGK/VeLkN7uyH9iM/gGf90EpP46ZXxxuFiOhG5Y3bgHo2ziSpTGN/ky1m5J3+tdp9VIZaxm3lvyQA4KbXoHuzf1vJzTiAY/Gzhedo9S6ln/50tfOZ5I4n34N7QBOhdmHfJpwt51S2AYv+wj0vf4uIAZMQ0Lyr1dXoKqLR6uDduBVaPDgVvecexj0vxVcp3AEgKkQLN73ybxQiohuVHbevq4uNsxtd3zhTE7WM2xpZllVxo/GMHAkvJJX/iUttJLMJhZfSce3SKVy7cg7m4gJYjEXQ6g0wePjC4OELj3rN4NP0jgov4lBZc/vqEeKnis9hRESCsuN2bsYB7Hj9PsiWf2tavQt6vvMjfILb1MoyTdfykPJiRxRlnxPqnf7vC+HmMIWXT2HrxBa1sszyDF5lrPAxtYzbqgl4AHgl2YSjWappR3GtAjV4u7dB6TaIiCrEcVukpnFb+Y8YN+gboap2FNe3OV8PIlI3jtsiNY3b6ukEwN3BWvi4Kt2FOvi6Al2bqOrPQ0RkheP2v9Q2bqunEwAGnQa9w1TVkmKiw7Qw6JQ/SIOI6GY4bv9LbeO26v4qsS118HXyT4N+bqWvAxGRPeC4rc5xW3UB7+2qwZjOqjg9XzFjOunhXcXbMRIRKYXjtjrHbdUFPFD6HUa3pqpszea6NdOii4q+wyEiqgyO2+r7v6uvo7+NjnS+XT5+bkBcR3Xt4iEiqiyO2+qi2oD3ccJdPmrcxUNEVFkct9VFtQEPlO7yuc9Jdvl0a6rOXTxERFXBcVs91NvZ38Z00iFUBbfds6VQfw2e7qTOXTxERFXFcVsdVB/wni4avB6lR5C30p3YRgMA06L08HRx7JWBiJyHp4sGY/M1uC1f6U5so7G3fYzbqg94APBz0+DNHgbUq9l9W1THtxAYmgAYkySlWyEiqjWX4i0oXCXhibTScc6R1PMA3uhhgK+busMdsJOAB4BATw3ejjagsYNsyd+WD4xMBXyLgMwvLLj8nUXploiIauzydxZk/q90PPMtKh3nHGVLvrE38Ha0AYGe6g93wI4CHigN+ZnRBrv/bqepFhi5vfTNf935JRZkJTHkich+ZSVZcH6JOI75FgFTg7R2P26H+Wvwlh2FO6Cy28VWVmGJjIX7LNh1xv52bXdrqsXTnXQoTJSQ+YV1oAc/o8Nt0eo+cIOIqKwrKRac/dR6TAsaqUP9QTqHGLfV/p17WXYZ8Nf9eE7Cgp/NyDMq3cmt+bmVni954ykVF9dacGFlmRVCAzSdqENAFeTitgAAIABJREFUFEOeiOxDdpoFZz62AGXSpNHjOjR4SBzL7H3ctid2HfAAUGCUsXi/uj8VdmumRVxHXbkXQ7iw2oyLX5fpXQuEPK+H3z32+aYiIueR84MFpz+wAGWGsQaPatFoaPkXvbH3cdte2H3AX6fGT4WV+fQnyzIufGXBpfXlhPyLevh1YcgTkTrl/ijh1P8zW4V7/SFaNHpcB43m5uFor+O2vXCYgAdKPxVuPGpBcrqEfAXfML6upfcFjm1ZuU9/siwjc7kFlxPEtUSjB0Je0sO3k/2/0YjIseTtk3DqPTNks1iv94AWQSNvHe7X2eu4bQ8cKuCvM1lk/HhOwpbjEo5k1d1/r1WgBn2ba9G1iRYGXdXeILIs4/xiC7ISy4S8AQh9WQ+fDgx5IlKH/IMSMt6xDvfAflo0jqt8uN/IHsdttXPIgL/RqVwJSSckpJ2SUGy+9fOryk0PRIVoEROhRYhfzUJYlmSc/dyC7OQyIe8ChL2qh/cdDHkiUlbBYQnpb5shl4j12/po0WSMDhptzUPSnsZtNXP4gL+u2CzjZPbfPzky0rMlZBZYHfR5UxoAQd5AWIAW4f4ahAeU/rjpa+9TnyzJOPOpBTnbxZDXugJh0/TwauW4b0YiUrerf0hIn2mGVGZXekBPLYKfqZ1wv5G9jNtq5TQBX55rJhkZOTLSc2TkFcsosQAmCTBZAIMOMGgBFx3g66ZBmL8Gof4aeBhs/6aQLTJOf2xB7q4yIe8OhL+hh+ftDHkiqluFxyScnG6GVCzW/btp0XSiDpo62r2t1nFbjZw64NVMtsg4NceMvB/FP4/WA4iYrodHOEOeiOrGtRMSTrxphnRNrPverUHI8/o6C3eqGqaESml0GjR7Tg+fTuKKI10DTk43oyhDveePEpHjuJYh4eQM63D36axByHMMdzVjwKuY1qBByIt6eN8prkCWq8CJ6WYUqfgiEURk/4pOl+6Wt1wV694dNQiZrIfGCb7HtmcMeJXTGjQIfUkPr3ZlQj4fOPmmGcXn+Q0LEdW+4vNyabiXuROcV7vSMUnrpN9r2xMGvB3QumoQ9rIenq3FFcqcC5x8wwTjBYY8EdUe4wUZJ98wwZwr1j3blI5FWju76YqzYsDbCa2rBmGv6uHRQlyxTNnAiTdMMF5iyBNRzRkvyTjxhgmmbLHu2UKDsFf00DrIVd6cAQPejujcNQh/TQ+PiDIhn1W6JV9Sh1d/IiLHU5Il4+Q0E0xZYt2juQZhr+mhc2e42xMGvJ3ReWoQNk0P91BxRSu5WBrypmyGPBFVnSm7dMu95JJYdw/VIOx1PXSeDHd7w4C3Q3ovDcLf0MOtmbjCGS+U7q435TLkiajyTLl/h/sFse7WTIPwN/XQezHc7RED3k7pfUpD3rWxWDeeLz263pzPkCeiWzPnyzj5phnG82LdtUnplTP13gx3e8WAt2MGPw0iphvg2kisF58pPb3FfJUhT0QVMxeUjhXFZ8SxwrUREPGmAQY/hrs9Y8DbOUOABuHTDXBpINaLMmSkzzDDUsiQJyJrlkIZJ2eYUZQhjhEuDYDw6QYYAhju9o4B7wBcAktD3hAo1q+dkJH+lhmWIoY8Ef3LUiTj5FtmFJ0UxwZDIBAx3QCXQIa7I2DAOwjX+hpEzDDAECDWC4/JSH/bDEsxQ56IAEtx6Zhw7ViZcA8AImYY4FKf4e4oGPAOxLVh6Za83k+sF/4hI2O2GZKRIU/kzCSjjIxZZhT+IY4Fej8gfIYBrg0Z7o6EAe9g3BqXntai8xHrV3+VkfGeGZKJIU/kjCRT6Rhw9XCZcPcp3S3vFsRwdzQMeAfk3lSLiDf00HmJ9YIDMk69z5AncjaSqXTdLzggrvs6LyD8TT3cghnujogB76DcQ7UIf0MPrYdYz98n4/QHZsgWhjyRM5DNpet8/r4y4e5Zep67ewhjwFHxL+vAPMK1CJ+mh9ZdrOf9KOP0RxaGPJGDky0yTn9sQd6P4rqudQfCpunhEc4IcGT86zo4z9u1CHtND62bWM/9XsKZTy2QJYY8kSOSLTLOzLMg93tJqGvdgLDX9PBszuHf0fEv7AS8WmkR+rIeGhexnrNDwtnPGfJEjkaWZJz93IKcNDHcNS5A6Ct6eLXi0O8M+Fd2Et53aBE6VQ+NQaxnJ0s4v9gCWWbIEzkCWZZxbpEF2Sllwt0AhE3Vw7sth31nwb+0E/HpoEXoS3po9GI9a4uEzOUMeSJ7J8syMpdZcCWpTLjrgdCX9PDuwCHfmfCv7WR8IrVo9oIe0In1ywkSLqxgyBPZK1mWceFLCy5/K4Y7dEDIZD18IjncOxv+xZ2QXxctQp7TW/31L22Q8NcaizJNEVGN/LXagkvxZcJdC4Q8p4fvXRzqnRH/6k7K7x4tmk7QAWWub3HxawkX1zLkiezJX2stuPhNmXDXAM0m6uB3D4d5Z8W/vBMLiNIheLzOqn5hpQWXNjLkiezBpXgL/lppvb4GP6ODf3fr9ZucBwPeyd0WrUOTMdaDQOYXFlz+jiFPpGaXv7Mg83/W62mTsTrc1ovh7uwY8ITAGB0aj7YeDM4vsSAriSFPpEZZSRacX2K9fjaO0yHwfoY7MeDpb/UG6BD0lPWgcG6BBVdSGPJEanIlxYJzC6zXy6D/396dx8dVF/r/f58zM1mbtUn3Ns1SKAVqaYoUtBQvXEFUuIqC96IXLi0UUEB+ohcVu7BIRYGrKNBCQf15uYKo8OXyExS+UNlaacvehTZJ071Nmj1pkjnL74+R2pNJ2mSSWXLyej4e/DGfyZw5TOec13zOzJy5PKDi84k7Igg8DhtzYUDj/y1657DzflsNq4k8kAoaVtvaeX/09jj+0oDGXEDc8Q8EHh5jvxTQ2It7PC1cacd9tpped3q/EYCEaHzN1o77bKnH6SrGXmxq7EXEHV4EHlHGXRLQmC/2eGo40vZ7LDWtJfJAMjStcVR7ry312ATHfNHUuEuIO6IReEQxDEPjLw2o+PPRka+921LzOiIPJFLzOke191hRcS/+vKnxlwZkGEbvN8SIRuDRK8MwNOHygIo+432KuJa0/ceWWt4m8kAitLztaPtdllzLO170GVMTLifu6BuBR58Mw9DEBQEVntMj8mGpZrml1veIPBBPre85qlkeHffR/2xq4gLijqMj8DgqwzQ0+eqACj7VI/LdUs0PLbVtIvJAPLRtdFTzQ0tut3e88FOmJi0KyDCJO46OwOOYDNPQlGsDyp/nfbo4XVL17ZbaPyTywFBq3+Ko+nZLTpd3vGCeqcnXEnf0D4FHvxgBQyXXB5Q317tjcQ5JVbda6qgi8sBQ6NjmqOo2S06ndzzvdENTrg/ICBB39A+BR78ZAUMlNwaVO6dH5DukqmWWDtUQeWAwOmocVd1qyenwjueeamjqjUHijgEh8BgQM2Ro6reDyjnFu6Ox26Rtyywd2kHkgVgc2uGoapklu807njPb0NSbgjKCxB0DQ+AxYGbIUOl3gho1s0fkW6SqpZY6d7t93BJAbzp3u6paaslu8Y6PmhnZ1swQccfAEXjExEw3VPbdoLJneHc8VpNUtSSsrr1EHuiPrr2uqpaEZTV5x7NPjGxjZhpxR2wIPGJmphsq+35Q2cd7d0DhBmnbkrC6DhB54Gi6DrjatiSscIN3PPt4Q2XfC8pMJ+6IHYHHoAQyDZXdElRWRY/I10dm8t31RB7oTXe9q6rFYYXrveNZ0yLbVCCTuGNwCDwGLZBtqGxxUJml3h1S9/5I5MMNRB44UrghMnPvPuAdzyw1VPaDoALZxB2DR+AxJIKjDJUvCSqjxLtj6tobOVwfbiLygCSFm/4e973e8YwSQ+VLgwqOIu4YGgQeQyaYG4l8+kTveNfuyKfrrRYij5HNaol8Wr5rt3c8fZJUviSoYA5xx9Ah8BhSoXxDFctCSh/vHe/c4apqmSWrjchjZLJaI9tA5w7vNpA+XqpYGlIon7hjaBF4DLlQoaHyZSGljfWOH6pxVX2rJbudyGNksdtdVd1q6VCN97mfNlYqXxZSqJC4Y+gReMRFWlEk8qEi73jHNlfVt1uyDxF5jAz2IVdVt1s6VOV9zoeKpIplIaUVEXfEB4FH3KSPMVRxa0ihQu94+xZX1XdYsjuJPPzN7ow81zu29Ih7oVRxa0hpY4g74ofAI67Sx0Vm8sF873j7Rlc1yy05XUQe/uR0uaq501L7Ru9zPJgvld8aUvo44o74IvCIu4yJka//BHK9423vuqq5y5ITJvLwFycceW63vdcj7rmRw/IZE4g74o/AIyEyp5iqWBJUYJR3vPUtV9t/TOThH0448pxufcv7nA6MksqXBpUxmbgjMQg8Eiaz1FT5kqDMLO94yzpXtfdacm0ij+HNtSLP5ZZ1PeKeHfmee+ZUdrlIHJ5tSKisclPli4MyM73jzWtc1f7UJvIYtlzbVe3PbDWv8T6HzUypbHFQWeXsbpFYPOOQcNnHmSq7JSgzwzve9KqjHffbch0ij+HFdVzt+IWtplcdz7iZIZXdElT2NHa1SDyedUiKUSeYKv1uUEaad7zxJUc7HyTyGD5cx9XOB201vuyNu5EmlX4vqFEnsJtFcvDMQ9LknGyq9OagjJB3vOEFR7sftuW6RB6pzXVd7XrIVsMLPeIekspuDirnJHaxSB6efUiq3FmmSr8TlBH0jtc/52jPL4k8UpfrutrzqK2Dz/eIe1Aq/U5QObPYvSK5eAYi6XIrTZV8KygFvON1zzja+99EHqnHdV3t/Y2tuv/1xl0BaepNQeVWsmtF8vEsRErIP83U1BuDUc/IA39wtO9xOzkrBfRh3+O2DvyxR9xNaeqNQeV9nN0qUgPPRKSM/DNMTbkuIPU4D8j+Jxztf5LIIzXse9LW/id6xN2QSq4PKP8MdqlIHTwbkVIK5wc0+dpA1Pjex2wdeJrII7kOPGVr32PRz8PJXw+o4Mzo5y2QTAQeKWf02QFNWhS9s9zzK1t1zxJ5JEfds7b2/Dr6+Tfp6oBG/xNxR+oh8EhJRecGNHFB9E5z9ypb9X8m8kis+udt7V4V/bybuDCgok8Td6QmAo+UVfzZgCZcFr3z3PWgrYMvEnkkxsEXbe1aEf18m3B5QMXnE3ekLgKPlDbmwoDG/1v0TnTn/bYaVhN5xFfDals7749+no2/NKAxFxB3pDYCj5Q39ksBjb24x1PVlXbcZ6vpdaf3GwGD1PiarR332VKP0zCMvdjU2IuIO1IfgcewMO6SgMZ8ocfT1ZG232up+W9EHkOraa2j2nttqcdTa8wXTY27hLhjeCDwGBYMw9D4rwZU/PkeT1lb2v4TSy3riTyGRvM6R7V3W1FxL/68qfGXBmQYRu83BFIMgcewYRiGJlweUNFnvE9b15Jq7rLU8jaRx+C0vO1o+12WXMs7XvQZUxMuJ+4YXgg8hhXDMDRxQUCF5/SIfFiqWW6p9X0ij9i0vueoZnl03Ef/s6mJC4g7hh8Cj2HHMA1Nvjqggk/1iHy3VPNDS22biDwGpm2To5ofWnK7veOFnzI1aVFAhkncMfwQeAxLhmloyrUB5c/zPoWdTqn6dkvtHxJ59E/7FkfVt1tyurzjBfNMTb6WuGP4IvAYtoyAoZLrA8qb690BO4ekqlstdVQReRxdR5WjqtssOYe843mnG5pyfUBGgLhj+CLwGNaMgKGSG4PKndMj8h1S1TJLh2qIPHp3qMZR1TJLTod3PPdUQ1NvDBJ3DHsEHsOeGTI09dtB5Zzi3SHbbdK2ZZY6d7p93BIj1aEdjrYts2S3ecdzZhuaelNQRpC4Y/gj8PAFM2So9DtBjZrZI/It0rYlYXXuJvKI6NztqmqpJbvFOz5qZuQ5ZIaIO/yBwMM3zHRDZd8NKnuGdwdtNUlVS8Lq2kfkR7quva6qloRlNXnHs0+MPHfMNOIO/yDw8BUz3VDZ94PKOt67ow43SNsWh9V9gMiPVF0HXG1bEla4wTuefbyhsu8FZaYTd/gLgYfvBDINld8SVFZFj8jXRw7Xd9cT+ZGmuz4ycw/Xe8ezphkquyWoQCZxh/8QePhSINtQ2eKgMku9O+7u/ZHD9eEGIj9ShBsice/e7x3PLDVU9oOgAtnEHf5E4OFbwVGGypcElVHi3YF37ZW2LQ0r3ETk/S7cFDks37XXO55RYqh8aVDBUcQd/kXg4WvB3Ejk0yd6x7t2Rb4nb7USeb+yWiKflu/a7R1PnySVLwkqmEPc4W8EHr4XyjdUsSyk9PHe8c7aSACsNiLvN1abq6plljp3eP9t08dLFUtDCuUTd/gfgceIECo0VL4spLSx3vFDNa6qb7VktxN5v7DbI/+mh2q8/6ZpY6XyZSGFCok7RgYCjxEjrSgS+VCRd7xjm6vq2y3Zh4j8cGcfclV1u6WObd5/y1CRVLEspLQi4o6Rg8BjREkfY6ji1pBChd7x9i2uqn9oyeki8sOV3emq+g5LHVt6xL1Qqrg1pLQxxB0jC4HHiJM+LjKTD+Z7x9s/cFV9pyWnm8gPN06Xq5rllto3ev/tgvmRw/Lp44g7Rh4CjxEpY2Lka1KBXO9427uuau6y5ISJ/HDhhCP/Zm3v9oh7buSwfMZE4o6RicBjxMqcYqpiSVCBUd7x1g2utv+EyA8HTtjV9h9ban3L+28VGCWVLw0qYzJxx8hF4DGiZZaaKl8SlJnlHW9501XtvZZcm8inKteO/Bu1rPP+G5lZke+5Z05l94aRjS0AI15WuanyxUGZmd7x5jWuan9mE/kU5Nquan9qq3lNj7hnSuWLg8oqZ9cGsBUAkrKPM1V2S1Bmhne86RVHO+635TpEPlW4jqsdv7DV9KrjGTczpLJbgso+jt0aIBF44LBRJ5gq/W5QRpp3vPElR7tWEPlU4Dqudj5oq/Flb9yNNKn0e0GNOoFdGvARtgbgCDknmyq9OSgj6B0/+BdHu1fZcl0inyyu62r3w7YaXugR95BUdnNQOSexOwOOxBYB9JA7y9TU70RHvv5Pjvb8ksgng+u62vNLW/XP9Yh7UCr9TlA5s9iVAT2xVQC9yJtjquRbQSngHa97xtHe/ybyieS6rvb+xlbdM964KyBNvSmo3Ep2Y0Bv2DKAPuSfZmrqjcGoreTAHxzte9xOzkqNQPset3Xgjz3ibkpTbwwq7+PswoC+GC5TEeCoGlbb2vEzW+qxpYy/NKCxFwV6v9HftW92tP/3tsx0Q+MvDSh9/Mg+8UrXXld7/9uW0+Vq7EUBZU8/eqD3P2lr72M9XkwZUskNARWcefTHHhjpCDzQDwdftLXzF9Gz9gmXBzTmgt5D0/w3R9t/Ysm1Ipczyw0dd1dQhjEyI++6rj78tqVD1ZFdjhGUpn47qLxTe4/8gadt7flV9GM++RsBjf4n4g4cC8e3gH4YfXZAkxZFR2XPL23V/X/REWp63VHNj/8Rd0k6VOWqs3bkvp7u3O4ejrskuZZUc5elpjecqL+te7b3uE+6mrgD/UXggX4qOjegiQui47L7YVv1f/5HjBr/amv7PZbUy9v0zWtHbuCb1kaHXLa0/W5Lja/848Gqf97W7lXRD97EhQEVfZq4A/0VPPafAPhI8WcDci1FzS53PWjLCEqGIe34efT79R9pWuNo3CUjM1J9vrhxpNqf2nItyXWkXSt6fyuk+PyR+bgBseI9eCAGvX74q59OuH/k/T55115Xm74ejum2/fkwI4BoHKIHYjD2SwGNvTi2zad5TS+Hqn2uubfD8/0w9mKTuAMxIvBAjMZdEtCYLwx8E+r1vWifa4rhRc2YL5oj9u0MYCgQeCBGhmFE/Y58f3RscRVuGDnvjHUfdNXx4cD/fwNZGrFfKQSGAoEHYuC6rvY9YWvff8c2G2/+28iZxbfE+P+69zeO9j3BGQOBWBF4YIBc19W+x2zt+23s8YnlkPVwNZi3JPb91tbexyzO/Q/EgMADA+C6rvb8ytb+3w8u0G0fuLJa/R8tq9VV2/uD+//c/6SjPb/mB36AgeJ78MAA7HvcVt3/GYLZty21rHNU+Kn4fIisI+yqptFVVYOr5i5X3bYUtiXLkYKmFApIaQEpL91QeaGh0gJDWaGhf7+7ZZ0jDcHDVfe0o0CGwYfugAEg8EA/uZY76Jn7kZrWDk3gO61IyLc1uKpucFXV6GhP68CXMyFHKi8wVVZoqKIwEv6M4OCiP5RvRex70tbYi0wZg1wnYKQg8MAABDIlu21oltX6tiu701UgI7Zg1TQ6en6bo7/WOuq0jv33x7KnVdrT6uiVHZHLGUHpzBJT500zNTV/4O/m2Ydctb4zdIfVA5lDtihgRCDwQD8ZQUNTrg9q5/2WrKbBL8/tllrfcpV/ev8DH7ZdvbHT0XPbHG2uj+970p2W9OcqR3+ucjS9yNB5FaZOn2wqFOjf+ra+5crtHpp1CeZLk68NMnsHBoBT1QID5FquWt911fiKo+a1jpzO2JdVcKapkm8e+3V2a5erpzfbeqHaUUtX7Pc3WLnp0jllpi6cHlBO+tFjW3uvpcZXYj9Eb2ZIeaeZKphnKmemQdyBASLwwCA4Xa5a1rtqfMVWywZX7gBPt25mSCf9KiTzKB9wW7PL0Yo3LTUnMew95aVLi04Nau6k3g/dO2FX718WHvCLHyMk5VYaKvhkQLmVhsxjvIgA0DcCDwwRu91V01pHTa86an3X7fenx0v+n4AKPhn9YbuWLlcPr7f16o7U/c78vCmmFlZGz+YbX7VVe08/zxNgSjkzDeV/0lT+aaYC2UQdGAoEHoiDcJOrpjccNb3iqH3z0TexrOOk45anecZScdbel95m8x/e3K2OD49+u+zphvLnmco/3VQon6gDQ40P2QFxEMo3VPyZgIo/E1D3AVeNrzpqfNVR5/ZeYn9E29q7Xa1Yl9qz9p6au6S7XrU0b4qpq+YElJ1meP6fjpRZGpmpF3zCVNoYog7EEzN4IIE6d7k6+IKtg887crokI12atjyorBJTTZ2ublttqaZx+G6SpQWGFs8PKrTP1dabLbndkpkujT7P1OizA8qYRNSBRCHwQJJYHZGzsxmmobp2V8teDsd0gppUMzFHWnJWSKMzJbvTVTCLM2IDyUDggSSra3f1/RfDqu9I9poMneIs6Y6zQyriA3NA0vDSGkiips7IzN1PcZekug5p2cthNXUyfwCShcADSdLe7eq2ly1fHJbvze5W6bbVltq7iTyQDAQeSJIV62zVNPk7fjWNrlau6+f34QEMKb4mByTBgm8u1iM/vc0zVjDtNM1f+pIMM/ZfmHNdV6/f+VkdeO9Fz3j5eV/XzMvuiXm5R9r4u2Xa8ocf9nrdF/4n+ov7r+xwdPoUp8+z3gGID7Y4IMFaulxZn/hP5ZV8zDPeuHWttv7vvYNads1fVkTFfdT4aTrxX+8Y1HI/0lTzlj58+q4B327lOkutXf4+WgGkGgIPJNiq9bZa7ZAqr1klM+g9g92mJ29Vy86NMS23bX+V3n/se54xwwyo8ppVCqQN/rdWHatb6x9YINce+G/TNnVKD2/gUD2QSAQeSKA1uxy98vez1OWVnKzpF93iud4Jd2n9AwvkDDCiruNo/QMLZXe1e8YrPnejCqedNriV/rtNT96mlp0fxHz7V2odrd01fM7QBwx3BB5IkNYuVyve9Ib7uAtuUkH5qZ6xppoN+vCpHw1o2VufvVcNW173jOVOPlEzvrwktpXtobFqnbY+c/fhy1nFJUrPHTPg5azgUD2QMAQeSJCnN9tRPx5jmAHNvuYhmaEMz/jmP96ppu3v9Gu5LTs3atPvlnmXG+j9LYBY2H8/quA6/zjEfsqVD8R02L+pM/I4AIg/Ag8kQNh29UJ174encyeeoBkXL/WMuXZY6++/Qo7VfdTlOral9Q9cISfsfeVw/L/crPzSUwa1zh/Z9MRSte7efPhyyaf+Q2NOPjvm5b1Y7ShsM4sH4o3AAwnwxk5HLUf56deK829Q4fFneMZadr6vTU/e1sctIrb88U411bzlGcsvPUXHf+HmmNf1SA1b12rrs/91+HJGwQSd/NWBvX3QU3NX5LMIAOKLwAMJ8Ny2owfNME1VXv2QAulZnvGtz9ythm1v9nqbxuoN2vLUcs+YGUpX5TWPyAwM/hQXdvchrX9woeT+Y91nLbhPoay8QS/7ua0EHog3Ag/EWU2jo831xz4kPWpcRdT31V3H1voHFsju7vSM2+Eurb//iqivrJ3wpcXKnTxj8Cst6YPHF6ttz4eHL0/6xFc0vvJzQ7LsTfWutjcReSCeCDwQZ88fY/Z+pLJPX6OiGWd5xtr2bNHGxxd7xjY+sUStuzd5xgqnzdW0z90Y83oe6eCW11X1p58fvpyeO2bIzoT3kYE8LgAGjsADcdRpufprbf9DZhiGKq9eqWBmjmd825/uU/3m1yRJ9Ztf07Znf+q5PpCepcprHh7UaW4/YnV1aP2DV3oOzc+8/F6l54we9LKPtHq7o06LD9sB8ULggTiqanDVOcATv2UVl+ikS3t8kM11tOHBhepqPqANPd4Xl6QTv3K7Ro2fNsi1jdj421vUvm/b4cvjT71Qk07/0pAs+0idVuTxARAfBB6Io20xBqz07AUaM/OfPWPt+6v14s2nqn1/tWe8aMZZKjv32pjX8Uj1m15R1fP3H74cyi7QrCt+NiTL7g2BB+KHwANxVD2IgM1etEKh7HzPWFfTPs/lYGaOKq9eKcMwYr6fj1id7drw4JWS+491PvlrP1ZG/rhBL7svVY0EHogXAg/EUVVj7B8kyyycqJn/fvdR/+akS3+krOKSmO/jSO8/9l21H6g5fHnsxz6tkvlfG5Jl96W6gQ/aAfFC4IE46Qi72tM6uGVMOfOrGjPznF6vGzvrXJWevWBwd/B3de+/pJoXVh6+HMzM0awr7z/KLYbGntbI4wRg6BF4IE5qhuDwc1dLvZpr3+v1ugkf/+Kgly9JVmebNqxc5Dk0f9J+yMvGAAAalElEQVS//lBZoycPyfKPxtXQPE4AohF4IE6G4gNk7zxyvbqa9/d63Qe/vUVdLXWDvo/3fvMdddTVHr5cNGO+pp5z5aCX21/VBB6ICwIPxEnzIH8WddfrT2j32t/3eX13S53eeeSGQd3HgXdf0PYXVx2+HEjL1ClXPTAkH9rrr+ZOAg/EA4EH4qR7EL+K2tm0T28/Gh3vnueB373299q9pu8XAUcT7mjRhpVXe8ZOuHipRo0tj2l5sRrM4wSgbwQeiJPwIML11kPXKtzW4BkrPedKzb76oai/ffvRG2I6VP/eb76jQwd3Hr5cMO00VXzm+oGv7CCF+SA9EBcEHogTK8Zw1a7+tfZteNYzljVmqk66dLkmnHqhJp1xiee67pY6vf3IwMLcsO1N1b706OHLZihds69aIcNM/C5hMC+EAPRt8L8pCaBXwRhaeejgLr3365u8g4ahykUPKZgxSpL0sf/4L9VtXO056c2etX/Qrjee7PcpZTsb93gum4GQ1v383we2rj2WIUn/9+ZTo8ZOufJBFZRX9rmc0OBPnw+gFwQeiJNYwrVh5SKFO5o9Y+XnXquiGWcevpw2qlCzFtyntXd/2fN37zx6g4pnnKn0vDEDvl+rs03Nte8OfIV76G0ZVlfbUW8T4jgiEBdsWkCcpA0w8DV/WakD777gGcseV6EZX7k96m8nzLlAkz/5b56x7tb6AR+qTwUDfZwA9A+BB+IkL73/XzVrP1Cj9x/7rnfQMFV5zcMKpmf1epuZl92jjPzxnrE9f/ujdr3xuwGvazLlZSTuK3nASMIheiBOygv7Fy7XdbXhwatkdXoPZVd89gaNPu70Pm+XNqpAsxb+XGt+cpFn/J1Hv6niGfOPeqh+wqkX6gv/09Wv9evL89cdp476Ws9YLMssKyDwQDwwgwfipLSf4ar6032q3/RXz1jOxOma8eWlx7zt+MrPafK8r3rGIofqr+v3eiaTof4/TgAGhsADcZIVMjQh5+h/07r3Q218fLFnzDADqrxmlQJpGf26n5mX3a2MggmesT1/e0q7Xn9iQOubDBNyIo8TgKFH4IE4Ki/oexNzHVvrH1gou/uQZ3zaBTepoHxOv+8jLTtfpyz8RdT4O49+U51NvZ/HPlWUFbILAuKFrQuIo7KjvA//4TP3qHHrWs9Y7uSTdMJFtwz4fsbNPl9T5nu/x97ddjDlD9WXc3geiBsCD8RRRR+Bb9n5gTY/eatnzAiEVHnNKpnBtJju6+Sv/VgZhRM9Y3vffFo7X3s8puUlQn8/iAhg4Ag8EEflhYYyenxXxbHCWv/AAjlWt2f8+H+5Wfmls2K+r7TsfJ1y5f1R4+/+8saUPFSfESTwQDwReCCOMoKGzizxbmZbnlquppq3PGP5pafo+C/cPOj7GzfrPJWcdblnrLvtoN5e9Y1BL3uozZ9qKiNI4IF4IfBAnJ1b8Y/NrKnmLW15arnnejOYFjk0Hxia01Kc/LW7lFk4yTO2d93/0c7Xfjskyx8qRz4uAIae4bqum+yVAPzuey+EtbmeTe0jJxQZuuOcULJXA/A1XkIDCXAes1WP86bxeADxxlYGJMDpk03lpid7LVJDXro0dxK7HiDe2MqABAgFDJ1TxuYmSWeXmQoF+HAdEG/scYAEuXB6QHkjfBafnxF5HADEH4EHEiQn3dCiU0f2DzgumhNUzgB+RhdA7Ag8kEBzJ5maN2VkbnbzSkydxnvvQMKwtQEJtqBy5B2qz8+QFs7m0DyQSAQeSLDcEXionkPzQOIReCAJ5k4y9ckRcqh+3hQOzQPJwFYHJMmiOQGV+vznUksLDF01h0PzQDIQeCBJstMM/WB+UBNykr0m8TExR1o8P6jsNH+/iAFSFYEHkig/w9DSs0Iqzkr2mgyt4ixpyVkh5WUQdyBZCDyQZEXZhu44O6SJPpnJT8yR7jg7pKJs4g4kE78mB6SIpk5Xt622VNM4fDfJsoLI2w7M3IHkI/BACmnvdrVyna1XdjjJXpUBmzfF1FVzArznDqQIAg+koDW7HK1401JzV7LX5NjyMyLfc+ercEBqIfBAimrtcvXw+tSezc8rMbVwdoCT2AApiMADKS4VZ/PM2oHUR+CBYaC1y9XTm229UO2oJYmhz0uP/J77hdOZtQOpjsADw0jYdrVml6PntjraVJ+4TfeEIkPnTTM1d5KpUICwA8MBgQeGqe1Njp7f5mj1dked1tAvPyMozZ9q6twKU1PzORQPDDcEHhjmOi1XVQ1//6/RVXWDoz2t0kA2bEPShByprNBUeYGh8sLIfxlBZuvAcEXgAR/qCLuqaXRV3ehqb0O7fv7ASpmhDAVCabLD3bryisuUNypTeRmGygoMlRYYygoRc8BPCDzgc3V1dRozZoxn7MCBAyouLk7SGgFIBN5YAwDAhwg8AAA+ROABAPAhAg8AgA8ReAAAfIjAAwDgQwQeAAAfIvAAAPgQgQcAwIcIPAAAPkTgAQDwIQIPAIAPEXgAAHyIwAMA4EMEHgAAHyLwAAD4EIEHAMCHCDwAAD5E4AEA8CECDwCADxF4AAB8iMADAOBDBB4AAB8i8AAA+BCBBwDAhwg8AAA+ROABAPAhAg8AgA8ReAAAfIjAAwDgQwQeAAAfIvAAAPgQgQcAwIcIPAAAPkTgAQDwIQIPAIAPEXgAAHyIwAMA4EMEHgAAHyLwAAD4EIEHAMCHCDwAAD5E4AEA8CECDwCADxF4AAB8iMADAOBDBB4AAB8i8AAA+BCBBwDAhwg8AAA+ROABAPAhAg8AgA8ReAAAfIjAAwDgQwQeAAAfIvAAAPgQgQcAwIcIPAAAPkTgAQDwIQIPAIAPEXgAAHyIwAMA4EMEHgAAHyLwAAD4EIEHAMCHCDwAAD5E4AEA8CECDwCADxF4AAB8iMADAOBDBB4AAB8i8AAA+BCBBwDAhwg8AAA+ROABAPAhAg8AgA8ReAAAfIjAAwDgQwQeAAAfIvAAAPgQgQcAwIcIPAAAPkTgAQDwIQIPAIAPEXgAAHyIwAMA4EMEHgAAHyLwAAD4EIEHAMCHCDwAAD4UTPYKABi8FStW6KGHHlJLS0vUdbZtR43NnTtXgUAgajw3N1dXXnmlFi1aFJf1BJA4huu6brJXAkDs1q5dq7lz5w75Mj/+8Y8P6TIBJBaH6IFhrra2dlgsE0BiMYMHhrmDBw+qpKRE7e3tQ7K87Oxs1dbWavTo0UOyPADJwQweGOZGjx6tb3zjG0O2vOuuu464Az7ADB7wgbq6OpWWlg56Fp+dna3t27erqKhoiNYMQLIwgwd8oLi4eEhm8ddddx1xB3yCGTzgE4OdxTN7B/yFGTzgE4OdxTN7B/yFGTzgI7HO4pm9A/7DDB7wkVhn8czeAf9hBg/4zEBn8czeAX9iBg/4zEBn8czeAX9iBg/4UH9n8czeAf9iBg/4UH9n8czeAf9iBg/41LFm8czeAX9jBg/41LFm8czeAX9jBg/4WF1dnaZOnaqOjg7PeFZWlmprawk84GPM4AEfKy4u1oIFC6LGFy5cSNwBn2MGD/jc/v37NX78eH20qRuGof3796u4uDjJawYgnpjBAz43duxYLV++XGlpaUpLS9Py5cuJOzACMIMHAMCHmMEDAOBDwWSvAICh1xF2VdPoqqrBVXOXq25bCtuS5UhBUwoFpLSAlJduqLzQUGmBoayQkezVBjCECDwwzHVakZBva3BV3eCqqtHRntaBL2dCjlReYKqs0FBFYST8GUGiDwxXvAcPDFM1jY6e3+bor7WOOq2hX35GUDqzxNR500xNzefdPGC4IfDAMBK2Xb2x09Fz2xxtrk/cpju9yNB5FaZOn2wqFGBWDwwHBB4YBlq7XD292dYL1Y5aupK3Hrnp0jllpi6cHlBOOqEHUhmBB1Lcml2OVrxpqTmJYe8pL11adGpQcydx6B5IVQQeSFEtXa4eXm/r1R1OslelT/OmmFpYyWweSEUEHkhBqThr7wuzeSA1EXgghbR3u1qxLrVn7X2ZN8XUVXMCyk5jNg+kAgIPpIimTle3rbZU0zh8N8nSAkOL5weVl0HkgWQj8EAKqGt3tezlcEwnqEk1E3OkJWeFVJRN5IFkIvBAktW1u/r+i2HVdyR7TYZOcZZ0x9lEHkgmPhUDJFFTZ2Tm7qe4S1Jdh7Ts5bCaOpk/AMlC4IEkae92ddvLli8Oy/dmd6t022pL7d1EHkgGAg8kyYp1tmqa/B2/mkZXK9fZyV4NYETi1+SAJFjwzcV65Ke3ecYKpp2m+UtfkmEGYl6u67p6/c7P6sB7L3rGy8/7umZedk+vt6ld/WttePDKmO/zSGYoXRf+usUz9soOR6dPcfiePJBgbHFAgrV0ubI+8Z/KK/mYZ7xx61pt/d97B7Xsmr+siIr7qPHTdOK/3jGo5Q7WynWWWrv8fbQCSDUEHkiwVetttdohVV6zSmYwzXPdpidvVcvOjTEtt21/ld5/7HueMcMMqPKaVQqkZca8vkOhqVN6eAOH6oFE4hA9kEBrdjl65e9nqcsrOVnTL7pFGx9ffPh6J9yl9Q8s0PzbXpEZ6P/m6TqO1j+wUHZXu2e84nM3qnDaaQNez5yJ06NefPSHGUzv87pXah2dMdnRaRyqBxKCwAMJ0trlasWblmfsuAtu0t51z6ix6s3DY001G/ThUz/S9Iu+3+9lb332XjVsed0zljv5RM348pKY1vX0/3xa2cVTY7rt0axYZ2lGcYgfpwESgJfSQII8vdmO+vEYwwxo9jUPyQxleMY3//FONW1/p1/Lbdm5UZt+t8y73EDvbwEkW1Nn5HEAEH8EHkiAsO3qheref0Amd+IJmnHxUs+Ya4e1/v4r5FjdR12uY1ta/8AVcsLeVw7H/8vNyi89ZVDrHC8vVjsK23zgDog3Ag8kwBs7HbUc5adfK86/QYXHn+EZa9n5vjY9eVsft4jY8sc71VTzlmcsv/QUHf+Fm2Ne13hr7op8FgFAfBF4IAGe23b0oBmmqcqrH1IgPcszvvWZu9Ww7c1eb9NYvUFbnlruGTND6aq85pEBfUAvGZ7bSuCBeCPwQJzVNDraXH/sQ9KjxlVEfV/ddWytf2CB7O5Oz7gd7tL6+6+Qa3s/tHfClxYrd/KMwa90nG2qd7W9icgD8UTggTh7/hiz9yOVffoaFc04yzPWtmeL56t0krTxiSVq3b3JM1Y4ba6mfe7GmNcz0QbyuAAYOAIPxFGn5eqvtf0PmWEYqrx6pYKZOZ7xbX+6T/WbX5Mk1W9+Tdue/ann+kB6liqveXhQp7lNtNXbHXVafNgOiJfUfqMOGOaqGlx1Wsf+uyNlFZfopEt/pLcfvvYfg66jDQ8u1Pxlq7XhwYWS633RcOJXbteo8dOGYI0jdqz+f9W2d6uatr+t7pZ6hQ+1KJSZq7ScQmWOnqTRx52hohPmqWjGmTG/qOi0Io/PiWP4TjwQD4bruryEBuLk6c22fvV2bN/7fu3Oz+nAu3/xjKXnj1NX0z7PWNGMs/TJW56TYcQWysH82EzWmKmqOP8GTf3UFQqkZRz7Bj1cPiugC6YPn6MOwHDCIXogjqobYn/9PHvRCoWy8z1jPeMezMxR5dUrY477YHUc2K53f3mjXr7lE2rds2XAt69qZH4BxAuBB+KoqjH2D5JlFk7UzH+/+6h/c9KlP1JWcUnM93E0wYxRyioqUc6kGcosmhL1Fb4jtex8Xy9//wzVb/zrgO6juoEP2gHxwnvwQJx0hF3taR3cMqac+VXtfO1/dODdF6KuGzvrXJWevWBwd3CEjIIJGjf7Mxr7sXOVX3qKsoqmeK53XVctOz/Q/neeV/WfH9Sh+h2e663ONq2552LNX/ayciZO79d97mmNPE5ZId6HB4YagQfipGYIDj93tdSrufa9Xq+b8PEvDnr5UuSX4+Z+60mNm33+UT8wZxiG8qacpLwpJ6ni/Bu0+cnbtOXpuzwf+Au3N+pvP/uq/unOv8kwj32A0FXkceKDdsDQ4xA9ECdVg3j//SPvPHK9upr393rdB7+9RV0tdYO+j8KKj2v8nM8P6NPwZiCoGZcs0+xFK6Oua9nxnna+9tt+L6ua9+GBuCDwQJw0dw0uXLtef0K71/6+z+u7W+r0ziM3DOo+Bqtk/tdUft7Xo8a3PXtvv5fR3EnggXgg8ECcdA/iV1E7m/bp7Uej4x3KyvNc3r3299q9pu8XAYkw/aJbok7M01z7rjob9/br9oN5nAD0jcADcRIeRLjeeuhahdsaPGOl51yp2Vc/FPW3bz96w5Acqo9V2qhCjZ356ajxA++/1K/bh/kgPRAXBB6IEyvGcNWu/rX2bXjWM5Y1ZqpOunS5Jpx6oSadcYnnuu6WOr39yPWxruaQKJpxZtTYoYM7+3XbwbwQAtA3Ag/ESTCGrevQwV1679c3eQcNQ5WLHlIwY5Qk6WP/8V9Kzx/n+ZM9a/+gXW88GeuqDlpGwfiosf4eVQhxIjsgLgg8ECexhGvDykUKdzR7xsrPvdYzQ04bVahZC+6Luu07j96gruYDA7/TIdDbSXDs7kP9um2IvRAQF2xaQJykDTDwNX9ZGXVCm+xxFZrxlduj/nbCnAs0+ZP/5hnrbq1P2qH67pb6qLH0nKJ+3XagjxOA/iHwQJzkpff/5C3tB2r0/mPf9Q4apiqveVjBPk4RO/Oye5SR7z00vudvf9SuN3434HUdrNbdm6PG0nL7F/i8DE5yA8QDgQfipLywf+FyXVcbHrxKVmebZ7ziszdo9HGn93m7tFEFmrXw51Hj7zz6zYQfqt/39nNRY3klM/t127ICAg/EA4EH4qS0n+Gq+tN9qt/k/ZGWnInTNePLS4952/GVn9PkeV/1jEUO1V/X7/UcrP3v/kXN29/2jAUzczT6uDOOeVtD/X+cAAwMgQfiJCtkaELO0f+mde+H2vj4Ys+YYQZUec2qfv+++szL7lZGwQTP2J6/PaVdrz8xoPWNRXdbg9795Y1R4+MrPy8zGDrm7SfkiB+aAeKEwANxVF7Q9ybmOrbWP7Aw6tPm0y64SQXlc/p9H2nZ+Tpl4S+ixt959JvqbOr9PPYf2fLUXTGfJKezaZ/euOsLatu71TNuBEKa/qVb+rWMskJ2QUC8sHUBcVR2lPfhP3zmHjVuXesZy518kk64qH9xPNK42edryvx/94x1tx085qH6rc/8RM9ff5zeevhaHXjvRTm2dcz7ssNd2v7So/q/N39cDVvXRF0/7bPf1Kix5f1a73IOzwNxw8/FAnFU0UfgW3Z+oM1P3uoZMwIhVV6zSmYwLab7OvlrP9aB915UZ8Puw2N733xaO197XJM/cUmft7O7OrT9xVXa/uIqhbLzlT91lnJLZiq7uETBzDwFM0bJ6mxVV/MBNVavV/0Hq9XddrDXZU087SLNuOTWXq/rTX8/iAhg4Ag8EEflhYYyglLnERNjxwpr/QML5Fjdnr89/l9uVn7prJjvKy07X6dceb/e+NGFnvF3f3mjik88Sxn5Y4+5jHB7k+o+eFl1H7w84Psv+dQV+th//Fe/fgdekjKCBB6IJw7RA3GUETR0Zol3M9vy1HI11bzlGcsvPUXHf+HmQd/fuFnnqeSsyz1j3W0H9faqbwx62X3JGjNVp33rd5p91QMKhNL7fbv5U01lBAk8EC+G67r8GDMQRzWNjr71fGQK31Tzll7+wSflHvFetxlM06d+uEa5k08ckvsLdzTrxW/P1qGGXZ7xOd/4lSZ/4iuesZadG1X3wUuq3/SKmra/pY66Wqkfu4S0UaM1evoZKjnrco075fx+z9qPdM95QU3NZ44BxAuBBxLgey+Etbk+9Te1cEeL2vZu1aGGXeps2iers01OuEuBtEyFsguUNqpAOZNOUM744wZ1PycUGbrjnGN/jQ5A7HgPHkiA8ypMba5P/d9FDWXlqqC8UgXllXG9n/OmMXMH4o2tDEiA0yebyu3/29O+lpcuzZ3ErgeIN7YyIAFCAUPnlLG5SdLZZaZCAT5cB8QbexwgQS6cHlDeCJ/F52dEHgcA8UfggQTJSTe06NSR/bGXRXOCyhnAz+gCiB2BBxJo7iRT86aMzM1uXomp03jvHUgYtjYgwRZUjrxD9fkZ0sLZHJoHEonAAwmWOwIP1XNoHkg8Ag8kwdxJpj45Qg7Vz5vCoXkgGdjqgCRZNCegUp//XGppgaGr5nBoHkgGAg8kSXaaoR/MD2pCTrLXJD4m5kiL5weVnebvFzFAqiLwQBLlZxhaelZIxVnJXpOhVZwlLTkrpLwM4g4kC4EHkqwo29AdZ4c00Scz+Yk50h1nh1SUTdyBZOLX5IAU0dTp6rbVlmoah+8mWVYQeduBmTuQfAQeSCHt3a5WrrP1yg4n2asyYPOmmLpqToD33IEUQeCBFLRml6MVb1pq7kr2mhxbfkbke+58FQ5ILQQeSFGtXa4eXp/as/l5JaYWzg5wEhsgBRF4IMWl4myeWTuQ+gg8MAy0drl6erOtF6odtSQx9Hnpkd9zv3A6s3Yg1RF4YBgJ267W7HL03FZHm+oTt+meUGTovGmm5k4yFQoQdmA4IPDAMLW9ydHz2xyt3u6o0xr65WcEpflTTZ1bYWpqPofigeGGwAPDXKflqqrh7/81uqpucLSnVRrIhm1ImpAjlRWaKi8wVF4Y+S8jyGwdGK4IPOBDHWFXNY2uqhtdNXe66ralsCOFbSkUkEKmlBaQ8jIMlRUYKi0wlBUi5oCfEHgAAHyIN9YAAPAhAg8AgA8ReAAAfIjAAwDgQwQeAAAfIvAAAPgQgQcAwIcIPAAAPkTgAQDwIQIPAIAPEXgAAHyIwAMA4EMEHgAAHyLwAAD4EIEHAMCHCDwAAD5E4AEA8CECDwCADxF4AAB8iMADAOBDBB4AAB8i8AAA+BCBBwDAhwg8AAA+ROABAPAhAg8AgA8ReAAAfIjAAwDgQwQeAAAfIvAAAPgQgQcAwIcIPAAAPkTgAQDwIQIPAIAPEXgAAHyIwAMA4EMEHgAAHyLwAAD4EIEHAMCHCDwAAD5E4AEA8CECDwCADxF4AAB8iMADAOBDBB4AAB8i8AAA+BCBBwDAhwg8AAA+ROABAPAhAg8AgA/9/4IbuTQKF8mRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 660x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax_lst = plt.subplots(1, figsize=(2.2, 3))\n",
    "ax_lst = np.array(ax_lst).flatten()\n",
    "\n",
    "structs = G.v_structures()\n",
    "\n",
    "for i, path in enumerate(structs):\n",
    "    G.plot_path(path, ax=ax_lst[i], edges=True, lw=1)\n",
    "\n",
    "ax_lst[-1].axis('off')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But it has 3 models in it's equivalence class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "equivalent = G.equivalence_class()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1980x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax_lst = plt.subplots(1, 3, figsize=(6.6, 3))\n",
    "ax_lst = np.array(ax_lst).flatten()\n",
    "\n",
    "pos = 0\n",
    "\n",
    "for graph, edge in equivalent:\n",
    "    graph.plot_path(edge, ax=ax_lst[pos])\n",
    "    pos += 1\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One way to verify that these 3 graphs are equivalent is to check their basis set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['X2 _||_ X3 | X1',\n",
      " 'X3 _||_ X2 | X1',\n",
      " 'X4 _||_ X1 | X2, X3',\n",
      " 'X5 _||_ X1, X2, X3 | X4']\n",
      "\n",
      "['X3 _||_ X2 | X1', 'X4 _||_ X1 | X2, X3', 'X5 _||_ X1, X2, X3 | X4']\n",
      "\n",
      "['X2 _||_ X3 | X1', 'X4 _||_ X1 | X2, X3', 'X5 _||_ X1, X2, X3 | X4']\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for graph, edges in equivalent:\n",
    "    pprint(graph.basis_set())\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, they are exactly the same if we recall that \"X3 _||_ X2 | X1\" is equivalent to 'X2 _||_ X3 | X1 '"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we simulate this model to check these equations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 100000\n",
    "df = pd.DataFrame({'X1': np.random.normal(0, 1, N)})\n",
    "df['X2'] = df['X1'] + np.random.normal(0, .1, N)\n",
    "df['X3'] = df['X1'] + np.random.normal(0, .1, N)\n",
    "df['X4'] = np.sqrt(0.5)*df['X3'] + np.sqrt(0.5)*df['X2'] + np.random.normal(0, .1, N)\n",
    "df['X5'] = df['X4'] + np.random.normal(0, .1, N)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will focus on the X5 equation above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "formula = 'X5 ~ 1 + X3 + X1 + X2 + X4'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Which we can fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = smf.ols(formula, df)\n",
    "results = model.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>           <td>X5</td>        <th>  R-squared:         </th>  <td>   0.995</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th>  <td>   0.995</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th>  <td>5.092e+06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sun, 11 Oct 2020</td> <th>  Prob (F-statistic):</th>   <td>  0.00</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>12:43:24</td>     <th>  Log-Likelihood:    </th>  <td>  88491.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>100000</td>      <th>  AIC:               </th> <td>-1.770e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td> 99995</td>      <th>  BIC:               </th> <td>-1.769e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     4</td>      <th>                     </th>      <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>      <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>   -0.0005</td> <td>    0.000</td> <td>   -1.428</td> <td> 0.153</td> <td>   -0.001</td> <td>    0.000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>X3</th>        <td>    0.0014</td> <td>    0.004</td> <td>    0.357</td> <td> 0.721</td> <td>   -0.006</td> <td>    0.009</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>X1</th>        <td>   -0.0019</td> <td>    0.004</td> <td>   -0.420</td> <td> 0.675</td> <td>   -0.011</td> <td>    0.007</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>X2</th>        <td>   -0.0012</td> <td>    0.004</td> <td>   -0.320</td> <td> 0.749</td> <td>   -0.009</td> <td>    0.006</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>X4</th>        <td>    1.0013</td> <td>    0.003</td> <td>  315.707</td> <td> 0.000</td> <td>    0.995</td> <td>    1.008</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 1.859</td> <th>  Durbin-Watson:     </th> <td>   1.991</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.395</td> <th>  Jarque-Bera (JB):  </th> <td>   1.849</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.008</td> <th>  Prob(JB):          </th> <td>   0.397</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 3.013</td> <th>  Cond. No.          </th> <td>    42.6</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                     X5   R-squared:                       0.995\n",
       "Model:                            OLS   Adj. R-squared:                  0.995\n",
       "Method:                 Least Squares   F-statistic:                 5.092e+06\n",
       "Date:                Sun, 11 Oct 2020   Prob (F-statistic):               0.00\n",
       "Time:                        12:43:24   Log-Likelihood:                 88491.\n",
       "No. Observations:              100000   AIC:                        -1.770e+05\n",
       "Df Residuals:                   99995   BIC:                        -1.769e+05\n",
       "Df Model:                           4                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept     -0.0005      0.000     -1.428      0.153      -0.001       0.000\n",
       "X3             0.0014      0.004      0.357      0.721      -0.006       0.009\n",
       "X1            -0.0019      0.004     -0.420      0.675      -0.011       0.007\n",
       "X2            -0.0012      0.004     -0.320      0.749      -0.009       0.006\n",
       "X4             1.0013      0.003    315.707      0.000       0.995       1.008\n",
       "==============================================================================\n",
       "Omnibus:                        1.859   Durbin-Watson:                   1.991\n",
       "Prob(Omnibus):                  0.395   Jarque-Bera (JB):                1.849\n",
       "Skew:                          -0.008   Prob(JB):                        0.397\n",
       "Kurtosis:                       3.013   Cond. No.                         42.6\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And verify that the coefficients for X1, X2 and X3 are effectively zero, as expected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_coefficients(results):\n",
    "    \n",
    "    summary = results.conf_int().copy()\n",
    "    summary = pd.concat([summary, results.params], axis=1)\n",
    "    summary.columns = ['min', 'max', 'value']\n",
    "    \n",
    "    independent = results.model.endog_names\n",
    "    \n",
    "    fig, ax = plt.subplots(1)\n",
    "    ax.axvline(x=0, c='darkgray', linestyle=':', linewidth=2)\n",
    "    ax.hlines(y=np.arange(summary.shape[0]), xmin=summary['min'], xmax=summary['max'], lw=2, color=colors[1])\n",
    "    ax.vlines(ymin=np.arange(summary.shape[0])-.2, ymax=np.arange(summary.shape[0])+.2, x=summary['value'], lw=2, color=colors[1])\n",
    "    ax.set_yticks(np.arange(summary.shape[0]))\n",
    "    ax.set_yticklabels([r'$r_{%s,%s}$' % (independent, node_j) for node_j in summary.index])\n",
    "    ax.set_xlabel('Coeffient estimate')\n",
    "    ax.set_ylabel('Variable Pair Coefficient')\n",
    "    ax.grid(linewidth=.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 3840x2640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_coefficients(results)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let us consider a more "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig29 = CausalModel()\n",
    "fig29.load_model('dags/Primer.Fig.2.9.dot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 660x660 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, figsize=(2.2, 2.2))\n",
    "fig29.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x660 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax_lst = plt.subplots(1, 3, figsize=(6, 2.2))\n",
    "ax_lst = np.array(ax_lst).flatten()\n",
    "\n",
    "structs = fig29.v_structures()\n",
    "\n",
    "for i, path in enumerate(structs):\n",
    "    fig29.plot_path(path, ax=ax_lst[i], edges=True, lw=1)\n",
    "\n",
    "ax_lst[-1].axis('off')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[<CausalModel.CausalModel at 0x7f9386aa4630>, []]]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig29.equivalence_class()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['W _||_ Z1, Z2, Z3 | X',\n",
       " 'X _||_ Z2 | Z1, Z3',\n",
       " 'Y _||_ X, Z1 | W, Z2, Z3',\n",
       " 'Z1 _||_ Z2',\n",
       " 'Z2 _||_ Z1']"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig29.basis_set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "formula = 'Y ~ 1 + X + Z1 + W + Z2 + Z3'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 100000\n",
    "df = pd.DataFrame({'Z1': np.random.normal(0, 1, N), 'Z2': np.random.normal(0, 1, N),})\n",
    "df['Z3'] = df['Z1'] + df['Z2'] + np.random.normal(0, .1, N)\n",
    "df['X'] = df['Z1'] + df['Z3'] + np.random.normal(0, .1, N)\n",
    "df['W'] = df['X'] + np.random.normal(0, .1, N)\n",
    "df['Y'] = df['W'] + df['Z3'] + df['Z2'] + np.random.normal(0, .1, N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "results = smf.ols(formula, df).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>            <td>Y</td>        <th>  R-squared:         </th>  <td>   0.999</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th>  <td>   0.999</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th>  <td>3.586e+07</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sun, 11 Oct 2020</td> <th>  Prob (F-statistic):</th>   <td>  0.00</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>12:43:30</td>     <th>  Log-Likelihood:    </th>  <td>  88153.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>100000</td>      <th>  AIC:               </th> <td>-1.763e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td> 99994</td>      <th>  BIC:               </th> <td>-1.762e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     5</td>      <th>                     </th>      <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>      <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>    0.0003</td> <td>    0.000</td> <td>    1.010</td> <td> 0.312</td> <td>   -0.000</td> <td>    0.001</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>X</th>         <td>   -0.0004</td> <td>    0.004</td> <td>   -0.089</td> <td> 0.929</td> <td>   -0.009</td> <td>    0.008</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Z1</th>        <td>   -0.0065</td> <td>    0.004</td> <td>   -1.445</td> <td> 0.149</td> <td>   -0.015</td> <td>    0.002</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>W</th>         <td>    1.0038</td> <td>    0.003</td> <td>  316.138</td> <td> 0.000</td> <td>    0.998</td> <td>    1.010</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Z2</th>        <td>    0.9971</td> <td>    0.003</td> <td>  313.108</td> <td> 0.000</td> <td>    0.991</td> <td>    1.003</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Z3</th>        <td>    0.9993</td> <td>    0.004</td> <td>  222.321</td> <td> 0.000</td> <td>    0.990</td> <td>    1.008</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 1.721</td> <th>  Durbin-Watson:     </th> <td>   1.990</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.423</td> <th>  Jarque-Bera (JB):  </th> <td>   1.713</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.010</td> <th>  Prob(JB):          </th> <td>   0.425</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 3.006</td> <th>  Cond. No.          </th> <td>    68.3</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                      Y   R-squared:                       0.999\n",
       "Model:                            OLS   Adj. R-squared:                  0.999\n",
       "Method:                 Least Squares   F-statistic:                 3.586e+07\n",
       "Date:                Sun, 11 Oct 2020   Prob (F-statistic):               0.00\n",
       "Time:                        12:43:30   Log-Likelihood:                 88153.\n",
       "No. Observations:              100000   AIC:                        -1.763e+05\n",
       "Df Residuals:                   99994   BIC:                        -1.762e+05\n",
       "Df Model:                           5                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept      0.0003      0.000      1.010      0.312      -0.000       0.001\n",
       "X             -0.0004      0.004     -0.089      0.929      -0.009       0.008\n",
       "Z1            -0.0065      0.004     -1.445      0.149      -0.015       0.002\n",
       "W              1.0038      0.003    316.138      0.000       0.998       1.010\n",
       "Z2             0.9971      0.003    313.108      0.000       0.991       1.003\n",
       "Z3             0.9993      0.004    222.321      0.000       0.990       1.008\n",
       "==============================================================================\n",
       "Omnibus:                        1.721   Durbin-Watson:                   1.990\n",
       "Prob(Omnibus):                  0.423   Jarque-Bera (JB):                1.713\n",
       "Skew:                          -0.010   Prob(JB):                        0.425\n",
       "Kurtosis:                       3.006   Cond. No.                         68.3\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 3840x2640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_coefficients(results)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"width: 100%; overflow: hidden;\">\n",
    "     <img src=\"data/D4Sci_logo_full.png\" alt=\"Data For Science, Inc\" align=\"center\" border=\"0\" width=300px> \n",
    "</div>"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "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": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}