Results Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "429114b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a4622da0",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('results.yml','r') as f:\n",
    "    results=yaml.safe_load(f)\n",
    "model=list(results.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0d53977f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def barChart(model_type:str,method_comparison:str,algorithms:list,accuracy_metrics:str,scores:list):\n",
    "    plt.rcParams['figure.figsize']=(16,8)\n",
    "    plt.title(model_type+' Comparison Bar Chart '+'('+method_comparison+')')\n",
    "    plt.ylabel(model_type+' '+accuracy_metrics+' (%)')\n",
    "    plt.xlabel(model_type)\n",
    "    plt.xticks(list(range(len(scores))),labels=algorithms)\n",
    "    plt.bar(algorithms,scores)\n",
    "    plt.savefig('BarChart_'+model_type+'_'+method_comparison+'.jpeg',bbox_inches='tight')\n",
    "    plt.show()\n",
    "    \n",
    "def barChart2(model_type:str,algorithms:list,accuracy_metrics:str,scores:list):\n",
    "    plt.rcParams['figure.figsize']=(10,10)\n",
    "    plt.title(model_type+' Comparison Bar Chart')\n",
    "    plt.ylabel(model_type+' '+accuracy_metrics+' (%)')\n",
    "    plt.xlabel(model_type)\n",
    "    plt.xticks(list(range(len(scores))),labels=algorithms)\n",
    "    plt.bar(algorithms,scores)\n",
    "    plt.savefig('BarChart_'+model_type+'.jpeg',bbox_inches='tight')\n",
    "    plt.show()\n",
    "\n",
    "def lineChart(model_type:str,method_comparison:str,algorithms:list,accuracy_metrics:str,scores:list):\n",
    "    plt.rcParams['figure.figsize']=(16,8)\n",
    "    plt.title(model_type+' Comparison Line Chart '+'('+method_comparison+')')\n",
    "    plt.ylabel(model_type+' '+accuracy_metrics+' (%)')\n",
    "    plt.xlabel(model_type)\n",
    "    plt.xticks(list(range(len(scores))),labels=algorithms)\n",
    "    plt.plot(scores,label='Accuracy')\n",
    "    plt.savefig('LineChart_'+model_type+'_'+method_comparison+'.jpeg',bbox_inches='tight')\n",
    "    plt.show()\n",
    "    plt.close()\n",
    "    \n",
    "def multipleLineChart(model_type:str,method_comparison:str,algorithms:list,accuracy_metrics:str,scores:list,cv_scores:list):\n",
    "    plt.rcParams['figure.figsize']=(16,8)\n",
    "    plt.title(model_type+' Comparison Line Chart '+'('+method_comparison+')')\n",
    "    plt.ylabel(model_type+' '+accuracy_metrics+' (%)')\n",
    "    plt.xlabel(model_type)\n",
    "    plt.xticks(list(range(len(scores))),labels=algorithms)\n",
    "    plt.plot(scores,label='Accuracy')\n",
    "    plt.plot(cv_scores,label='CV Accuracy')\n",
    "    plt.legend()\n",
    "    plt.savefig('MultipleLineChart_'+model_type+'_'+method_comparison+'.jpeg',bbox_inches='tight')\n",
    "    plt.show()\n",
    "    \n",
    "def groupedBarChart(group,algorithms,model_type:str):\n",
    "    label_locations=np.arange(len(algorithms))\n",
    "    bar_width=0.10\n",
    "    multiplier=0\n",
    "    plt.rcParams.update({'font.size': 5.5})\n",
    "    fig,ax=plt.subplots(layout='constrained')\n",
    "    for attribute, measurement in group.items():\n",
    "        offset=bar_width*multiplier\n",
    "        rects=ax.bar(label_locations+offset,measurement,bar_width,label=attribute)\n",
    "        ax.bar_label(rects,padding=2.5)\n",
    "        multiplier+=1\n",
    "\n",
    "    ax.set_ylabel('Performance Scores')\n",
    "    ax.set_title('Comparisons Of Different Methods across Differnet Algorithms')\n",
    "    ax.set_xticks(label_locations+bar_width+0.25,algorithms)\n",
    "    ax.legend(loc='upper left',ncols=1)\n",
    "    ax.set_ylim(0,100)\n",
    "    plt.figure(figsize=(20,15))\n",
    "    plt.savefig('GroupedBarChart_'+model_type+'.jpeg',bbox_inches='tight')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e65fc073",
   "metadata": {},
   "source": [
    "# Part A"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b17885b5",
   "metadata": {},
   "source": [
    "### Comparisons of Baseline Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f18d24ff",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9Wfn8umon53drQHCAn9NxypSKqIiIiIiIiA/4YWkS+UVuRlTSvUMPpSIqIiIiIiLiMGstY2MT6NKwJu3qhTkdp8ypiIqIiIiIiDhseWI663dlMqJnY6ejlAsVUREREREREYeNjd1OtQA/hnep53SUcqEiKiIiIiIi4qCsvEImLtvBWZ3rERoc4HSccqEiKiIiIiIi4qBJK5LJyi9iZBVYpOgAFVEREREREREHjYndTovIEHo0qe10lHKjIioiIiIiIuKQ+F2ZLNm+j5E9G2OMcTpOuVERFRERERERccjY2AQC/Aznd2/gdJRypSIqIiIiIiLigLzCIr5fksip7aOIqBHkdJxypSIqIiIiIiLigOlrUtibXVBl9g49lIqoiIiIiIiIA8bEbqdBrWoMaBnhdJRypyIqIiIiIiJSzhL2ZDNnYxoXxzTEz1V1Fik6QEVURERERESknI1fnAjAxTFVZ+/QQ6mIioiIiIiIlKMit2V8XAIDW0XSoFY1p+M4QkVURERERESkHM3akEpyei4je1bN0VBQERURERERESlXYxclEB4SyCntopyO4hgVURERERERkXKSmpnH9LW7uLB7AwL9q24dq7qvXEREREREpJz9sDSRQrdlRBWelgsqoiIiIiIiIuXCWsuY2ARimtSmZd1Qp+M4SkVURERERESkHMRt28vm1KwqPxoKKqIiIiIiIiLlYsyiBGoE+XNW53pOR3GciqiIiIiIiEgZy8gtYNLKHQzvUp/qgf5Ox3GciqiIiIiIiEgZm7hsB7kF7iq9d+ihvFLFjTGDga7AucCfxQ//Zq1d4I3zi4iIiIiIVGRjYxNoGx1K54Y1nY7iE7wyImqtnQF8DUwHMq21TwFnHu5YY8wNxpg4Y0xcamqqNy4vIiIiIiLis1YlpbMyKZ2RPRthjHE6jk/w5tTcy4HJgD3aQdbaD621MdbamMjISC9eXkRERERExPeMi0sg0N/Fed0aOB3FZ3iziDa11i4FQo0xj+EppSIiIiIiIlVWbkERPy5N4oyO0dSqHuh0HJ/hteWarLV3Fv/+tLfOKSIiIiIiUpFNXbWTjNxC7R36D1o1V0REREREpIyMid1OkzrV6dOsjtNRfIqKqIiIiIiISBnYkpbFgs17uCSmES6XFik6lIqoiIiIiIhIGRgXl4DLwEU9GjodxeeoiIqIiIiIiHhZQZGbCYsTGdq2LlFhwU7H8TkqoiIiIiIiIl7257oUUjPzGNGzsdNRfJKKqIiIiIiIiJeNjU2gbmgQQ9pEOh3FJ6mIioiIiIiIeNHO9Fz+XJ/CRT0a4u+nynU4+qqIiIiIiIh40XdLEnFbuCRGe4ceiYqoiIiIiIiIl7jdlrGxCfRtXoemESFOx/FZKqIiIiIiIiJesmDzbrbvyWZkL42GHo2KqIiIiIiIiJeMiU0gLNif0ztEOx3Fp6mIioiIiIiIeMHerHymrtrJ+d0aEBzg53Qcn6YiKiIiIiIi4gU/Lksiv8itvUNLQUVURERERETkBFlrGbMogc4Na9K+fpjTcXyeiqiIiIiIiMgJWp6YzvpdmYzoqUWKSkNFVERERERE5ASNjU2gWoAf53Sp73SUCkFFVERERERE5ARk5RUycVkSZ3WuR2hwgNNxKgQVURERERERkRMwaWUyWflFjNS03FJTERURERERETkBY2MTaBEZQo8mtZ2OUmGoiIqIiIiIiBynDbsyWbxtLyN6NsIY43ScCkNFVERERERE5DiNjU3A32W4oHtDp6NUKCqiIiIiIiIixyGvsIjvlyZxavsoImoEOR2nQlERFREREREROQ7T16SwJytfe4ceBxVRERERERGR4zAmdjv1awYzsFWk01EqHBVRERERERGRY5S4N5s5G9O4OKYRfi4tUnSsVERFRERERESO0fi4RAAujtEiRcdDRVREREREROQYFLkt4+MSGNgqkoa1qzsdp0JSERURERERETkGszeksiM9l5FapOi4qYiKiIiIiIgcg7GxCYSHBHJKuyino1RYKqIiIiIiIiKllLY/j2lrdnFBtwYE+qtOHS995URERERERErp+yWJFLqt9g49QSqiIiIiIiIipWCtZUxsAj2a1KZVVKjTcSo0FVEREREREZFSiNu2l82pWRoN9QIVURERERERkVIYG5tAjSB/zupUz+koFZ6KqIiIiIiISAkycguYtCKZ4V3qExLk73ScCk9FVEREREREpAQ/L99BTkGR9g71EhVRERERERGREoyNTaBtdCidG9Z0OkqloCIqIiIiIiJyFKt3pLMiMZ0RPRthjHE6TqWgIioiIiIiInIU42ITCPR3cX63Bk5HqTRUREVERERERI4gt6CIH5YmMaxDNLWqBzodp9JQERURERERETmCqat2kpFbqEWKvExFVERERERE5AjGxibQOLw6fZrXcTpKpaIiKiIiIiIichhb07KYv3k3I3o2wuXSIkXepCIqIiIiIiJyGOPiEnAZuKhHQ6ejVDr+3jiJMaYlcCmwC4gufvg3a+0Cb5xfRERERESkPBUWuRm/OJGhbesSFRbsdJxKx1sjolcBe4GaQKa19ingzMMdaIy5wRgTZ4yJS01N9dLlRUREREREvOfP9amkZuZxSYwWKSoL3iqiNYHvgEDA72gHWms/tNbGWGtjIiMjvXR5ERERERER7xkbu53I0CCGtK3rdJRKyVtF9CvgFiAcCDHGPAZM9tK5RUREREREys3O9Fz+WJfCRT0aEuCnZXXKglfuEbXWxgKx3jiXiIiIiIiIk75bkojbomm5ZUj1XkREREREpJjbbRkbm0Cf5uE0iwhxOk6lpSIqIiIiIiJSbMGW3Wzfk83Ino2djlKpqYiKiIiIiIgUGxubQFiwP8M6Rpd8sBw3FVERERERERFgX3Y+U1bt5PxuDQgOOOpmIHKCVERFRERERESAH5cmkV/oZoSm5ZY5FVEREREREanyrLWMiU2gU4OatK8f5nScSk9FVEREREREqrwViems25nJiJ7asqU8qIiKiIiIiEiVNyY2geAAF+d0re90lCpBRVRERERERKq0rLxCJi5L4qxO9QkLDnA6TpWgIioiIiIiIlXapJXJZOUXMbKXpuWWFxVRERERERGp0sbFJtA8MoSYJrWdjlJlqIiKiIiIiEiVtTElk7htexnZsxHGGKfjVBkqoiIiIiIiUmWNjU3A32W4oHtDp6NUKSqiIiIiIiJSJeUXuvluSRKnto8iokaQ03GqFBVRERERERGpkqav3cWerHwu0d6h5U5FVEREREREqqQxsQnUqxnMoFaRTkepclRERURERESkykncm83sDalcHNMIP5cWKSpvKqIiIiIiIlLljI9LBODiHlqkyAkqoiIiIiIiUqUUuS0TFicyoGUEjcKrOx2nSlIRFRERERGRKmXOxjSS9uUwsmdjp6NUWSqiIiIiIiJSpYyN3U54SCCntK/rdJQqS0VURERERESqjLT9eUxbs4sLujUgyN/P6ThVloqoiIiIiIhUGT8sSaKgyDJCe4c6SkVURERERESqBGstY2K3071xLVpFhTodp0pTERURERERkSph8ba9bErN0iJFPkBFVEREREREqoQxsQmEBPpxVud6Tkep8lRERURERESk0svMLWDSimTO6VqfkCB/p+NUeSqiIiIiIiJS6f28PJmcgiJGaFquT1ARFRERERGRSm9s7HbaRofSpWFNp6MIKqIiIiIi8g/WWjan7uezuVv4ZM4WrLVORxI5IWt2ZLA8MZ0RPRthjHE6jgCaHC0iIiIiZOYWMHfjbmZtSGVWfCqJe3MOfi402J+LY7TnolRc4+ISCPR3cX63Bk5HkWIqoiIiIiJVkNttWZmUzqz4VGZtSGXJ9n0UuS0hgX4MbBbGE+2T6ZW/iPmbdnPXRBc9m4bTNCLE6dgixyy3oIjvlyQyrEM0taoHOh1HiqmIioiIiFQRKRm5zNqQxqz4VGZvSGVvdgEAHRuEcVefmpwRtIJme2bj2jwDtmWB8eN0W0R/VzfuGBPKhJv7EeCnO7ukYvl19U4ycgsZ0VOj+r6kxCJqjKkLNAM2W2tTyz6SiIiIiHhDXmERcVv3Mis+lZnxqazbmQlARI0ghrSOZHj0bnoVxBKydRosWex5UlhD6DISWg+DRr3g7RieDZ1Jr61teX16PPed3tbBVyRy7MYsSqBReDX6Nq/jdBQ5xFGLqDHmbiATSADON8aEWGtfK5dkIiIiInJMrLVsTsvyTLeNT2XB5j3kFBQR4GeIaRLOw6c25fSQeBqnTsds+BXWJQEGGvSAIY9Cm2EQ1REOXcyl5/XUnfEct3W8jrdnbGJgq0j66Ad6qSC2pmUxf/Nu7j2tNS6XFinyJUctotbaVwGMMQ2ATGvt3HJJJSIiIiKlkpFbwLyNu5lZXD6T9nkWGWpapzoXxzTklIZuehfGEbT5S1gwAwqyISAEWgyBIQ9Dq9OgRt0jX6DntTDnVW4P+Y1f6lzEXWOXMeWOgbrXTiqEcXEJuAxc1EPTcn1NSSOifay1C4C+QACgIioiIiLioCMtMlQjyJ++Lepw00nNOaVWMvV2zYT1U2DpMs8TazaGbldA69Oh6UDwDyrdBUMioMtIApZ9yzsj7uCczzbw8A8reeey7toGQ3xaYZGbCYsTGdKmLtE1g52OI/9Q0j2iwcaYe4BYQDu/ioiIiDhgV0ZucfFMY84hiwx1alCTm05qzuBmNehWtBz/DV/AvN8gMxkwnns8T34cWp8Bddv9fcrtsehzKyz+jPZJ47n39BE8P2Ud4+MSuUSLv4gPm7E+lZTMPC1S5KNKKqJ1gTigHbCvzNOIiIiICLkFxYsMFe/p+bdFhtrW5aTWkQyKyqd24h8Q/ybEzoTCXAgMhZZDPcWz1ame0UxviGztWbwo9mNuuONOZsWn8sTPq4lpWpvmkTW8cw0RLxsTm0BkqOf/GfE9JRXRSCDIWvuBMaZZeQQSERERqWqstWxKzTo43XbB5t3kFrgPLjL0wLC2nNSqDu3sRkz8JFgwBXau9Dy5dlPo8X+eKbdN+oN/Gd272XcUfH42rpVjePWSyxj2xizuGLOM727uR6C/tnQR37IrI5c/16dww6Dm2nLIR5VURCcDaQDW2i3GGGOttWUfS0RERKRy8ywylMbM+LS/LTLULCKEETGNGNQ6kj4NgwhJnAPxX8I3v0FWChgXNOoDpzwJbc6AiNbHP+X2WDQdAPW6wPx3ie5+Dc9f0JmbvlrMq9PiefAMbekivmXC4kSK3JZLYjQt11eVVETPBaoZY9KBWkAW8EZZhxIRERGpbIoOXWQoPpWlCX8tMtSvRR1uHtyCk1pH0siVBvG/wuKpMGE2FOVBUE1oebKneLY8BaqHl/8LMAb63gbfXwcbfmNYx2Fc2qsxH8zaxKDWEfRr4aVpwCInyO22jItLoHezcJpFhDgdR47AlGaA0xgTYa1N8/bFY2JibFxcnLdPKyIiIuITdmXkHtxWZc7GNPZlF2CMZ5GhQa0iGdQ6km4NQwnYuRTip8L6qZCy2vPk8Oaeez3bDIPGfcEvwNkXA1BUAG908WS75hey8ws5+605ZOcVMeWOgdQO0ZYu4rx5m9K47KOFvDaiC+d3a+h0nCrPGLPYWhvzz8dLGhEFoCxKqIiIiEhlc2CRoZnxKcyKT2P9Ls8iQ5GhQZzcNopBrSMY0DKCOv55sPlPWPY6jP8NstPA+HkK52nPeBYGimjl7Is5HL8A6H0TTHsMdiyjev2uvDmyG+e/O5eHvl/Je1doSxdx3tjYBEKD/TmjYz2no8hRlFhEjTG1gSZA4pEKqTHmGqA5sAzoWPzwb8V7kIqIiIhUSkdaZCjQz0VM09o82L0tg1pF0q5eKGbfNlj/M3w/FbbOAXcBBNfyrG7bephn6m212k6/pJL1uBpmvgDz34YLP6Zjg5rcd3obnpu8jjGxCVzaq7HTCaUKS88uYMqqnYzs2YjgAD+n48hRlGZE9H4gBcgB3j/CMRlAHhAEZFprXzPGPAX8q4gaY24AbgBo3Fj/UImIiEjFkp7jWWTIs7VK2sFFhppHhDCyZ2MGtY6gT/M6VPc3kLAIVn8BP0yF1HWeE0S0hj43eabdNuoNfqWaoOY7gmtC96tg4QdwyhNQsyHXDWjOrPg0nvp5Db2ahdNCW7qIQ35clkR+oVt7h1YApfmXzwL5QP0jHmDt9wDGmA+AtUc9mbUfAh+C5x7RUicVERERcUCR27IicR+z4j3lc1nxIkOhQf70a1mHW4a0YFCrSBqFV4fcdNj4O/wyFTZMg5w94PKHJv2g+9WeLVbqtHD6JZ243jfBwvc9v057BpfL8MolXRj2+izuGLOU72/ury1dpNxZa/l20XY6NahJh/o1nY4jJShNEf0COBv49kgHGGNOA2LwjJyGGmMew7P1i4iIiEiFszM9l1nxqczckMrcQxYZ6tygJrcMbsGg1pF0bVTLsz/h7k2w/jOInwLb5oG7EKqFQ6vTPMWz5cmeUcTKpHYTaH8uLP4cBt0PwWFEhQXz4kVduP6LOF75bT0PndnO6ZRSxaxMSmfdzkyeOa9jyQeL40pTRIcDPwDuIx1grf0N+M1boURERETKU25BEbFb9xRvrfLXIkN1D1lkaGCrSMJDAqGoEBIWwO/Fq9zu3uA5SWQ76DvKs8VKw57gquT3p/W9DVb/AEu/hL63AnBq+ygu792YD2ZtZmCrSAa00pYuUn7GxCYQHODinK5HnMgpPqQ0RTQF6Ff88eYyzCIiIiJSLjyLDO1nZnwas+JTWbjlr0WGejarzQXd2zKodSRto0M9q8Dm7IWNE2H9FNg4zTMF1xUATQdAr+s9o5/hzZx+WeWrYQ/PKr8L3odeNx681/XRs9qzcMse7h63jKl3DvKUd5Eylp1fyMRlOzizUz3Cgn1gqyMpUWmKqBvogmdFXBEREZEKKT27gLmb0opHPVPZkZ4LQPNIzyJDJ7WOpHfzcKoHFv94lLYB5n/uGfXcPh9sEVSPgLZne6bcthgKQaEOviIf0HcUjL0c1k6EjhcAUC3QjzdGduX8d+bxwHcr+PDKHtrSRcrcpBXJ7M8rZGRPLYZaUZSmiNay1t5rjLmtzNOIiIiIeEmR27I8cd/B4rksYR9uC6FB/vRvGcGooZEMah1Bw9rVi59QANvneYpn/FTYs8nzeFRHGHCnZ5XbBt0r/5TbY9HmDAhv7tnKpcP5UFw4O9Svyf3D2vDMpLV8s2g7l/du4nBQqezGxibQPCKEnk0rwBZIApSuiNY2xrwEpJd1GBEREZETkZyew+z4NGZuSGXOhjTSc/5aZGjUkJYHFxny9yte0TV7Dyz/2VM8N/4OeengFwjNBkGfmz0jn7U0wnJELj/ocwtMvhe2L4AmfQ9+6j/9mzEzPpWnf1lD72bhtKxbxUePpcxsTMkkbtteHjqjrUbfK5DSFNFx1tp1xpg2ZZ5GRERE5BjkFhSxaEvxIkMbUonftR/wLDJ0avsoBrWOZEDLiL/uU7QWUtd7imf8VEhYCNYNIXWh/TnQehg0HwxB2gez1LpeBn8+6xkVPaSIulyGVy7uwrA3ZnPbt8v48dZ+BPlrNFm8b1xcIv4uwwXdGzodRY5BaYroYGBd8e/ryzKMiIiIyNFYa9mYsp+Z8anM2pDGws27ySt0E+jvolfTcC7q0ZBBrSNpExX618hIYT5s+vOv8rl3q+fx6M4w8F5P+azfDVza9/K4BIZAzH9g9querWwO2Se1blgwL13UmWs/j+Olqet59Oz2DgaVyii/0M13ixM5pV0UkaFBTseRY1CaIhpqjHkSyCrrMCIiIiL/lJ5dwJyNnkWGZm/4a5GhFpEhXNa7MYNaR9KnWR2qBR4y2paVBht+K55y+wfkZ4J/MDQ7Cfrd7imfNRs49IoqoV43wLy3YMG7cNYrf/vUye2iuKpvEz6es4VBrSMZ1DrSoZBSGf2+dhe7s/IZ0auR01HkGB21iBpjoq21LxljzgESyymTiIiIVGFHXGQo2J8BLSO47eRIBrY6ZJEh8Ey53bXaUzzXT4XEWMBCjWjPaq5tzvCU0MDqR7yunIDQaOh0MSz9GoY8AtXD//bph89sx4LNu7ln/HKm3jGQOjU0ciXeMSY2gXo1gxnUSm9wVDQljYheZoyZBrQDBgFLyj6SiIiIVDXJ6TnFxTONORsPWWSoYa3DLzIEUJgHW2cXr3L7K6Rv9zxerysMftCz0FC9rgdXcpUy1vdWWPY1xI2GQff97VPBAX68MbIb574zlwe+W8FHV8VoURk5YUn7cpi1IZXbhrbCz6W/TxVNSUW0CXAp8CpwVdnHERERkaogt6CIhQcWGYpPZUOKZ5GhqLAgTjtkkaHaBxYZOmB/iqd0xk/13PdZkAX+1aDFEBh0D7Q6HcLqOfCKhKgOnr1VF33kmf7s//dRz3b1wnhwWFue+mUNXy3YxpV9mzqTUyqN8XEJAFzcQ4sUVUQlFdH3gDrW2jRjzPTyCCQiIiKVj7WWDSn7mRWfysz4VBZt2XNwkaHezcK5JKYRg1pH0jqqxt9HyqyFnSuLy+cUSFrseTysAXQZ4dnbs9lACKjmzAuTv+s7Cr66AFZOgG6X/+vT/9e/KTPjU3lm0lp6N69D6yht6SLHp8htGR+XyICWETQK15T7iuioRdRau+6Qj1eUfRwRERGpLA5dZGjWhlSSixcZalm3Bpf3bsKg1hH0/uciQwAFObBltqd4xv8KGUmexxv0gCGPeqbcRnfSlFtf1GIo1O0A89/xbOvyj/9GxhhevrgLZ7wxi9u/XcqPt/YnOEBbusixm7MxjaR9OTx0Zluno8hxKnHVXGOMP1AXSLPW5pd9JBEREamo0rML+HTeFmbGp7L8H4sM3XFyJANbR9Kg1mFGLzN3Fm+v8itsngEF2RAQ4plyO/ghaHUahEaV++uRY2SM517Rn26BTX9Ay5P/dUhkaBAvXdSF//sslhenrufx4drSRY7d2Njt1K4ewKnt9e9CRVWa7VueBvYDe/BM1RURERE5rId/XMnklcl0aViLUUNbcVLrCLo0/MciQ+CZcpu8zFM810/xfAxQsxF0vRzaDIMmAyAguLxfgpyoThfB70/C/LcPW0QBhrStyzX9mvLJ3C0Mah3B4DZ1yzmkVGS79+cxbc0ururblCB/jahXVKUpotlAAqC7gEVEROSI1u3MYNKKZEYNacm9p7f59wH52bBlpqd4bvgNMpMBAw17wtDHPFus1G2vKbcVnX+QZ1/RP572bKkT1eGwhz14Rlvmb9rNveNXMPXOgURoSxcppR+WJlFQZBnRU3uHVmSlKaIzgXOAiWWcRURERCqw16dtIDTIn+sGNvvrwfSkv6bcbpkJhbkQGAoth0LrYdDyVKih/f8qnZj/wKyXPfeKnvfuYQ8JDvDjzUu7MfztOdw3fjmfXNNTW7pIiay1jIlNoHvjWlrsqoIrTRGtba291xgzvMzTiIiISIW0Kimdqat3csfQltTauxIWTPUsNrRzpeeAWk2gxzWehYaaDAD/wKOeTyq46uGeVXMXfw4nPw6h0Yc9rE10KI+c2Y7/TlzNF/O3cXW/puWbUyqcJdv3sjFlPy9e2NnpKHKCXCUfQuvi39uVZRARERGpuF6fvoGwYH9u9v8RPhoKs1+GwBpwyhNwy0K4Yzmc8YJnVVWV0Kqhzy3gLoRFHx71sKv6NmFo27o8O3kt63dmllM4qajGLEogJNCPszprv+CKrjRFNNYY8yQQW9ZhREREpOJZnrCP6Wt3cXuf2gQveNMz5fbejfCfqTDgLqjbVvd9VkV1WkDbsyB2NORnHfEwYwwvXtSZsOAAbv92KbkFReUYUiqSzNwCflmRzPAu9QkJKs3ETvFlpR0RdQFDyjiLiIiIVECvTY+nVvUArnL/6Nl25dSnIKSO07HEF/QdBbn7YNk3Rz0sokYQL1/cmfW7Mnl+yrqjHitV18/Lk8kpKNIiRZVEaYpokbX2MWvt42WeRkRERCqUxdv2MmN9Knf1DiNwyWjoPAIiD7NirlRNjftAgx6w4F1wH32kc3CbuvynfzM+m7eVP9ellFNAqUjGxm6nTVQoXRvVcjqKeEFpiugwY8yzxpinyjyNiIiIVCivT4+nTkggl+WO8dwPeNIDTkcSX2KMZ1R0z2bPtj0luH9YG9pGh3LfhOWkZuaVQ0CpKNYmZ7A8MZ0RPRtpdeVKosQiaq29GHgeeLns44iIiEhFsWjLHmZvSOO+3sEELP8Kul0J4c1KfqJULe3OgZqNYf7bJR4aHODHW5d2IzO3kHvHL8fttuUQUCqCsbEJBPq5OL9bA6ejiJeUWESNMW8CHxX/EhEREQHg1WnriQwN4qL9X4NxwaD7nI4kvsjPH/rcDNvnQ+LiEg9vFRXKo2e1Y2Z8Kp/N21r2+cTn5RYU8cPSJE7vGE3tEK26XVmUZmpuPDAHmFbGWURERKSCmLcpjQWb9/BQTxf+K8dCz+ugpkYq5Ai6XQFBYTD/rVIdfkWfJpzSri7PT1nH2uSMMg4nvu7X1TtJzylgpBYpqlRKU0QnAb8D6WWcRURERCoAay2vTYsnKiyIc/d9Af7VPNu0iBxJcBj0uBrW/AR7t5V4uDGGFy7sTM3q2tJFPNNyG4VXo29zrcZdmZSmiA4Crga6lXEWERERqQDmbEwjduteHutRhN+aH6DPTVAj0ulY4ut63+SZwr3w/VIdXqdGEK9e0oUNKft5bvLaMg4nvmrb7izmbdrNiJhGuFxapKgyKU0RjbDWPmitfbjM04iIiIhPs9by6rR4GtSqxhlpn0BQTeh3m9OxpCKo2RA6nA9LvoCcfaV6ysBWkVw3oBlfzN/G72t3lW0+8Unj4hJwGbioh6blVjalKaJNjDHPa/sWERERmbE+laXb9/Hf7tn4bZgK/W+DarWdjiUVRd9RkL8flnxe6qfcN6wN7euFcd+EFaRk5JZhOPE1hUVuxsclMrhNXaJrBjsdR7ysNEV0U/GI6ONlnkZERER81oHR0Ebh1Tgl+SOoXscz3VKktOp3haYDYeEHUFRQqqcE+fvx5qVdyc4v5B5t6VKlzFifSkpmHiO0SFGlVJoiOtAY85xGREVERKq26WtTWJmUzlOd9+LaMgMG3A1BoU7Hkoqm7yjISILVP5b6KS3rhvLY2e2ZvSGNT+ZuKbts4lPGxiUQUSOIoW3rOh1FykBpiugH1tqHNSIqIiJSdbndntHQJuHVGJz0AYTWg57XOh1LKqJWp0GdVp6tXGzpRzcv69WYU9tH8eLU9azeoc0cKruUjFz+WJfCRT0aEuBXmsoiFU1p/qvebYx5RiOiIiIiVddva3ayNjmD5zrtwiQshEH3QkA1p2NJReRyQd9bIXk5bJ1T6qcd2NKlVvGWLjn52tKlMpuwJJEit9W03EqsNEX0TOAd4L9lnEVERER8kNtteW3aBppHVKff9vegVmPodpXTsaQi6zLSc4/x/LeP6WnhIYG8eklXNqVm8cykNWUUTpxmrWVsbAK9m4XTLCLE6ThSRkpTRJ8DLi3+XURERKqYSSuTWb8rkxfab8MkL4fBD4F/oNOxpCILqAY9r4P4qZAaf0xPHdAqghsHNefrhdv5bfXOMgooTlqweQ/bdmczspdGQyuz0hTRdGvtq4Am44uIiFQxRW7L69PjaVu3GjFb3vPc29fpEqdjSWXQ83rwC4IF7xzzU+85rQ0dG4TxwHcr2KUtXSqdsbHbCQ3254yO9ZyOImXoqEXUGBMBrDHGvAgsLp9IIiIi4it+Xr6DTalZPN9mAyZ1HQx5GPz8nY4llUGNSOgyApaPgay0Y3pqoL+LN0Z2I7fAzT3jtKVLZZKeXcDkVTs5r2sDggP8nI4jZaikEdGHgX7Ar4DuCBcREalCCovcvPH7BjpEVaPLxnchqhO0P8/pWFKZ9B0FhbkQ+/ExP7VFZA0eH96eORvT+HjO5jIIJ074cVkS+YVuLVJUBZRURN8D9gOFqIiKiIhUKT8u28GWtCxebLkKs3crDH3Us+KpiLdEtvFs57LoIyg49im2I3s24vQOUbz063pWJekusorOWsuY2AQ6NgijY4OaTseRMnbU7ybW2g3AJmvtTGvtzHLKJCIiIg4rKHLz5u8b6FY/mPYb3ocGMdD6dKdjSWXUdxRkp8GKscf8VGMMz1/QmTohQdw+ZinZ+YVlEFDKy6qkDNYmZzCiZ2Ono0g5KM3bmn21j6iIiEjV8t3iRLbvyeaFJosxGUlw8mNgjNOxpDJqNgiiO8H8d8DtPuan1w4J5NURXdiSlsXTv6wtg4BSXsbEbic4wMU5Xeo7HUXKQWmK6DhgHfBdGWcRERERH5Bf6OatPzbSq2EwreI/hKYDoflgp2NJZWUM9L0N0tbDxunHdYp+LSK4cVALvl20namrtKVLRZSdX8jEZTs4s1M9alYLcDqOlIPSFNEBxcf1L+MsvsVaSE90OoWIiEi5GxeXQNK+HJ5vMA+TlQpDH3M6klR2Hc6H0Pow/63jPsXdp7amU4OaPPj9Cnama0uXimbyyp1k5hUyUtNyq4zSFNEIoCdQpZauylgzjaLXOpMx5gbYs8XpOCIiIuUit6CId/7cyKBGATRb/7FnIZnGvZ2OJZWdfyD0vgG2zILkFcd1Cs+WLl3JK3Bz97hl2tKlghkbu53mESH0bFrb6ShSTkraR3QAkAaMAZ4s4dgLjTFvGWMeL/7Vx4s5y92K/Pp86T6NoLXfU/hmD3Z+eR1271anY4mIiJSpMYu2k5yey7PRszC5+2DII05HkqqixzUQEALz3z7uUzSPrMGT53Rg3qbdfDhbW7pUFBtT9hO7dS8jejbC6F70KqOkEdFzgI+Bk621R5zjYIzpBGQXny/TWvsUcOYRjr3BGBNnjIlLTU09zthlb0C3jgy//3O+6j2RCeZ0am/8kaI3urNp9LXkpm11Op6IiIjX5RYU8c6MTZzSxI+G6z+FdudA/a5Ox5Kqolpt6H4lrPoO0pOO+zQXxzTkzE7RvPzrelYk7vNePikz4+IS8HcZLuje0OkoUo5KKqJdgNuB/iWsmjsUaAO0BoKOdkJr7YfW2hhrbUxkZOQxhS1vdWoEce2Z/Tj/ka+YduqvTA4cRsPtP+L3dg9WvP9/7NmxyemIIiIiXvPVgm2kZubxVJ3pmPwsjYZK+etzM1g3LPrguE9hjOF/53cmMjSIO8YsIytPW7r4svxCN98tTuTkdnWJDD1qjZBKpqR9RE+31j5+4PejHPeGtfZ1YCEQYIx5DJjs3ajOCfL34+wBPRj+0NesvOBPZoeeQdvkn6jxQU/mvXk1mzaudzqiiIjICcnOL+T9mZs4qxnUj/8SOo+Aum2djiVVTe2m0G44xH0GeZnHfZqa1QN4bURXtu7O4qmf13gtnnjfH+t2sTsrX4sUVUGlWayo1Ky1j1prny7+tcCb5/YFxhhiunRm6D1fkXz1fJZFnE3M7p9p+GU/pr98BfOWLteN8SIiUiF9OX8bafvz+W/NKeAuhMEPOB1Jqqq+t0FeOiz9+oRO06d5HW4Z3IKxcQlMWZnspXDibWNiE4gOC2ZQa9+eKSneV9JiRdHFvw83xnQvn0gVQ5Pmbeh12xfk3BjLxvrDGbx/Mj1+HMrE/13ODzPjyC0ocjqiiIhIqezP84yGXti8iLrxY6DbFRDe3OlYUlU16gmNesOCd8F9Yj9P3XlKa7o0qsWD369kx74cLwUUb9mxL4eZ8alcEtMQP5cWKapqShoRvax4IaL2wGXlkKfCqVm/BR1u/Az3rYtJbnIuwwumcOYfw/j+uSt4/5e5pGRqHysREfFtn8/byt7sAh4OmQjGBYPudzqSVHV9R8G+bbD25xM6TYCfizdGdKWwyLOlS5FmrvmU8XGJAFwcU6V2iZRiJRXRJsClwGhgR9nHqbgCI5vR9D+f4Lp9CemtzmOEnco1secy6cVreOKbP1izI8PpiCIiIv+SkVvAh7M2c1mLfOps/A5i/gM1GzgdS6q6tmdB7WYntJXLAU0jQnjinA4s2LyH92dqoUlfUeS2jItLYEDLCBqFV3c6jjigpCL6HjDJWpsGxJVDngrPhDej7hUf43f7Ygranc9Vfr/xwPoRzH33Rm56fwq/r92l+0hFRMRnfDpnK+k5Bdwf/D34B8PAu52OJAIuP+hzCyTGwvaFJ3y6i3o05KzO9XhtWjzLE/adeD45YXM3ppG0L4cRPTUaWlWVtGruOmvt3OI/di37OJVIeHNCR36E322x+HU8n2v9p/L6zqvY+PVdXPTyT3w5fyvZ+VpOXEREnJOeXcDHczbzn5b7qbVpIvS+CWrUdTqWiEfXyyC4Jsx/64RPZYzhufM6ERUWzB1jlmpLFx8wNjaB2tUDOLV9lNNRxCElLVZ0sjFmqDHmZDx7hMqxqtOCwIs/xDUqlsBO53GD/xS+yb6BrEmPcuZzP/DC1HXsTNd9pCIiUv4+nrOZzNxC7vKfAEE1of/tTkcS+UtQDc9U8bW/wJ7NJ3y6A1u6bN+TzRMTV3shoByv3fvz+G3NTs7v1pAgfz+n44hDSpqaW3jIr3FlH6cSi2iJ68KPMLcuJKjTOdzo/wtTzShqznmG4S/8yJ1jlrIyMd3plCIiUkXszcrnkzlbuKXVPkK3/gb9RkG12k7HEvm7XjeCyx8WvOed0zUL59YhLRm/OJFfVmj5E6f8sDSJgiKrablVXElFtAXQwFo7E2hXDnkqv8jWmAs/xty6kOAOZ3Gj/y/MCb6LDmtf58q3p3DJB/P5dfVOreomIiJl6sPZm8kuKOJWOwaq14E+NzsdSeTfwupBp4tg6VeQvccrp7z95FZ0bVSLh75fSZK2dCl31lrGxibQrXEt2kSHOh1HHFRSEQ0FDuwuG1TGWaqWyDZw0SeYW+YT1O50rjM/sSjkbs5M+Zj7v5zJ0Fdm8NncLbqHQUREvC5tfx6fz9vKXS1TCEmcBQPugiD9QCg+qu+tUJANiz/zyukC/Fy8MbIrbrflrjHa0qW8Ldm+jw0p+xmp0dAqr6Qi2hRoaox5qvhj8ba67eDizzA3zyOwzSlcUzSBuBp3c6sdy6s/L6LP/37nuclr9Y6diIh4zYezNpNbUMj1hd9AjWjoeZ3TkUSOLLoTNB8Miz6EwnyvnLJJnRCePq8ji7bu4b0ZG71yTimdsbHbCQn04+zO9Z2OIg4rqYg+AWwEdhZ/LGUlqj1c8gXcNJeAVkO5JPtbloTdwwvhkxg3ZxWDXvyTUd8sYen2vU4nFRGRCiwlM5cv5m/lwVZJVEteBIPuhYBqTscSObq+t0FmMqz6zmunPL9bA87pUp/Xpm/Qz1flJDO3gJ+XJzO8S31CgvydjiMOK6mI3gf8APwI3F/maQSiO8KIL+GmOfg3P4kz93zOktB7+LTZHyyO38b5787jwvfmMXllMoVFbqfTiohIBfPejE0UFLm5OucrqNkYul/tdCSRkrU8GSLbwfy3wXpnKq0xhmfO70h0WDB3jFlGZm6BV84rR/bLimRyCoq0SJEAJRfRndbaZGvtDjyjolJeojvByK/hxlm4mg5gUNJHzAu+k+87zCUrYy+3fL2Ek16awcezN+sfThERKZWd6bl8vXA7j7fcTFDqChj8APgHOh1LpGTGeO4V3bUKNs/w2mnDggN4Y2RXEvdm819t6VLmxsQm0CYqlK6NajkdRXxASUX0JGPMU8aYp4FB5RFI/qFeF7j0G7hhJqZxX7pveocp3MpvMbG0CLM8M2ktff/3B0/9vIaEPdlOpxURER/27oyN4C7isv1fQp1W0Hmk05FESq/TxRAS6RkV9aKYpuGMGtqK75ckMXG5tnQpK2uTM1iesI9LejbCGON0HPEBRy2i1tqLgfHAOGvtJeUTSQ6rfle4bAxc/yemYS9ar3qNLzKvY/7A5ZzRpgZfzN/KSS/9yc1fLWbxtj1YL01bERGRyiFpXw5jFiXwdIv1BOxZD0MeAj/doyUVSEAw9LoBNk6HlLVePfXtQ1vSvXEtHvlhJYl79cZ+WRgbm0Cgn4vzuzVwOor4iKMWUWPMw3j2D21f/LE4rUF3uHwcXPcHNOhBvdgXeCnxSpYMXc2oAfWZt2k3F743n/PencfE5Tso0H2kIiICvP3HRvwp5MLMLyGqI7Q/3+lIIscu5lrwr+b1UVF/PxdvjOwGFu4cs0zrcHhZbkERPyxN4rQOUYSH6HYA8Shpam6WtXactXYsoLeHfEnDHnDFBLh2OtTrSticZ7h79UXEDlnD/85qRkZOAbd/u5STXvyTD2ZuIj1H95GKiFRVCXuyGR+XwHPNV+K/bwsMeQRcJf0IIOKDQupA10thxTjI3OXVUzcKr87T53Ukbtte3vlzk1fPXdX9tmYX6TkFjOzZ2Oko4kNK+i4UYYzpZ4zpD9Qtj0ByjBr1hCu/h2unQb3OBP7xXy5dcA6/913BJ5d1oEmdEP43ZR19//c7//1pFVvTspxOLCIi5eytPzYQ5Cpk+L6voEEPaHOG05FEjl+fW6GoAGI/8vqpz+vWgPO61ufNPzaweJu2dPGWsbHbaVi7Gv1a1HE6iviQkorof4GaQBjwWNnHkePWqBdc+QP851eI6oBr2mMM/fVUvu20mMm3xDCsYzTfLNrOkFdmcP0XcSzcvFv3kYqIVAFb07L4bkkSLzdbgl9mEgx9zLMCqUhFFdHS82ZK7GjI9/6EvafO60j9WsHcOXapdibwgu27s5m7cTcjYhrhcunfHvlLSUV0OXAK0BdPKRVf17gPXPUT/N8UqNsWfn2Y9uMG8mrj+cy9uy+jhrQkbuseRny4gOFvz+GHpYnkF+o+CBGRyurNPzYQ5pfHabu/giYDoPlgpyOJnLi+oyBnDyz/1uunDgsO4PUR3dixL5fHf9KWLidqXFwCLgMXxTR0Oor4mJKK6OnAJiAL8O5d4VK2mvSDq3+GayZBRGuY+iB1P+3DPTVnMO/e/jx3fidy8ou4a+xyBr74B+/8uZF92flOpxYRES/alLqfH5cm8UqTRfhlp8LJGg2VSqJJP6jfDRa8C27vv6Heo0ltbh/aih+WJvHj0iSvn7+qKCxyM35xAoPb1KVezWpOxxEfU1IRbQqE4CmiWqyoImo6AK75Ba7+Beq0gCn3U+29GC4zvzLttj58+n89aR0Vyku/rqfv//7g0R9Xsjl1v9OpRUTEC96YvoGIgDwGp30DLU/1zJoRqQyM8YyK7t4I8VPL5BK3DmlBTJPaPPrjKu3VfpxmxqeyKyOPET0bOR1FfFBJRfRBPPeHRgH3l30cKTPNBnpGR6+aCLWbwOR7cb3dnSEZE/ny6q5MvXMgw7vUY1xsIkNfmcl/Potl3sY03UcqIlJBxe/K5OcVO3i10Vxcuftg6CNORxLxrvbnQc1GXt/K5QB/PxevjeiKAe4Ys1RbuhyHMbEJRNQIYmhbrXkq/3bUImqtPcda+1jxr8cBjDFnl0808TpjoPlJnvtHr/wRajaESffAm91pmziBF89rx9wHh3LHya1YnrCPyz5eyBlvzGZ8XAJ5hUVOpxcRkWPwxvQN1AvIpn/qGGg33DONUaQy8fOH3jfCtrmQtKRMLtEovDrPXtCJJdv38dYfG8vkGpVVSkYuf6xL4cIeDQjw03ZR8m/H87ci3OsppHwZAy2GeFbYveJ7CKsHv9wFb/UgMv5b7hrSlLkPDuWFCzvhtpb7Jqyg//N/8ubvG9i9P8/p9CIiUoK1yRlMWpnMGw1nYPKzPPuGilRG3a+CwNAyGxUFOKdLfS7o3oC3/thA3NY9ZXadyua7JUkUuS0jYjQtVw7PHOvUS2PM1dbaz71x8ZiYGBsXF+eNU8mJsBY2/g4znoOkxVCrMQy8F7pehnX5M2djGqPnbGHG+lSC/F1c0L0B/+nfjFZRoU4nlyoit6CIjSn7WZucwbqdmazfmcn+vEI+vLIHdcOCnY4n4nNu/DKO+E0b+cP/Tky74XCh9/dbFPEZvz4CC96DO5ZDrbIpPfvzCjnzjdkUuS2T7xhIzWoBZXKdysJay5CXZ1A3LJhxN/Z1Oo44zBiz2Fob86/HS1tEjTG3WGvfNcYEWGu9sqmSiqiPsRY2TPMU0h1LoVYTGHQfdBkJfgFsTMlk9JytfL8kkbxCNye1juTaAc0Y2CoCo1UYxQustSTuzWHdzkzWJWewbpfn9y1pWbiL/6kK8nfROiqU+F2Z9G1Rh0+v6am/fyKHWJWUztlvzeHHZj/Sded3MCrWs1idSGW1LwHe6AJ9bobTny2zyyzdvpeL3p/PWZ3q8cbIrvrecxQLNu9m5IcLePWSLlzQXdu2VHVHKqL+JTzpwNRdAwQBeKuEig8yBlqfBq1OhfhfYcb/YOIomP0KDLqPlp1H8L8LOnHf6W34esE2vliwjas+WUTrqBpcO6AZ53ZtQHCAn9OvQiqIjNwC1h8onDsz/zbSeUDj8Oq0iQ7lrE71aFsvjDbRoTStE4Kfy/DZ3C088fMavl64nSv6NHHwlYj4ltemxdM2eB9ddv0A3a5QCZXKr1Yj6HAeLP4cTnoAgsPK5DLdGtfmzpNb8cq0eAa3iVTBOoqxsQmEBvtzRsd6TkcRH3bUEVFjzH+BgwdYa5/y5sU1IurjrIX1UzyFdOcKCG8Og+6HTheDnz95hUX8vDyZ0XO2sDY5gzohgVzepwlX9mlCZGiQ0+nFRxQWudmSlsXa4tK5vrh0Ju3LOXhMWLA/beuF0TY6lLbRnsLZJjqUGkFHeK/MWtwFuVz95Qritu5l0u0DaB5Zo5xekYjvWpawj/PemcvkpmNpnzoFbltSZlMVRXxK0hL4aAic9iz0G1VmlylyWy79cAFrkjOYfPtAGtepXmbXqqjSswvo9dx0LolpxNPndXQ6jviA456aa4ypAVwAtLLWPubNUCqiFYS1sH5ycSFdCeEtPO84droIXH5Ya5m/eTejZ2/h93UpBPq5OLdrfa4d2Iy20WXzrqT4HmstqZl5xaObxaOcyZlsTNlPfvGS9/4uQ4vIGrSJDqVtvVDaFZfOejWDjzzFyVpIT4TkZZ4p4wd+FeSSNuJnTv5mL03rVGfCzf20Kp9UeVd/soh9CWv5kbswva6HM15wOpJI+fn0TNi3HW5f5llRt4wk7cvhjNdn0TyyBuNv6qvvPf/wxfytPP7Tan65bQAdG9R0Oo74gOMqosaYB4GdQH1r7XPeDqUiWsG43bB+Esx4HnatgjqtPIW04wXg8kzJ3ZS6n0/nbmHC4kRyC9wMaBnBtQOacVLrSFwu3UtRWeTkF7EhxVM01+78a5RzT1b+wWOiwoJoG108ylkvlDZRYbSoG0KQ/1Gmb1sLmcmwY9nfS2d2mufzxg/qtof6XT33MweHMbnfGG4Zt447T2nFnae0LtPXLeLLFm/bw4XvzWda4y9otXeWZ+GWGtq7T6qQdZNhzKVw4WjPm+Vl6JcVOxj1zVJuG9qSe05rU6bXqkistZz55hz8XPDLbQOdjiM+4niL6CVAFNAZGGWt9ereHSqiFZTbDet+9hTSlDUQ0QZOuh86nH+wkO7LzuebRdv5fN5WdmXk0SIyhP8MaMYF3RpSLVD3kVYUbrdn8aC1OzNYl5zJ+l2e37fszuLAPx3VAvxoHR1K2yhP4TxQPmuHBJZ8gcxdf5XNAyOe+3d5PmdcENnWs/fhgV9RHSCgmufzm/6EL8+DmP9wV9bVTFy+gwk39aVb49pl8aUQ8XmXf7yAwuRVjCm6FzPgTjjlCacjiZQvtxvejvHcI3r9n561L8rQveOX8/2SRMbc0JdezbS7IcDKxHSGvz2Hp8/twJV9mzodR3zECa2aa4xpBoyw1j7vzVAqohWc2w1rf4IZL0DqWk9pOOkBaH8euDzTVPIL3Uxe6bmPdGVSOrWrB3B57yZc1beJtt3wMenZBX9NqS2eXrt+ZybZ+UWA5/t5k/DqB+/hbFcvlDbRYTQOr45faUa796f+Y3rtMsjcUfxJA5FtoF7Xv0pndEcIDDn6OX99BOa/TdYFX3DqpBoEBfgx6fYBVA8suylZIr7owAqVMxp9RNOMxZ7R0Or6wViqoNiPYdI9cM1kaNq/TC+1P6+Qs9+cTUGRtnQ54JEfVjJhcSKLHjlFXw856HhHRJ/Gs1iRBeKttV97M5SKaCXhdsOaHzyFNG09RLaDwQ9Au3MPFlJrLbFb9/Lx7M1MW7sLf5dheOf6/GdAM90/UM4KitxsTs1i3c4M1iZnsr64fCan5x48plb1gIMLB3mm1obROqpG6Qte9p6/T63dsQwyEv/6fJ1WxYWza3Hp7AxBx7HYUGEefHwypCcRe+YkLvlmC5f3bswz53U69nOJVFDWWkZ8uIBqKcv5vOgBGPyw599gkaooPxte6wCN+8Cl35b55ZYn7OPC9+YxrGM0b13arUpv6ZKTX0SvZ6dzavsoXh3R1ek44kOOa/uWQxcnMsbcXRbBpBJwuaDjhZ6R0NU/wMwXYPw1ULeD54ehtsMxLhe9moXTq1k423Zn8encrYyLS+D7pUn0aR7OtQOac3LburqP1IustezKyDs4yrl+ZyZrkzPYlLqfgiLPG1ABfp7Fg3o3C//bqrVRYUGl/2aas9dTNA8d7dy3/a/PhzeHxr2h/k2eEc96nSHYS28++Ad57gX64CR6Ln2Y6/o/w0dztnFyuyiGtNG9cVI1zN+0m0Vb9jC3wU+QHe7ZS1GkqgqsDj2vhVkvQ9pGiGhZppfr0qgWd53ampd+Xc/gNnW5qEfV3dJl8spkMvMKGdFTK3VL6ZQ0Ijq0+MNA4BRr7b3evLhGRCspdxGs+s5TSHdvhKhOxYX07L/dr5GeU8DY2O18NncrO9JzaRYRwv/1b8pFPRpqauUxys4vJH7X/kP25PT8vi/7r21/69UMpm20Zzptu+J7OZtFhBDofwyr/eWmQ/Lyv0Y5dyyFvVv++nytJn+/p7NeF6hWy2uv84hiR8Okuyk45RnOju3Cnux8fr1zEOGluU9VpAKz1nLx+/OJ2LOY9wsehVOfgv53OB1LxFmZu+D1jp59dM9+rcwvV+S2XPbRAlYmpTP59oE0jSjhtpJK6pL355O6P48/7jmpSo8My78d79Tck/BMy80Hlltrc4548HFQEa3kigph1QRPId2zGaI7weCHoM2ZfyukBUVupq7aycdztrA8YR9hwf5c1rsJV/drQr2a1Rx8Ab7H7bZs35N9yLRaT+nctif74OJB1QP9PNujHDq1NjqMmtWP8V6NvExIXvH3xYR2b/zr8zUbQ/0uh5TOrs7dk2YtjLkMNk5n03k/c8aYvQxpG8n7V/TQN0Op1GbGp3L1JwtZWO8VogqSPNtWBGpfQxF+uhVWToC71kBInTK/3I59OZzxxuwqu53YptT9nPzKTB48oy03ndTC6TjiY463iJ4OHCijM6y107wZSkW0iigqhJXjPYV07xbPKNngh6D1sL8VUmstS7bvZfScLUxdtROXMZzZqR7XDWxG54a1nMvvkL1Z+X9bNGjtzkzid2aSU/DX4kHN6oQc3BrlwL6cDWtXO/YpzvlZnj1iD72vM20Dnv/1gbAGf5XNA/d2hkR48+WeuKw0eK8fVKvNx+0+4ZnftvLyxV2q9DQpqdystZz37jya71vAawVPwZkvQ6/rnY4l4htS1sK7fWDIo3DSfeVyyckrk7nl6yXcOqQF953etlyu6Sv+N3kto+dsYd5DQ6kbqsUo5e+Ot4jeb6198Z8fe4uKaBVTVAgrxsKsF2HvVk+hGfwQtDrtX0usJ+zJ5rN5Wxkbm8D+vEJ6Nq3NtQOac2r7qNKt0FqB5Be62ZS63zOdNvmvFWt3Zfy1W1J4SGDxtFpP2WxbL5RWdUOPbyuc/GzPPrCH7tWZth6s2/P5GtGHTK/t6imfoVHeeKllb+Pv8NUFuHtez8jEC1mzI4MpdwykUbhGiKTy+WPdLv7zWSyLo56jDhlw22LPfdMi4vHVhZ6ZPXeuhIDyKUcPTFjBuMUJfHt9H/o0L/uRWF+QX+im3/O/06NJbT648l9dQ+S4i+idwJvFf7zNWvuGN0OpiFZRRQWwfIynkO7bDg16eAppy1P+VUgzcwsYF5fIp3O3kLg3h8bh1bmmX1Mu6dmIGkEV6z5Say07M3JZl5zJ2uJRznXJmWxK3U+h2/P/YaCfi5Z1axTvx1k8tbZeKJE1jmHxoEMV5MKu1bBjSfFiQss87xJbz6gqIZH/uKezK4TV89ZLdsbUh2HBO6QO/4IhE4NpXy+Mb2/oU+newJCqzVrL8Lfn0DlzDs/lPw/nvA3dr3Q6lohvObDfdDn+/5GVV8jZb80ht6CIKXcMpFb1yr9WwdRVydz01RI+vaYnQ9pqoUD5t+Mtov/l4Nw8sNY+5c1QKqJVXFEBLPvGs7Jd+nZoEFNcSE/+VyEtLHIzbc0uRs/ZQty2vYQG+TOyVyOu7teUhrV9b7QrK6+Q9bsyi0c4ixcQSs4gI7fw4DENalU7OMrZtl4Y7aJDaRoRcvz3lRTmQ8rqv2+ZkrIG3MXXrF7n7/t01u8GYfXLfMPvcleQ69nSJXMnv/SfwKifd+ieFal0flu9k5u+jGVp5JPUDHDDrYvAr2K9OSdS5qyF9wd4FlG8ZX65fb9bkbiPC96dx2kdonjnsu6Vfq2Caz5dxLrkTOY+OFRv+sphHW8RvfaQP1pr7SfeDKUiKoCnQC37Gma/AukJ0LAXDH4QWgw97DeNZQn7GD1nC5NXJgMwrEM01w5sRvfGtcs7OUVuy7bdWQeLpmdabSbb92QfPKZGkP8hiwcd2JMz9MQ2ei4q8IxsHnpPZ8oaKMr3fD641t+n19bvBjUbVb7SeSQpa+HDwdimA7jVPsi0dan8eGt/OtTXnrVS8bndljPfnE3/nBk8lveKZwujThc5HUvENy37Fn68CS7/DlqdUm6XfW/GJl6Yuo4XL+zMJZV4O5Md+3Lo/8IfjBrSkntOa+N0HPFRx1tEWwO5hxy7zZuhVETlbwrzYemXnkKakQSN+ngKafPBhy1QSfty+GLeVr5ZtJ3M3EK6Na7FdQOac3qHKPzLYLW63fvzDi4atL54lDN+Vya5BZ57K10GmkWEePbjjAo9uC9nw9rVTuzd0KJCSF339306d66CouJ7SINq/rV67YERz9pNq07pPJJFH8Hke8ka+iyDZ7eldvUAJo4aQHDAcdxXK+JDJq9M5ravY1le51FqhNSAm+Z49nMWkX8rzIfXO0HdtnDVT+V2WbfbcsXohSxL2Mek2wfSrJJu6fLm7xt4dVo8s+8fovUY5IiOt4jeCLQBVgDjrLXZRzz4OKiIymEV5sGSL2D2q5C5Axr38xTSZoMOW66y8goZH5fAp/O2sm13Ng1qVeOafk0Z0asRYcHHPuqYV1jExpT9f59WuzOT1My/Fg+KqBFI2+iwgyOd7eqF0bJujRMvOe4iSIv/+z6dO1dCYfHOSYGhnlWHD4xy1u8GtZvph9DDsRa+GQGbZ7DotO+45IcMrhvQjEfPbu90MpHjVuS2DHt9Fqfn/ca9eW/DyG+g7VlOxxLxbbNfgd+f8rxpE92p3C67Mz2XYW/MonF4dSbc1O/Y9u2uANxuy8AX/6RZRAhfXdfb6Tjiw46riB7y5EuAJ6217Y7w+R7AECACOFBWf7PWLjjaeVVE5agKcj2FdM6rkJkMTfp77iFtNvCwhxe5LdPXeu4jXbRlDyGBflzSsxH/168Zjev8+106ay070nP/NqV2XXIGm9OyKDqweJC/i9ZRNf62H2eb6FAiQ72wMqXb7dmX89B9OpOXQ0Hx/0IBIf8uneEtVDqPxf5Uz5YuIRE8Gf02ny7ayTfX9aZfSx/bekaklCYu38G93y5iWe0HqV67Hlz/h2Y/iJQkew+81gHanwvnv1+ul566aic3fbWYm05qwYNnVK4tXWZvSOXK0Yt469JuDO9S3+k44sOOd0T0FqAZsBz4zlqbc5Rj7wKaA5utta8ZY56y1j5+mONuAG4AaNy4cY9t27w621cqo4JcWPwZzHkN9u+EpgM9hbRp/yM+ZWViOp/M3cLPy3fgtpbT2kdzQfcGpGR6ptceGOnMPGTxoIa1q/1VOOt5SmfTOtW9M83X7fbsoXroPZ3JyyF/v+fz/tWgXue/T6+NaAUuTSM9YRumw9cXUhBzPaevO5ucgiKm3jnoxO7RFXFAkdty6mszubBgMrfmfgBXfO9Z3E1ESjb5Poj71LOVSzmvDv/Q9ysYE5vA19f1pl+LyvNG6K3fLGHuxjQWPnwyQf76eUWO7HiLaAtgK8Ur51p7YKPBIx7/XyDdWvv6kYrooTQiKsekIOeQQrrLM1V38MPQpO8Rn7IzPZcv5m/l64XbSc8pACA0yP9g0WwTHUq7eqG0jgol9Dim8R6WtYeUzmV/lc68DM/n/YI8U4MOXUwooo1WvCxLUx6Ahe+z6bRPOe2XYIZ3rsfrI7s5nUrkmPywNJGHxi5iWa37CY5qDddM0mioSGnt2QxvdocBd8Ep/y3XS2fne7Z0yc7zbOlSO6Tib+myJyuf3s9N58o+TXl8uG55kaMr0+1bjDHDgXZAJFD80zbTNDVXykR+Niz+1FNIs1I9ixkNfhgaH/n+hOz8QpYl7KNJnRDq1wz23lLq1nr2Qj0wtfZA+czd5/m8XyBEdfj7limRbcFPo3HlqiAXPhoCWal81OErnp21W1OJpEIpLHJzyqszudL9E9fmfAr/NwWa9HM6lkjFMvYK2DIb7l4DgeW7eNCqpHTOf3cuJ7eN4r0rKv6WLh/P3swzk9by652DaBMd6nQc8XHHW0SbAtcU//FTrZorPiU/G+JGw5zXITvNs93L4IehUc+yuZ61ntV8D51eu2MZ5OzxfN7l7ymdh+7VWbc9+Ff8dz4rhV1r4MPBuJsN4vx9d7IlLYvf7jqJ6JrBTicTKdG4uASemrCAJWH3EtioB1z5vdORRCqe7Qvhk9PgjJeg9w3lfvkPZ23iucnreP6CTozs1bjcr+8t1lpOe20WNYL9+eGWI98mJXLAkYpoSXMB/w94GjDAY8BRp9qKlKvA6tDvNoj5D8R+DHPfgNGnQMtTPIW0YY8TO39G8j9K51JP4QUwfp6S2fasvxYTqtsBAlRqfFZUezjtaVxT7mf0oMEM/LMl901Yzuf/1wuXNuAWH1ZQ5ObN3zfwUO0/CczZB0MfdTqSSMXUuDc07AkL3oGe15b7OgzXDWjOrPg0nvx5DT2bhdMiska5Xt9blmzfx4aU/Tx/QfmtQCyVU0lFNNVaWwhgjEkphzwixy4wBPrfATHXQuxHMPdN+HgotDrNs+1Lg1IU0sxdf9+nc8dSz32oAMblmU7b+vS/FhOK7ggB1cryVUlZ6HUDbPiNiHlP89JJ3zBqehpfzN/KNf2bOZ1M5IgmLE5k/94URtT4EdqeDQ26Ox1JpOLqOwrGXw3rJkH7c8r10i6X4ZVLujDs9VncMWYp39/cv0Ju6TIuNoHqgX6crdtb5ASVNDV3NJCEZ0S0nrX2Om9eXFNzpUzkZcKiD2HeW5CzF1oP8xTS+sWL0+xPLS6dy/4qnZk7ip9sIKL13+/pjO5Y7veSSBnanwLv9sWGRnFD0IvM2pzJL7cNoFWU7nER35NXWMTQl2dyj+sbzs+egLl5nmd0X0SOT1EhvNUNQuvBtb85EuG31Tu54cvF3DioOQ+dedidEX3W/rxCej07neGd6/PCRZ2djiMVxPFOzX3ukI9L3nBUxBcEhcLAe6Dn9bDoA5j3Nnw4GBr28uxHmp7w17F1Wnm2gTlYOjt5ni+VV426cN67mG8u4Y3uPzEg6TTuGreswr4zLZXbuNgE8vclc27Iz5hOF6mEipwoP3/ocwtMfRASYstuXYmjOK1DNJf3bswHszYzsFUkA1pVnC1dflm+g+z8Ikb0auR0FKkEShoRvRpPAe0CDLLWevX/Vo2ISrnITYeFH8LaiZ69OQ8sJlSvMwTXdDqdOGXSvRD7EXEDPuai6dUZNaQl957exulUIgflFhRx0kt/8l//zzkjZxJmVCzUaeF0LJGKLy8TXu0ALQbDJV84EiEnv4jhb88hI6eAqXcOIryCbOly3jtzyc4v5Nc7B1X4lX+l/BxpRLSkt/9nAq2BpcCR98YQ8WXBNeGk++Cm2XDRJ9D/dmg2UCW0qjvtaYhsS8yyR7imSw3enbGRxdv2OJ1K5KBvF23HLyOJYblTMV0vUwkV8ZagUIi5Btb+DHu3OhKhWqAfb4zsyr7sAh74bgVHGxjyFet2ZrAsYR8jejZWCRWvKKmI/gQEAm2AJ8o8jYhIeQmoBheOhpy9PFr0DvVrBnPX2OXszyt0OpkIOflFvDtjE0+HT8ZlgJMecDqSSOXS60bPYoQL3nMsQof6Nbl/WBumrdnFN4u2O5ajtMbGJhDo5+L8bg2cjiKVRElFtDvwIPBf4MmyjyMiUo6iO8IpT+K/8Ve+6rqahL3ZPPPLGqdTifD1wm2E7N/K0Jxp0OP/oJbuxxLxqpoNoOOFsORLyNnnWIz/9G/GwFYRPP3LGjamZDqWoyS5BUX8sDSJ0zpEVZhpxOL7Siqijx7y65GyjyMiUs563wQthtI07lke6eViTGwC09bscjqVVGFZeYW8N2MTz9aehPEL9Cy+JiLe13cUFGTB4s8ci+ByGV65uAvVA/25/dtl5BUWOZblaH5bs4t92QWM6Kk3xcR7jlpErbVPWmufOvCrvEKJiJQblwvOew8CQ/jPzmfoHF2NB79bQWpmntPJpIr6Yv426mRvol/2n9D7BgiNcjqSSOVUrzM0GwQLP4DCfMdi1A0L5qWLOrMmOYOXpq53LMfRjI3dToNa1ejfouKs8Cu+T3sViIiERsM5b+PatYrPmkwlM6+Qh76vGItHSOWSmVvAB7M28VytiZigUOh/p9ORRCq3vrd59hJf/YOjMU5uF8WVfZrw8ZwtzIpPdTTLPyXsyWbuxt2M6NkIl0uLFIn3qIiKiAC0PRNiriV8+Qe80XMv09emMCY2oeTniXjR5/O20jBnPTE5c6HvrVA93OlIIpVby1Mgog3MfwscfvPxkbPa0apuDe4Zv5zd+31nVs64uARcBi7q0dDpKFLJqIiKiBxw2jMQ0YZhG57k9Kb+PP3LGramZTmdSqqIjNwCPpy1mf/V+gmq1YY+tzgdSaTyc7mg7y2wcyVsmeVolOAAP968tBvpOb6zpUthkZvxcYmc1DqS+rWqOR1HKhkVURGRAwKrw4UfY7J383r1T/B3wd3jllFY5HY6mVQBo2dvoXXeKjrlxHqm5AaHOR1JpGroPBKqR8D8t51OQrt6YTw4rC3T16bw1ULnt3SZtSGVnRm5jOjZ2OkoUgmpiIqIHKpeZzjlv1TbPJUvuq5lyfZ9vD9zk9OppJLbl53PJ3M281zNHyGkLvS6welIIlVHQDD0uh42/Aapzi8W9H/9m3JS60ie+WUN8buc3dJlzKIEImoEcnK7uo7mkMpJRVRE5J/63ArNB9N11Qtc17aA16dvYEXiPqdTSSX28ewtdClYRuvcFTDoXs/ovIiUn57XgX+wT4yKGmN4+eIu1Ajy5/Zvl5Jb4MyWLimZufy+LoULezQkwE+VQbxPf6tERP7J5YLz3oeAajyU8wrRIS7uGruMnHzf3N9NKrY9Wfl8Onczz4T+ADUbQY9rnI4kUvWERECXkbB8LOx3ftXayNAgXr64C+t2ZvKiQ1u6fLc4iSK3ZUSM9g6VsqEiKiJyOGH14Jy38Nu1gjGtfmdTahYvTF3ndCqphD6ctZn+RYtomrcOTrof/IOcjiRSNfW5FYryIPZjp5MAMKRtXa7p15RP5m5hxvqUcr22tZaxsdvp1TSc5pE1yvXaUnWoiIqIHEm7s6HHNTRc8xFPdkrjs3lbfW5/N6nYUjPz+GLeZp6o8SOEN4culzodSaTqimwNrYdB7EdQkON0GgAePKMtbaJCuXf8CtLKcUuXhVv2sHV3NiN6ajRUyo6KqIjI0Zz+HNRpyVU7/0f3CDf3jl/O3qx8p1NJJfHBzE2c4p5L/bzNMPhh8AtwOpJI1dZ3FGTvhuVjnE4C/LWlS0ZuAfeNX15uW7qMi00gNMifMzvVK5frSdWkIioicjSBIZ4tXbLS+DTia/Zm5/Hoj6t8Yn83qdhSMnL5ZsFmHg35Ceq2h44XOh1JRJoOgHpdYP474PaNrbvaRIfy8Blt+XN9Kl/M31bm10vPKWDSymTO7VafaoF+ZX49qbpUREVESlK/Kwx9lJpbp/BBh7VMWpnMj8uSnE4lFdy7MzZxNrOom58AQx72LJIlIs4yxjMqunuDZzsXH3F1v6YMaRPJs5PXsn5n2W7pMnFZEnmFbkZq71ApY/quJyJSGv1uh2aDGLLlFYY3yOLxH1eTtM837iGSiic5PYfxizbxYLWfoH43aHu205FE5IAO50NYA5/YyuUAYwwvXdyFsOCAMt/SZUxsAh3qh9GxQc0yu4YIqIiKiJRO8ZYuxi+Ql/3ews8WcM+4ZbjdmqIrx+7dPzdxsfmD8IKdMPRRzyiMiPgGvwDofSNsnQ07ljmd5qCIGkG8fHFn1u/K5PkpZbOK+6qkdFbvyGCkFimScqAiKiJSWjUbwDlvEpSygm9b/cGCzXsYPWeL06mkgkncm82PsRu4J2giNO4HLU52OpKI/FP3qyGwhk+NigIMblOX/+vflM/mbeXPdd7f0mVM7HaC/F2c07WB188t8k8qoiIix6L9udDtStpu+oRRzZJ56df1rNuZ4XQqqUDe+XMjl7umEVq4W6OhIr6qWi3ofhWs+h7SE51O8zcPDGtL2+hQ7puwnNRM723pkpNfxE9Ld3BWp3rUrKYVvKXsqYiKiByrYc9jwptz1/5XaBicw51jlpFXWHb360jlsX13NlPi4rkt8BdoMRSa9nc6kogcSe+bAAsLP3A6yd8EB/jx1qXdyMwt5L4J3tvSZfLKZDLzCrlE03KlnKiIiogcq6AacOFH+GWl8G29sazbmcGr0+KdTiUVwFt/bOD//KYSUpTuGQ0VEd9Vu4lnFszizyGvbFeqPVatokJ59Kx2zFifymfztnrlnGPjEmhapzq9m4V75XwiJVERFRE5Hg16wJBHiEqcykstV/PhrM0s2Lzb6VTiw7akZfH70vXcGDAZ2pzl+TskIr6t722Qlw5LvnQ6yb9c0acJp7Sry/8mr2Nt8ondIrI5dT+LtuxhRM/GGN0uIOVERVRE5Hj1vwOaDOCiXW/Qr1Y694xbTkZugdOpxEe9+fsGbvL/hSB3Ngx9xOk4IlIaDXtA476w4D0oKnQ6zd8YY3jhws7UrH7iW7qMjUvAz2W4sIcWKZLyoyIqInK8XH5wwQcYP38+DHmf1PRMnpy4xulU4oM2pmQyd9lqrvH/FdPxQojq4HQkESmtvrdC+nZYO9HpJP9Sp0YQr1zchQ0p+3lu8trjOkdBkZvvFidyctu61A0N9nJCkSNTERURORE1G8LwNwhJW84XLf7kuyWJTFmZ7HQq8TFv/L6RUYE/E2ALYPBDTscRkWPR5kyo3cyzlYuXFgbypkGtI7luQDO+mL+N39fuOubn/742hbT9+YzspUWKpHypiIqInKgO50PXK+id+BmXRiXw0A8rScnIdTqV+Ij1OzNZvGIll7mmY7peChEtnY4kIsfC5ecZFU1aDNsXOJ3msO4b1ob29cK4b8KKY/7+MzZ2O9FhwQxqFVlG6UQOT0VURMQbzngeU7spTxW9SUBBBvdNWOG1JfWlYnvj93juCvwRPwOc9IDTcUTkeHS9DIJreUZFfVCQvx9vXtqV7PxC7hm/HLe7dN9/duzLYWZ8KhfHNMTfT7VAypf+xomIeENQKFw4moCsnYxrMI6Z8Sl8tWCb06nEYat3pLN61TIuNDMwPa6BWo2djiQixyMwBHpeC+smwe5NTqc5rJZ1Q3n0rPbM3pDGJ3O3lOo5ExYn4rZwSYym5Ur5UxEVEfGWhj1gyEM02/krD9VfzrOT17Ipdb/TqcRBr0/fwL1BP2D8A2HQvU7HEZET0esG8AvwrKDroy7v3ZhT20fx4tT1rN6RftRj3W7LuLgE+resQ6Pw6uWUUOQvKqIiIt404G5o3I/rM9+hpX8qd49dRkGR2+lU4oCVielsXbuYs5mD6XU9hEY7HUlETkRoNHS6GJZ9Ddl7nE5zWAe2dKlVPYA7xiwjJ//IW7rM27SbxL05jOipmRriDBVRERFvKt7SxeXy58vaH7M6cTdv/bHR6VTigNemx3N/0HeeKX0D7nI6joh4Q99boSAb4j5xOskRhYcE8uolXdmYsp9nJh15S7ExsdupVT2A09pHlWM6kb+oiIqIeFutxnD2q9Tes5x3Gv7OO39uZMn2vU6nknK0dPtedq1fyKksxPS9FaqHOx1JRLwhqgO0GAqLPoTCPKfTHNGAVhHcMKg5Xy/czm+rd/7r83uy8vlt9S7O79aA4AA/BxKKqIiKiJSNThdBl0s5bfeXnFZjM3ePXUZ2fqHTqaScvDotnoeCJmCDa3lGUESk8ug7CvbvgpUTnE5yVPee1oaODcJ44LsV7PrHli4/LE0iv8jNiJ5apEicoyIqIlJWzngRU6sxrwe8y549aTw7aa3TiaQcxG7dQ/bGuQxgKWbAnRBc0+lIIuJNLYZC3fYw/x3w4W26Av1dvDGyG7kFbu4Z99eWLtZaxsZup2ujWrSNDnM4pVRlKqIiImUlOAwu+Iig7J18U388Xy/czh/rdjmdSsrYa7+t5+GgCdiQup5VNkWkcjHGM9MhZTVs+sPpNEfVIrIGjw9vz5yNaYye49nSZWnCPuJ37WekRkPFYSqiIiJlqVEvOOkBOu7+lZvDF3P/hJXs3u+79xXJiZm/aTdm60x6sBoz8B7PQkUiUvl0uhhqRMH8t51OUqKRPRtxeocoXvx1HauS0hm7KIHqgX6c3aW+09GkilMRFREpawPvgUZ9uLfwQ8Jyknjo+5VYH57OJcfHWstr09Z77g0NawAx/+d0JBEpK/5B0Ot6z4jortVOpzkqYwzPX9CZOiFB3P7tUn5esYPhnetTI8jf6WhSxXmliBpjzjXGPGKMedIY83jxrz7eOLeISIXn5w8XfIifMXwTMZrf1+xg/OJEp1OJl83duJvQ7dPpaDdgTrrf84OqiFReMdeCfzXPvaI+rnZIIK9e0oUtu7PIzi/iEk3LFR/glSJqrf0J+B8QDmRaa58CzjzcscaYG4wxccaYuNTUVG9cXkTE99VuAme9SnT6cv4X+RtPTlxNwp5sp1OJl1hree23tTwYNAFbuxl0vdzpSCJS1qqHQ7fLYcU4yPz3Fim+pl/LCB46oy1ndapH98a1nI4j4rURUQM8CnwFHHW+mbX2Q2ttjLU2JjIy0huXFxGpGDpfDJ0u4eL939DNbODuccsocmuKbmUwMz6Vekm/0spuwwx5GPwCnI4kIuWhzy3gLoRFHzmdpFRuGNSCdy7vjudHdxFneese0ceB+kBHINQY8xgw2UvnFhGpPM56GVOzAR+EvM/arUl8MGuT04nkBFlreeO3tdwX9D3uiLbQ8UKnI4lIeanTAtqeBXGjIT/L6TQiFYpX7lK21j7pjfOIiFR6wTXhgo+o/ukZjI4cyxXTQhjUKpKODbTXZEX1x7oUWuycRJOAJBj6Jbj8nI4kIuWp7yhY9wss+8azgJGIlIpWzRURKW+N+2AG3U/vzGmMCF7IXWOXkVtQ5HQqOQ7WWt78bTX3BP6Au15XaDfc6UgiUt4a94H63WHBu+DWv+UipaUiKiLihEH3QcNePOEaTXbKFl6cut7pRHIcfl29i04pE6lnU3ANfcyz0b2IVC3GQL9RsGczrJ/idBqRCkNFVETECcVbuvgb+KbOaD6bu4m5G9OcTiXHwO22vDttJXcG/oRt1Btanux0JBFxSrtzoWZjmP+200lEKgwVURERp4Q3g7NepknWCh4Nm8K945eTnl3gdCoppSmrdtIr7Qci7B7MyY9rNFSkKvPzhz43wfb5kLjY6TQiFYKKqIiIkzqPgI4X8X8FY6i/fzWP/bTK6URSCkVuywfTljEq8Gds8yHQdIDTkUTEad2uhKAwmP+W00lEKgQVURERJxkDZ72CCavPJ6Hv8/vyTfy0LMnpVFKCX1bsYNCe76hlMzBDH3M6joj4guAw6HE1rPkJ9m5zOo2Iz1MRFRFxWrVacMGHhOUl82atb3nsx1Ukp+c4nUqOoLDIzehpS7kpYDK29RnQsIfTkUTEV/S+CYwLFn7gdBIRn6ciKiLiC5r0wwy8h5Nzp3Oyex73jl+O222dTiWH8dOyHZyePpYaZGGGPup0HBHxJTUbQofzYckXkJvudBoRn6YiKiLiK056ABrE8ELgaLZsXM9n87Y6nUj+oaDIzRe/x3Kt/6/YDhdAdEenI4mIr+k7CvIzYfHnTicR8WkqoiIivsIvAC78iACX5ZOaH/Pi1DVs2JXpdCo5xA9LkjgnYyxBpgAz5GGn44iIL6rfFZoOhIXvQ5FWQhc5EhVRERFfEt4cc8aLtM1bwa0Bv3Dn2GXkF7qdTiVAfqGbb3+fz5X+06HLpRDRyulIIuKr+t4KGUmw+kenk4j4LBVRERFf0/Uy6HA+tzIOv+SlvD493ulEAoxfnMBF+8fg7wJz0gNOxxERX9bqdKjTyrOVi9X9/iKHoyIqIuJrjIGzX8MVGs3o0A/4YuZqYrfucTpVlZZXWMT3v89hhP8MTPeroXYTpyOJiC9zuaDvLZC8HLbOcTqNiE9SERUR8UXVasMFHxCRn8Tz1b/h7nHL2J9X6HSqKmtsbAKX5XyD8fPHDLrX6TgiUhF0uRSq14H5bzudRMQnqYiKiPiqpgMwA+7i7KLpdEqfyVM/r3Y6UZWUW1DE5D/+5Hy/ubh6XQ9h9ZyOJCIVQUA16HkdxE+FVN1iIfJPKqIiIr5syMNQvxuvBH/CrLjl/Lp6p9OJqpxvFm7nytxvsP7VMQPudjqOiFQkPa8HvyBY8K7TSUR8joqoiIgv8wuAC0cT7Crigxof8ch3y0jNzHM6VZWRk1/E739O4yy/Rfj1uxVC6jgdSUQqkhqR0GUELP8WstKcTiPiU1RERUR8XZ0WmDNeoEvhCkYU/MQD363AahXGcvHlgq1cm/81hYE1PdsxiIgcq76joDAXYkc7nUTEp6iIiohUBN2ugHbncI//OFLWL+DbRQlOJ6r0svIKmTdjMkP9luE/8A6oVsvpSCJSEUW2gVanQexHUJDrdBoRn6EiKiJSERgDw9/A1KjLRyHv8/IvS9ialuV0qkrt8/lbuaHgGwqCI6D3TU7HEZGKrO+tkJUKK8Y6nUTEZ6iIiohUFNXDMRd8QHRhEg/5fcld45ZRWOR2OlWllJlbwLKZP9HPbw0Bg++FwBCnI4lIRdbsJIjqBPPfAbf+3RYBFVERkYql2SBM/zu4mOnUTZzGuzM2OZ2oUvp0zhZuKvqG/JB60OP/nI4jIhWdMdBvFKSth43TnU4j4hNUREVEKpohj0C9LrwaPJpvf1/I8oR9TieqVNJzClg/ZwLdXRsJHPIABAQ7HUlEKoMOF0BoPZj/ltNJRHyCiqiISEXjHwgXjqa6XyFvBn3A3WOXkJNf5HSqSmP07E3c6h5DfmhjzyJRIiLe4B8IvW+ELbMgeYXTaUQcpyIqIlIRRbTCDPsfPe0KhuydwP+mrHU6UaWwLzufxLljaO/aRuApj3j2cRUR8ZYe10BAiOdeUZEqTkVURKSi6n41tD2bhwLHsnjBTGasT3E6UYX38awN3GLHkle7NXS62Ok4IlLZVKsN3a+EVRMgY4fTaUQcpSIqIlJRGQPnvIUrJJL3qr3LY+Nj2ZuV73SqCmv3/jx2z/uKlq4dBJ36KLj8nI4kIpVRn5vBumHhB04nEXGUiqiISEVWPRxz/ns0didyc94nPPLjSqy1TqeqkD6esZ6bzXhyIzpC2+FOxxGRyqp2U2g3HBZ/Cnn7nU4j4hgVURGRiq7FEOh3G5f5TSd/9SR+WJrkdKIKJzUzj+xFn9HYpBJ82n/BpW+PIlKG+t4Guemw9Cunk4g4Rt9pRUQqg6GPYaM78WrQR7z10xwS92Y7nahC+fjP1dxsvic3OgZanep0HBGp7Br1hIa9YMG74Naq51I1qYiKiFQG/kGYC0dTwy+fZ3iXe8cupcitKbqlsSsjF2I/IdrsJfj0Jzz33oqIlLV+o2DfNlj7s9NJRByhIioiUllEtsF1+nP0N8vpkPANo+dsdjpRhTD695Xc6PqR3IYDodlAp+OISFXR9mzP/aLz33Y6iYgjVERFRCqTmP9g25zBgwFj+eXXaaxNznA6kU/bsS+H4CUfEW4yCR72hNNxRKQqcflBn1sgMRa2L3Q6jUi5UxEVEalMjMGc8zZ+IbV5LeAtHhizkLxC3X90JKOnLeE618/kNDsNGsY4HUdEqpqul0NwTZj/ltNJRMqdiqiISGUTEoHr/PdpQSIX7v6AV36LdzqRT0rYk02dFR8SZrKpdtpjTscRkaooqAbE/AfW/gJ7dDuFVC0qoiIilVHLk6HPrVztP41Ncycwf9NupxP5nM+mxXK1awo5rc+Bep2djiMiVVWvG8HlDwvedzqJSLlSERURqaxO+S/uuh14OfAjnhs3g4zcAqcT+Yxtu7Oov+p9qpkCqp2q0VARcVBYPeh0kWdP0Zy9TqcRKTcqoiIilZV/EK6LPqGmK5d7c97giR9XOZ3IZ3w2dT5XuKaR1/5iiGztdBwRqer63goFWRD3qdNJRMqNiqiISGVWty2u05/lJNdywlZ+wqQVyU4nctzm1P20XPcu/i5LtVMfdjqOiAhEd4JmJ8GiD6Ew3+k0IuVCRVREpLLreR3uVqfxcMC3fPrDL+zKyHU6kaO+njKTS1wzyO98hWcPPxERX9DvNshMhlXfOZ1EpFyoiIqIVHbG4Dr3XVzVavGc+w0eHheLtdbpVI7YmJJJuw3vg8ufaic/4HQcEZG/tDwFItvC/Lehiv4bLVWLiqiISFVQIxL/C96ntUlgwNa3+HLBNqcTOeLbSdM53zWbwh7/gbD6TscREfmLMZ57RXetgs0znE4jUuZUREVEqopWp2B73cj/+f/K7MnfsDFlv9OJytW6nRl02/weRX7VqDbkXqfjiIj8W6dLICTSMyoqUsmpiIqIVCHm1KcorNOW5/3e58kxMygocjsdqdx898tkzvZbiLv3TRAS4XQcEZF/CwiGXjfAxumQstbpNCJlymtF1BjT0RjzozGmpTHm8eJffbx1fhER8YKAYPwv+ZRarhz+L/Ul3poe73SicrEqKZ3e294n1y+U4EF3OB1HROTIYq4F/2ow/x2nk4iUKa8VUWvtKuBHoDaQaa19Cjjzn8cZY24wxsQZY+JSU1O9dXkRESmtqPb4nf4MQ/2WkT7rPZZsr/wbqE/85SdO8VsK/W+HarWcjiMicmQhdaDrpbBiLOxPcTqNSJkpq6m5R1zqy1r7obU2xlobExkZWUaXFxGRo+p1AwXNT+HhgG9489uJZOUVOp2ozKxI3MdJie+THVCb4P63OB1HRKRkfW6FogJY9JHTSUTKjDen5jYCTgPOBWoaYx4DJnvr/CIi4kXGEHDBe7iCQ3kg62We/3mZ04nKzJSJY+nvtxq/QfdAUA2n44iIlCyiJbQ5A2I/hvxsp9OIlAlvTs1NsNZeZq191Fr7pLX2aWvtAm+dX0REvKxGXQIueI92ru00WfYyv6/d5XQir1u8dQ+n7PyI/YF1CepzvdNxRERKr++tkLMHln/rdBKRMqFVc0VEqrLWp1MUcz3X+U/h+/FfsHt/ntOJvOrPX76ih2sDAUMf8KxGKSJSUTTpD/W6woJ3wV11VjiXqkNFVESkivM7/Wnyarfhv0Vv88z42Vh7xNv8K5RFm9MYljKajOAGBMVc5XQcEZFjYwz0uw12b4T4qU6nEfE6FVERkaouoBpBIz6hjiuLMzc/y/jYBKcTecXcnz+lo2srwac+Av6BTscRETl27c+FsIYw/22nk4h4nYqoiIhAdEfMqU9yqt8S1v7yBtt3V+zFMeZt2MXZuz9lX/VmBHYb6XQcEZHj4xcAfW6CbXMhaYnTaUS8SkVUREQAcPW5mdwmQ7jf9QWvfDORInfFnKJrrWXxLx/SypVE9WGPgcvP6UgiIsev+1UQGArz33E6iYhXqYiKiIiHy0XwRe/jCgzhhtTn+PDPtU4nOi5z45M5Z+8X7AltQ2DH852OIyJyYoJrQo+rYfUPsK9y3DohAiqiIiJyqNBoAi94lw6ubQTMeIZVSelOJzom1lpW/vIOTVwphJ75JLj0bU5EKoHeN3l+X/i+szlEvEjfoUVE5G9M2zPJ6/p/XOc3iS++/ozcgiKnI5XarLWJnJfxDam1uhDQdpjTcUREvKNWI+hwHiz5AnIznE4j4hUqoiIi8i9BZz5HdlgL7sl6lTd/WeB0nFKx1rJh0hvUM3uoddZTnq0PREQqi763Ql6Gp4yKVAIqoiIi8m+B1al+6WdEuPbTdcljzIlPdTpRif5csYXz9o9lV53eBLQa7HQcERHvatADGvfzTM8tKnQ6jcgJUxEVEZHDq9cZ99DHOc1vMbPHvsy+7HynEx2R223ZPuU1IkwGdc55yuk4IiJlo98oSE+ANT86nUTkhKmIiojIEQX0v43M+gO4s/AT3h432ek4R/THsnjOz5lActRJ+Dfp43QcEZGy0foMCG8B898GWzG32BI5QEVURESOzOUidOTHEFCNczf/l4lLtjid6F/cbsuuX1+hpskm8pynnY4jIlJ2XC7oewvsWArb5jmdRuSEqIiKiMjRhdUj8Px36OTaStrEx9mxL8fpRH8zffFqzs39iaT6p+PfoIvTcUREylaXy6BaOMx/x+kkIidERVRERErk12E4mR2u4Br7M5989Tlut29MCStyW/ZNe4lqJp/oc3VvqIhUAYHVoee1sH4y7N7kdBqR46YiKiIipRJ67ovsr9GEa1Nf4JsZy5yOA8C0Bcs4J28SyY2H4xfV1uk4IiLlo+f14BegUVGp0FRERUSkdAJDCL38MyJNBhEz7id+p7ObqhcWucn74wX8jZv65z7paBYRkXIVGgWdL4Fl30D2HqfTiBwXFVERESk1U78beYMeZphrEZO/eIn8QrdjWX6bt4gzCn4juflFuOo0cyyHiIgj+o6CwhyIHe10EpHjoiIqIiLHJGTwXeyu24cbsj7gs5+nO5KhoMgNM14A46LhuY87kkFExFF120GLk2HRh1CQ63QakWOmIioiIsfG5aLOFZ+CfyC9lz5A3Kad5R7ht5mzOL3wT3a2uRxTs2G5X19ExCf0GwVZKbByvNNJRI6ZiqiIiBy7sPq4zn2LLq7NrPn2YTJzC8rt0vmFboLnvEi+CaLR8EfK7boiIj6n+RCI6uhZtMj6xmrmIqWlIioiIscluPP5pLYewRUF3/PVmK/L7bq//TGdk91zSenwf5gadcvtuiIiPscY6HsrpK6Fjb87nUbkmKiIiojIcYu88FX2VWvIuVueZPqS9WV+vdyCImoueIEsE0Ljsx4o8+uJiPi8jhdBjWiY/7bTSUSOiYqoiIgcv6AahF3+OXVNOu6f7yAlI6dML/f7tEkMdMeR1vlGTPXaZXotEZEKwT8Qet8Am/+EnaucTiNSaiqiIvL/7d15lBXVncDx768BQVABbYGoLMF9F2031DhJVI5x12iMeoyeMcYN1IxL1IwySsZxSeIezcwQTcZoJm7jMio6o47EBXccRZQMCOKGtoqAbHLnj1utT3bwdT368f2c06f7vaq69ev3e/Vu/arq1ZW+lva9t+Pjnc5kr/Qkd990OamVvqc0c87nND5zGVMbutJn79NbZR2S1CZtdyx06Jy/Kyq1ERaikqSvrXGvs3inexM//OBq7n5kZKus47/uv50d02iatz2Z6LRGq6xDktqkzmvCgKPy3XOnvlPraKSlYiEqSfr6GtrR8+gboaED/R47jfHvfVzV5mfMmsN6z19Oc8Na9Bs0pKptS1Jd2OlEmDc3jysqtQEWopKkqmjo3pvZ3/s1W8c4nrnpbOZ+Pq9qbT963y1szVg+3eE06LBq1dqVpLqxZn/YZB94djjMnl7raKQlshCVJFVN9+0PY2Lfgzlk+p+4867bqtLmtJlz6Df6V0xp14u+e5xQlTYlqS4NHAwzP4YXyhtSS1peFqKSpKrqc8RVNK+yDgNHn8PL49782u09fvdwNmM8M3Y5M98dUpK0cL13hHWb4KlrYd7ntY5GWiwLUUlSdXVcnVUP/x09o5kpt57MjFlzlrupqTNmstGrV/FO+9703f2Y6sUoSfUoAgaeAh9NgNfuq3U00mJZiEqSqm619Xdk8jan8Z25j/OfN1+53O08cdcNrM9bzPnWz6Bd+ypGKEl1apP9oFsfePKaWkciLZaFqCSpVfTd/+dMXG0bBr15OU8+9+wyL//JpzPY/PVrmbTK+vTZ9YhWiFCS6lC79rDTSTDpaZj0TK2jkRbJQlSS1Doa2tHjmN8T0UCXe0+k+dMZy7T4qLuupjfvkb59HjTYXUnSUhtwFHTs6llRrdDs2SVJraZTY18+/u6lbJVe54nhZ5NSWqrlPvpkKluOu4HxnTalz04Ht3KUklRnOq4OTcfAmLvz90WlFZCFqCSpVa2321GM7bUvezf/gccevmeplnnujl/RKz6k/Z4X5JtvSJKWzQ4/gWiAp66vdSTSQlmISpJa3QY/uo4p7Xux4cif8tY77y523g+am9lmwnBe7zyA3tvtXVKEklRnuq4LWxwCL/wBPvu41tFIC7AQlSS1unardiUO/md68iHjbzqBz+ct+hLdl++4jMb4hM6DLigxQkmqQzufDLOnwXM31joSaQEWopKkUvTcfDfGbnISu818hEf/vPAbaEyZ8h4DJt3Eq112Yr2tv11yhJJUZ76xNfTbDZ6+AebOrnU00ldYiEqSSrPZYUMZ12kLdnj1F7zx2v8uMH3MHRfTLabTbZ+h5QcnSfVo4GD49G145c5aRyJ9hYWoJKk00a4DjUffREQw+8/HMXPWrC+mvffuZLZ9+xZGr7E762y2cw2jlKQ6ssGe0LgRPHk1LOWdy6UyWIhKkkrVbZ0NeHPni9j88zE8fdO5Xzz/xh0X0ZlZrL3fP9QwOkmqMw0N+bui774MEx6vdTTSFyxEJUml23zQcbzYfRC7TB7O6KdG8M5b42l67zZe7L4X39hwQK3Dk6T6stXh0LkRnlj49/OlWrAQlSTVxEbHXs+UhkbWeuAUJv772bRjHusc6NlQSaq6Dp1ghx/DGw/ClLG1jkYCoH1rNBoR2wPfAyKlNLQ11iFJats6r7Emk/e5jv73HMq6Ux/kmcYD2L7fprUOS5Lq0/bHwchfw4PnwcaO0Vw3OnWFLb9f6yiWS6sUosB+KaXzI2JwRKydUprSMiEijgeOB+jTp08rrV6S1BZs2LQnT71yMhuN/z19D3LcUElqNV0aYdujYdRvYdxDtY5G1bJm/zZbiEZqhbtnRcSFLYUocGtlIVqpqakpPfvss1VfvySpbZkzexYdVulY6zAkqb7NmwfTF7pbrraqoV0+yLACi4jnUkpN8z/fWmdE742I88mFru92SdJiWYRKUgkaGmD1nrWOQgJaqRBNKY0CRrVG25IkSZKkts275kqSJEmSSmUhKkmSJEkqlYWoJEmSJKlUFqKSJEmSpFJZiEqSJEmSSmUhKkmSJEkqlYWoJEmSJKlUFqKSJEmSpFJZiEqSJEmSSmUhKkmSJEkqlYWoJEmSJKlUFqKSJEmSpFJZiEqSJEmSSmUhKkmSJEkqlYWoJEmSJKlUFqKSJEmSpFJFSql2K4+YArxZswCWrBH4oNZBqGrMZ30xn/XFfNYX81lfzGd9MZ/1pS3ks29Kae35n6xpIbqii4hnU0pNtY5D1WE+64v5rC/ms76Yz/piPuuL+awvbTmfXporSZIkSSqVhagkSZIkqVQWoov321oHoKoyn/XFfNYX81lfzGd9MZ/1xXzWlzabT78jKkmSJEkqlWdEJUmSJEmlshCVJEmSJJWqTRaiETE0ItovxXwHzvf4mIjYICI2johNF7HMiIi4NCIGVSlcImJgRCwwdo6WXpHzM4q/hy1k+oFL2c6IiDg7Ik6pcohqRUX+u0TEJRGRIqJry+dARIyOiG+2bN+1jlVLFhE/jIjzI+LvImLf4rmhEXFgRNxZPL4sIo6rbaQrj5bP2Ij4zTIss8Bn8RLmHx4Rp0XELsu4XD/fC9VV8fm5f0Q0LGxaxeNhxe8fF++Rv4+ILSPiiog4PSL+pZg+OSI6R8RhEXF9uf+RFiUizoqIIyPi/ojYNSL+JiL2iIgbIuIIt6+2IyK2KfrOMyLikXrI5xKLuRVdRJwKzAPaAY8C3wfWAv4ENEXE+8B3gReA/kAP4HVgWkTsB0wDHkkpjSmaHAX8EjgoIg4F+gGrAzcAPwVmAH8FtgOeAmZXzPM74ATgReDNivU2AlMi4kzgQ+AlYCdgErBdSumkar8udapzRKwJEBH9gX2AjVNKp5BzvTFwDXAKORdnA9OBm1NKYyvaWRuYWNkG8DPgJHKeTwA+BjqTt5G/UOQypXRva/+TWqTLgAuB7uQctXgQOA54oxZBabmsC0wGRgBDIuJ+oAt5u2sutuU2eaC0jbsCOA0gIg4HNiH3iT2Knw2AU8nb4QRgjeKg7bZAN+Ac4AHyZ2YHIMj968Pzrac5Ii7lq/3hRHLfujv5vfAL4CLgFWAcMDAiRqaUXqv6f71y2xZ4NCJactqteP74iBgAXAxsFRG7Ao0ppYtbFowIyPteLTcbeRg4iLx9f1BG8Fq8iOhCzsXawHPAgUDLfswUYEvgmZoEp+VxaErpPICI6EYd5LMeOvo+KaWrgd7AIOBK4JGK6f8HfAasUfx9B3lnB2D1lNJ1FUUo5A/la8g7tXuQE9sB2BW4FbinmO/TlNLN883zIfA+0HW+9QKsCXyQUrqkWAbg38gFaruv9xKsNH5DLhYBVi1+94iIltf4duAQ8uu/O/Ap8A7wzYo2RqWUzgC2qGyDvC10AI4l5+VbwEfkAwzz51K10Uw+6PM++eBTz+L5WcBYYKvahKVllVK6HHgMGEb+3DySXMAA3EXe1u+uSXArt1OBbYq/u5IPqO5WPP4P4EnydvYecB25CNkT+CfydtkLeJ5cvABcAuxY0f7bKaUryNvywvrD/ckF6TS+7Ee7AuOBJyxCW82m5IMHf6x4bji5/3wTGE0+wJ4iomNEnBsRewLTim15THGQeBIwAHirzOC1WC0HBjYj7wvdB+xbMX048Lc1iEvLZ/47zLb5fLblQnRIcXnlxIgYTO68RpA70u8Ac4v5epCLiI3IndpR5DMqANMj4sSI2KSi3efJxcixRXs9yEcJ/wIcTu4o55J3hJlvnu7AzGJdleuF3PE2RsTZ5KOGAJ+T31TxtV6JlcdH5B0UyIXkTPJr1wCQUhpH3iD/p/jpXEwbV9HGDhFxDrlznb+N28lnqCcD/00+sz6GBXOp2hgK7EW+GuF68tnsFjeTDz6oDYiI/YEDyNvVLcDp5G2O4rkTyNuoynUlcE+Rn03JfV3LfkJLf9VMPmt2ZPH8Q+QrSnoA7/Jl/9jye2H92/ss2B/OIx/oXa9YR8vy6xaPmyJi8yr9n8qGkK8geo18sP1Ivtx3qsxfI7m//KCYfw75AOBqEXE6ucCZWix3JfmAv1YMm6SULiLn+gcppUfIVzYAkFJ6A+hUq+C0zG4vLo0/AxhYD/msq+FbImJ14Ajy5UQXpJSmLmGRZW3/J+SEX5tSmlDNtlV7EXEW8FhK6elaxyJJUlkiomXf6T77QEllqatCVJIkSZK04mvLl+ZKkiRJktogC1FJkiRJUqksRCVJkiRJpbIQlSRJkiSVqn2tA5AkqVYiYihwGHk4oN2BkcC55HET1yaPy/Yj8jiXg1JK10bECeTxqncjDzfyCdCxWGYm0D6l9HBEDEsp/TwifgCsn1L6x2J9w1JKc6kQEfeQx90cDzxIHs9zKHnIjNVSSsMi4jby0FS9gEuL6RPIYyb/tWK9mwInkoc1+2NK6e2qvWCSJFWJhagkaWX3IHAc8Ebx+O2U0lURsQpwHnn8zAlA/2L6xsADFctfnVKaGxEXF23NryfwbjHE2KK8BOwCbE0em3Mv4IGU0siIODwitgJeK+Jaly/H8YRc/FZaC5gBPGQRKklaUXlpriRpZTcdGAtstYT5XirObr68mHlmAx2Kv1NE9C/aXQc4eAntfwasUcQTSwoamJZSuiKldHPlkymlkcAvgb0j4oClaEeSpNJ5RlSSJLgZOBW4DlgnIoYAPYB/JV+aC3Ab8AKwHdBYsezgiOgIPEq+PPeiiNgceB04HBicUvosIoYBc4EhETE7pXTNfDHcCKwKDAZGABdGxPZAl5TSrRFxfhHXF5fmRsRpwCxgDHBwRGxRxNhUxP9wFV4bSZKqLlJKtY5BkiRJkrQS8YyoJEklK75/ekTxsDmldHct45EkqWyeEZUkSZIklcqbFUmSJEmSSmUhKkmSJEkqlYWoJEmSJKlUFqKSJEmSpFL9P+9D6XAjHhL+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NolV1ze7+raq6Z5JPbDLfTyXZk+lSL8dV1RlJzl9qpQAAAKyFRT2i96+qNyY5OcmPJXnPwWbq7guSXLDk2gAAAFhDi74jet0kP5/kxUk+ufpyAAAAWHeLekRfkOQa3X1RVb1pREEAAACst02DaHd/cMPt96++HAAAANbdwsu3VNXRVXWtqrr8iIIAAABYb1u5fMtTk1yS5DOZhuoCAADAv9rCHtEkX0ry8SRXW3EtAAAA7ABbCaJvTXLTJG9bcS0AAADsAFsJolfr7scmOX7VxQAAALD+thJEbzT/PnmVhQAAALAzbCWIvquqnpLkXasuBgAAgPW31R7Ro5L8+IprAQAAYAfYyuVbvt7dZ6y8EgAAAHaErQTRf1dV188USJ+86oIAAABYbwuDaHfft6qOS1ID6gEAAGDNLQyiVfU7SU7MFER/buUVAQDZffp5213C2rjwnLttdwkAHGArQ3M/NP98ecW1AAAAsANsJYiel+QKSW6y4loAAADYAbYSRH8syclJvpHkv622HAAAANbdVoLoCd19+sorAQAAYEc4agvzXLeqzqmqs1ZeDQAAAGtvKz2iH+nu5668EgAAAHaErQTRH62q701yaXc/edUFAQAAsN62EkRf1N1vXHklAAAA7AhbCaKnVdUdk3xDjygAAACX1VaC6ClJrpnkUyuuBQAAgB1gK0H0aUn2JdmV5AmrLQcAAIB1t5XLt3y+u5+V5POrLgYAAID1t2kQraoTkvx/VfXMJO8eUxIAAADrbNHQ3Ccm+WqSNyTp1ZcDAADAuls0NPcFSS5JcmmSr6++HAAAANbdpj2i3f3hqvpId791VEEAAACst62cNfe2VfVDcR1RAAAAlmArQfSVSXYn+evVlgIAAMBOsJXLt9xhnu/2K64FAACAHWArPaInJLl2ppMWAQAAwGWyaRCtqjskuSjJX8R1RAEAAFiCRUNz75nkPyX5ie7+8oB6AAAAWHOLgujNkjwyye2r6qwB9QAAALDmFl1H9K6jCgEAAGBn2MpZcwEAAGBpNg2iVXXN+fc9quqWY0oCAABgnS3qEb1/Vf1wkh9Mcv8B9QAAALDmFgXR6yb5+SQvTvLJ1ZcDAADAutv0ZEVJXpDkGt19UVXtHVEQAAAA623RWXM/uOHuzZP8+UqrOczsPv287S5hrVx4zt22uwQAAOAwsGkQraqfSNJJKsmNhlQEAADAWls0NPfSfCuIvnKzGavqZ5LcKcm+edIF3f2Oy1ogAAAA62XRyYp+IMm1u/utSU4+1EzzmXW/NLd3cXefleSUQ8x7alXtraq9+/btO9gsAAAArLFFQfS4JLvm28dsMt+dk5yUafjuZvOlu8/t7j3dvWfXrl2bzQoAAMAaWjQ0d3eSrqqzklz5UDN193OTpKpOSHK5qjojyfnLKhIAAID1sSiInpnkAfPtly1qrLufdFkLAgAAYL0tGpr7uCR/nOQ1SR6/8moAAABYe4t6RD/V3f+YJFX1qQH1AAAAsOYWBdE7VtWJmS7fclKS562+JAAAANbZpkG0u+87X5ol3f3XY0oCAABgnW36HdGqemKm64f+4HwbAAAALpNFJyv6Yne/srv/MMmXRhQEAADAelv0HdETqup2mb4jeuKAegAAAFhzi3pEfyPJ8UmukuSM1ZcDAADAulsURN+X5C5JbpsplAIAAMBlsiiI3jXJR5J8MS7dAgAAwBIsCqK7kxybKYg6WREAAACX2aIgenqm74d+b5LHr74cAAAA1t2mZ83t7nseOK2q7t7dr19dSQAAAKyzRT2iB3P1pVcBAADAjvGvCaK19CoAAADYMbYcRKvqYfPNP1hRLQAAAOwAm35HtKr2B9VKckySdPfXVl0UAAAA62vTIJrkjCQ9ohAAAAB2hkVnzX1KVV05yX2S3HBMSQAAAKyzRUNzT0/yqSTX6u4zxpQEAADAOlt0sqK/S3JckutV1TED6gEAAGDNLRqa+8okqarrJXlMknNGFAUAAMD6WjQ096mZTlbUST40pCIAAADW2qIe0W9+L7SqTlt9OQAAAKy7RT2id55vXj7JtVZfDgAAAOtu0XVEv55pWO6XMl1TFAAAAC6TRUH0CknumCmMHpfkjSuvCAAAgLW2KIjerLufmCRV9fgIosB3Yffp5213CWvjwnPutt0lAAAszaIg+tWq2n+t0a+suhgAAADW36IgenySJ40oBAAAgJ1hURD9xIbbvcpCAAAA2BkWBdG/SPLl+XatuBYAAAB2gEVB9MeTnJTk/UleufpyAAAAWHdHbfZgd7+ou0/LdB3Rd48pCQAAgHW2aY9oVT0syfWSvC/JLYdUBAAAwFpbNDT3DUkujBMVAQAAsCSLgugD8+0h9KwV1gIAAMAOsOl3RJP853meo+bbAAAAcJksCqIPTnJ2kt9M8pDVlwMAAMC6WzQ0d193X5okVfXpAfUAAACw5hYF0VtU1VlJKsn3DagHAACANbcoiD5tw21nzgUAAOAyWxRE75ApgN4syY8l+ZGVVwQAAMBaW3SyorcmuVGS9ya59erLAQAAYN0tCqJ/kuTySU5KcubKqwEAAGDtLRqae8t867uhteJaAAAA2AEWBdEn5dtPUnTWwWaqqlsl+fEkJyT50jz5gu5+x2WuEAAAgLWyaRDt7qdspZHufndV/ViSY5P8U3c/e77sy3cE0ao6NcmpSXKd61znu68YAACAI9qi74huWXc/O8lFWXCZl+4+t7v3dPeeXbt2LWv1AAAAHCEWDc3dkqq6R5KTk1w5yTeq6owk5y+jbdjM7tPP2+4S1saF59xtu0sAAGCHWEoQ7e7XJXndMtoCAABgvS1taC4AAABshSAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDHb2MRqrqXklukuTySb4+T76gu9+xjPYBAABYH0vpEe3uP0ny9CRXT3Jxd5+V5JSDzVtVp1bV3qrau2/fvmWsHgAAgCPIUoJoVVWSJyV5WZLebN7uPre793T3nl27di1j9QAAABxBljI0N8mTk3xfpuG5x1XVGUnOX1LbAAAArJGlBNHufsoy2gEAAGD9OWsuAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMtbQgWlU3qarXVNUNqurJ889tltU+AAAA62FpQbS7/2eS1yS5WpKLu/usJKccOF9VnVpVe6tq7759+5a1egAAAI4Qqxqa24d8oPvc7t7T3Xt27dq1otUDAABwuDp6WQ1V1b9J8lNJbpDka1V1RpLzl9U+AAAA62FpQbS7P57k/stqDwAAgPXkrLkAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADDU0atotKp+JMkpSaq7z1zFOgAAADgyVXcvv9Gqs7r7yVX1iCSv6O59Gx47Ncmp892TkvzN0gvYeU5IctF2F8Eh2T+HN/vn8Gb/HN7sn8Ob/XN4s38Ob/bP8ly3u3cdOHElPaKb6e5zk5w7er3rrKr2dvee7a6Dg7N/Dm/2z+HN/jm82T+HN/vn8Gb/HN7sn9VbVRB9fVU9OVOP676FcwMAALBjrCSIdvc7k7xzFW0DAABwZHPW3PVgqPPhzf45vNk/hzf75/Bm/xze7J/Dm/1zeLN/VmwlJysCAACAQ9EjCgAAwFCCKAAAAEMJoitUVWdW1cITQlXVvQ+4/6CqukFVnVRVJx9imQuq6plVddcllZuqul1Vfcc1fnayeR8+dr599kEev/cW27mgqn6tqh6+5BL5Lsz789iqekZVdVUdv/91WlXvr6rr7X/9bXetO1FV/XxVPbmqfrWq7j5PO7Oq7l1Vfzzf/62q+sXtrfTItf9/WlW94LtY5jv+9y2Y/yVV9eiquv13udxu+3ZzG/5f3bOqjjrYYxvunz3//qV5n59RVT9cVc+pqsdU1X+aH/+HqrpSVf1sVb1w7DPaOarq8VX1gKr606q6Q1XdqaruUlUvqqr7+/vfXlV18/n489iqerN9NMbw64juVFX1qCTfSPI9Sd6S5N8nuUaSP0yyp6o+neQnkrw3yfWTnJjkQ0kuqap7JLkkyZu7+wNzk+9M8ttJfrqq7ptkd5LjkrwoyWlJvpTkI0luleQdSb66YZ7fT/LQJH+V5KMb1ntCkn1V9bgk/5zkfUluk+TjSW7V3Q9b9nY5Qlypqq6eJFV1/SR3S3JSdz880747Kcnzkjw807b9tSRfTPLy7v6bDe3sSvKxjW0kOT3JwzLtt4cm+VySK2V6bb49877p7tev+knuIL+V5KwkV8u0zfd7Q5JfTPLh7SiKJMm1k/xDkguSPLKq/jTJsZleF5+ZX2s+QL3snpPk0UlSVfdLcuNMx5QT558bJHlUptfJhUmuMn/oecskV03yhCR/lul/1OWSVKbj05sOWM9nquqZ+fbjyccyHZvumGnf/maSpyb5X0n+Nsntqupt3f3BpT/r9XLLJG+pqv376Krz9FOr6hZJnp7kplV1hyQndPfT9y9YVcn0XmT/SULelOSnM73+LhpR/E5TVcdm2ra7krw7yb2T7D+u70vyw0netS3Fsd99u/vXk6Sqrhr7aAgH9HGu092/m+TfJLlrkucmefOGx/8uyb8kucp8+48yvflKkuO6+/kbQmgyHYSel+lN810yvUgul+QOSV6R5HXzfBd398sPmOefk3w6yfEHrDdJrp7kou5+xrxMkrwsU0D9nsu2CY5YL8gUFpPkivPvE6tq/zZ7dZKfybQ975jk4iT/mOR6G9p4Z3c/NslNNraR6TV4uSQPzrSdfyzJZzN9YHDgvmE5PpPpQ5lPZ/pw6Hvn6V9J8jdJbro9ZdHd/1eStyY5O9P/qQdkCjxJ8ppMr8XXbktx6+VRSW4+3z4+0weSPzrf/5Mk/2+m18E/JXl+ptDyk0nOyfS6uWaS92QKO0nyjCS33tD+J7v7OZleawc7ntwzUyC9JN86Dh2f5O+T/KUQumUnZ/ow4A82THtJpuPPR5O8P9MHzl1Vx1TVE6vqJ5NcMr/WPjB/yPrxJLdI8omRxe8w+4P+D2Z6b3BekrtvePwlSR6yDXXxLQeevdU+GkAQXb1HzsMxP1ZVj8h08L0g0xuBOye5dJ7vxEyh40aZDsoPzNRjkyRfrKpfrqobb2j3PZnCy4Pn9k7M9Kno25PcL9OB/tJMb7RzwDxXS/LleV0b15tMbxxOqKpfy/QpaZJ8PdMLtC7TljhyfTbTG6ZkCpJfzrQtjkqS7v7bTP+s/nz+udL82N9uaOPfVtUTMr05OLCNV2fqcf6HJP9Ppp7yD+Q79w3LcWaSn8o0WuCFmXqn93t5pg8T2AZVdc8k98r0d/9fkzwm02si87SHZnoNcdk8N8nr5u19cqZjxf73A/v/338mUy/bA+bpb8w0guPEJJ/Kt44v+38f7Pjw6Xzn8eQbmT4o/f55HfuXv/Z8f09V/dCSnue6emSmETgfzPTh8wPyrfcSG/fHCZmONxfN838t0wduV66qx2QKRF+Yl3tupg/AWY0bd/dTM+27n+vuN2caeZAk6e4PJ7nCdhVHkuTV8/D1xya5nX00hsu3bIOqOi7J/TMNh/qN7v7CgkW+2/b/Q6YXz+9194XLbJvlq6rHJ3lrd/+P7a4FgCNHVe1/L3GeYwhwpBFEAQAAGMrQXAAAAIYSRAEAABhKEAUAAGAoQRQAAIChjt7uAgBgu1TVmUl+NtNlfO6Y5G1Jnpjp+ou7Ml077v/IdP3Lu3b371XVQzNdB/pHM12G5PNJjpmX+XKSo7v7TVV1dnc/qap+LskPdPfT5vWd3d2XZoOqel2m63H+fZI3ZLrO55mZLr1x5e4+u6pelekSUddM8sz58QszXbv4IxvWe3KSX850ubA/6O5PLm2DAcCSCKIA7HRvSPKLST483/9kd/9OVV0+ya9nuq7mhUmuPz9+UpI/27D873b3pVX19LmtA31vkk/Nl+46lPcluX2Sm2W6ZudPJfmz7n5bVd2vqm6a5INzXdfOt67vmUzhd6NrJPlSkjcKoQAcrgzNBWCn+2KSv0ly0wXzvW/u3fzrTeb5apLLzbe7qq4/t3utJPdZ0P6/JLnKXE8tKjrJJd39nO5++caJ3f22JL+d5H+rqnttoR0AGE6PKAAkL0/yqCTPT3KtqnpkkhOTvDjT0NwkeVWS9ya5VZITNiz7iKo6JslbMg3PfWpV/VCSDyW5X5JHdPe/VNXZSS5N8siq+mp3P++AGl6a5IpJHpHkgiRnVdWPJDm2u19RVU+e6/rm0NyqenSSryT5QJL7VNVN5hr3zPW/aQnbBgCWrrp7u2sAAABgB9EjCgCDzd8/vf989zPd/drtrAcARtMjCgAAwFBOVgQAAMBQgigAAABDCaIAAAAMJYgCAAAw1P8PugkD0F49QksAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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e/E9rjmfm8uS0OCxLl3QRERGp6FRERUSk1Ly9ZDsHjmfx3JAovJe/DOmHYcCb4OFZ/INbDYYLboCVbxGZ/SsP9m7OvPhEvvvlYKnnFhERkdKlIioiIqViW1I6E37cxRVt69DB7wCsGQftboI67Ur+JP1ehJpNYeod3N62Cu0bBPPMzE3sT8ksveAiIiJS6lRERUTE5QoLLZ6aFkegrydP9GsGsx8A/xrQc+Q/eyLvALj8Q8hKwWPWvbx+xXkAPPjNBgoKNaIrIiJSUamIioiIy337ywF+3nOcJ2NaEpzwBRxcD32eB7/q//zJwqOh9yjYNo+6O7/g2UGR/LznOB/8uNP1wUVERKRMqIiKiIhLpWTk8uLcLVzYoDqXN/eGxc9Cg25w3pXn/qQd/gtNesOCpxhaO5VLoyN4Y9E24g+muS64iIiIlBkVURERcamX5m0hPTuf54ZE4/h+BORlwYA3wJhzf1JjYMg48K2K+e5Wnh/QmOAAb+7/egPZeQWuCy8iIiJlQkVURERcZu3uFL5Zd4BbuzWieeYv8NvX0OV+54ZD/1ZgCMS+D8lbqLb8WV674nx2HDnJS/MS/v1zi4iISJlSERUREZfIzS/kqWlx1K7mx33d68KcB6F6Q+j2oOsO0qQndLoH1k2iW/4abuzcgMmr9vDjtmTXHUNERERKnYqoiIi4xMQVu9h+5CSjh0Ti//O7cGwHXPoaePm59kA9n4aI82HmPTzeJYimoYE8PGUjxzNyXXscERERKTUqoiIi8q/tT8nk7cXb6RcZziUhJ+HH1yAyFpr0cv3BPL3hsg8hPxffWXfxxhXRHM/M5anpcViWLukiIiJSEaiIiojIv2JZFiNnxONhDE8PbAlzHwYPb+j7YukdtGYT6P8K7FlO1J6PeKB3M+bGJTL1l4Old0wRERFxGRVRERH5VxZsSuSHrck80LsZEQfmw84l0HMEVIko3QO3vgYih8KS57mj0XHaNwjm6Zmb2J+SWbrHFRERkX9NRVRERM7ZyZx8npm5mZYRVbjxguow/wmIaA0X3lr6BzfGeVmYKrXxmHoLYwY3AuChbzZSUKgRXRERkfJMRVRERM7ZG4u2kZSezQuxUXguexFOJjnLocOjbAL4VYPLJkDafuqsGs4zgyJZuyeF8T/uKpvji4iIyDlRERURkXMSfzCNj1buZlj7erTx3AM/T3CuhNa+oGyD1OsI3R+HuG+4zGM5MVHhjFm0lfiDaWWbQ0REREpMRVRERP6xgkKLp6bHExzgzaO9m8LsByAgxHluqB0uehjqdcbMfZiXLg6gur83D3y9gey8AnvyiIiIyFmpiIqIyD/2xdp9bNyfyvBLW1F186dw6Ffo+wL4VrUnkMMDho4HhwdV597Ja5e1YvuRk7w8P8GePCIiInJWKqIiIvKPHEnP5pX5CXRpUoPBjR2weBQ06gFRl9kbrFpdGDQWDv3CRQfGc0On+ny0cg/Ltyfbm0tERET+h0uKqDGmiTFmhDHmdmPMyKKPjq54bhERKV+en7OFnLxCRg+Owix8CvJz4NLXnbvY2q3VYLjgBljxJk+2TKZxSAAPT9lIamau3clERETkDK5aEb0eOA5UBdItyxoF9HfRc4uISDmxYvtRZmw4xJ0XN6bRibUQ/x10exBqNLY72u/6vQg1m+Iz87+8M6Q+x07m8tT0eCxLl3QREREpL1xVRKsC3wHewFn37C9aNV1njFmXnKxxKRGRiiI7r4ARM+JpUMOfO7vWhjkPQXBj6HK/3dH+yDsALpsEWSm0XPMED/RqypzfDjN9w0G7k4mIiEgRVxXRz4C7gGAgwBgzApj7V3e0LGu8ZVntLMtqFxIS4qLDi4hIaXt/2U52H81g9JAofFe/DSm7nCO5Xr52R/tfEedBr2dh2zzuDPiBdvWrM3L6Jg4cz7Q7mYiIiOCiImpZ1s+WZY2wLOshy7KetSxrtGVZq13x3CIiYr/dRzN474edDDq/Ft2qp8GKMRB9BTTuYXe0v9fxTmjSG8fC4bzT0wcLeOibjRQUakRXRETEbto1V0REzsqyLIZPj8PHy8HwS1vAnAfB0w/6PG93tLMzBoaMA9+qhC+6m2f7N2LN7hQmLN9ldzIREZFKT0VURETOaubGQ6zccYxH+zYndO8c2L0Meo6AoDC7oxUvMARi34fkLQxNfp9+keG8vnArmw6l2Z1MRESkUlMRFRGRv5WWmcfo2Zs5v241hp1fFeY/AbUugHY32x2t5Jr0hE73YNZN5NXoA1Tz9+aBrzeQnVdgdzIREZFKy9PuACIiUn69ujCBlIxcJt/UHo8fRkHmUbhmCjjOukF6+dPzadiznKAF/8db/Wcy7Ov9vDJ/KyMHtrI7mYjIOcsrKCQjJ5/07HwycvM5mZ3PyRznx6nbT33tvL2AFuFB3N2jid3RRVRERUTkr/267zifr9nHTZ0bEmXtgJ8nQYf/Qq3Wdkf75zy9nZd0+eAiOm98khs6Ps+HK3dzSYtQujataXc6EalECgqtP5TD9Owzi+LvZTIjJ5/0U/c7o2CeWTJz8gtLdEw/Lw8CfT2xLIvZvx3iirZ1CK1SDnc8l0pFRVRERP5HfkEhT02LJyzIlwd7NYKPe0NQOPR40u5o565mU4h5BWbew/CLF7EipB0PT9nI/Pu7Uc3f2+50IlKOFRZaZOTmk5FTwMmcvKLy6Pz6ZE4BJ7PzyMgtKFqBzCMjp+APBfNUqTyZnU9WCU8L8PF0EOTrSaCPJwE+zs/hVXwJ9HX+OsjnjO8V3S/wT18H+HgS4O2Bp4fzbLztSen0fuNHFmxK5LpODUrxd0ykeCqiIiLyPz7+aS+bD59g3DUXELhxMiT+BldMBt8qdkf7d9pcCzsX47XsBT4YOJV+3+YwfHo8Y69ugzHG7nQi4kKWZZGZW/A/K4vpOX+9Annq6z+PuDpvK1l59PZwnC6Cp8pizUBvGtQMINDHo6ggehHg40GQ7+8F88yvTz3Wy8P1W7k0DQuiSWggc+NURMV+KqIiIvIHh9OyGLNwKz2ah9CvXiG8+xw06QWthtgd7d8zBga8CQfW0+TH+3jk4o95cckherUMY0ib2nanE6n0LMsiO6/wf0ZQT4+x/tWoalF5/MOIa9FtJblssKfDOFcZvT1Pr0BW8/emTrA/gd7/u9p4qmD+uUQG+Hjg41n+z5/vHxXOOz/s4OjJHGoG+tgdRyoxFVEREfmDZ2duJr/QYtTgKMyCO6EwD/q/6ixx7sCvGlw2AT6K4bb091hY/yZGzIjnwobB1K7mZ3c6kQopJ7/gb8vhyT+Ux4LfR1dz8p0jrTkFfzj/saAE7dFh+J9R1CBfT2pV8yXgL8rjmSuNf16B9PF0VKqJiJjoCN5esoOFm5IY1qGe3XGkElMRFRGR0xZvSWL+pkQe6ducusdWwubpcMlwCG5kdzTXqtcRuj+OY+kLfNC7G90XhPLQNxv44taOOByV5wdSkeIkJJ7gu/UHThfKP4+ynlqBzCsovjwaA4He/3tOY2iQr3OV0de5qhjo41X0fY/fx1iLbjv1ta9X5SqPrtQiPIgGNfyZF39YRVRspSIqIiIAZOUWMHLGJpqGBnJbxwgYfxnUaAqd77M7Wum46GHYtZSay57glUu+4e75KUxcsYvbL2psdzKRciH+YBrDJqwmO6+Qav5efyiP9QL8/zCqenqV0ft/VyBPjbv6eXnojZ5ywBhDTHQE43/cxfGMXKoHaLM2sYeKqIiIAPD2ku0cTM3i69s74v3TG3B8D9wwCzzd9BwihwcMHQ/vd6H/9hHEtHyB1xZso1vTEFpGVPBNmUT+pS2HT3DtpDUE+Xox576O1A32tzuSuFD/qAjGLd3Joi1JXNmurt1xpJJy/XZcIiJS4WxLSmfCj7u4om0dOgQdgxVvwnn/gYYX2R2tdFWrCwPfxhxcz5iQOVTx8+L+rzaQXcLLK4i4o+1J6Vw7cQ2+nh58cVsHlVA3FFW7CnWq+zEv7rDdUaQSUxEVEankCgstnpoWR6CvJ0/EtIA5D4K3P/R5zu5oZSNyCFxwPX5rxzKhWwZbk9J5bcFWu1OJ2GJn8kmunrAGh8Pwxa0XUn/NszChJxTqzRl3Yoyhf3QEK3YcJS0rz+44UkmpiIqIVHLf/nKAn/cc58mYlgTvnAZ7lkOvZyEwxO5oZaffS1CzKW1+fpTb21Vh4ordrNpx1O5UImVqz9EMhk1YDVh8eeuFNPrpSVj7ARxcB3tX2h1PXKxfVDh5BRZLEpLsjiKVlIqoiEgllpKRy4tzt3Bhg+pc3ioAFjwFdS6EC26wO1rZ8g6AyyZBVgqP5bxLo5r+PDRlI2mZWimQymF/SiZXT1hNbn4hn998IU1+egJ+/RS6/B94+cOmaXZHFBdrXacaEVV9mRuXaHcUqaRUREVEKrEX524hPTuf54ZE41gyCrKOw4A3wFEJ/3mIOA96PYvH9nl8el4cyek5jJgRb3cqkVJ3MDWL/4xfTWZuAZ/d3I7mqx+DDZ/DxU9A71HQrB9sngkF+XZHFRdyOAz9osJZti2Zkzn6s5WyVwl/0hAREYA1u44xZf0Bbu3WiOZ5W2D9R9DxTgiPtjuafTreCU16U3vt8zzb0TBz4yFmbDhodyqRUnM4LYurx6/mRHYen93Ulsg1j8FvX0GP4XDx4847RcZC5lHYu8LesOJy/aMjyM0vZEnCEbujSCWkIioiUgnl5hcyfHo8tav5cV+PBjD7AahS+/cfPCsrY2DIOPCpwrD9z9Cxrh/Dp8dzMDXL7mQiLnfkRDbDJqwhJSOXT268gOi1j0DcN9BzJHR/5Pc7Nu0NXgEaz3VDbetVJzTIR7vnii1UREVEKqGJK3ax/chJRg+JxP+XiZAUDzEvg0+Q3dHsFxgCseMwyQlMCJ9OYaHFw99spLDQsjuZiMskp+dw9YTVJJ3I5uMbWtPm50cg/jvnRmXdHvrjnb38oHmMxnPdkMNh6BsZztKtyWTm6s9WypaKqIhIJbM/JZO3F2+nX2Q4l0TkwQ8vQNO+0GKA3dHKjya9oNM9BMV9zPsXJvLTrmNMWrHb7lQiLpGSkcu1E9dwMDWLyde3pu3PDztXO/s8B13v/+sHRcZCVgrsXlamWaX0xUSHk5VXwLKtyXZHkUpGRVREpBKxLIuRM+LxMIanB7WC+Y+DVQj9X3GOpcrveo6E8PPouvkZrmzm4NUFW9ly+ITdqUT+ldTMXK6ZuIY9xzL48Nrzab/uIdgyE/q+AJ3v/fsHNukF3oEaz3VD7RsEUyPAm7nx2j1XypaKqIhIJbJgUyI/bE3mgd7NiEhcBltmQfdHoXoDu6OVP54+cPmHmPwcnrfeoZqvgwe+3kB2XoHdyUTOSVpWHtdNWsvOIyeZcM15dP7lYUiYDf1ehk53n/3BXr7QvL/z74wCXdbInXh6OOgTGc6SLUn6+03KlIqoiEglcTInn2dmbqZlRBVuvDAU5j4CIS2g0z12Ryu/ajaFmFfw2r+CLyPXkJCYzusLt9qdSuQfS8/O44YP15KQeIIPhkVx0a8PwtY50P816Pjfkj1JZCxkp8Iujee6m5iocDJyC1i+/ajdUaQSUREVEakkxizcRlJ6Ni/ERuG54jVI2weXjgFPb7ujlW9troXIWBrHv8Vj0SeZuGI3q3bqhzWpODJy8rnxo5+JP5jGuKsi6bHhQdg23/n/f/vbSv5ETXqCTxWN57qhTo1rUNXPS7vnSplSERURqQTiD6YxedVuhrWvRxvfRFg1FlpfAw262B2t/DMGBrwJQRHckfwCrYIND3+zkbQsjSdK+ZeZm89Nk39mw/5U3rmyFb1+exC2L3T+N33hLf/syTx9oMWlkDAL8nNLJa/Yw8vDQZ9WYSzakkROvsZzpWyoiIqIuLmCQounpsURHODNo32aw+wHnZdp6T3K7mgVh181uGwijrR9fBr+DUnpOYycEW93KpGzys4r4NaP17FuTwpvXtacfr/dDzsWw6Cx0O6mc3vSyFjIToNdS10ZVcqB/tERpGfns2rHMbujSCWhIioi4ua+WLuPjQfSGH5pK6pumwL7VjlLaEBNu6NVLPU6QvfHCN45jXejtjNjwyFmbjxkdyqRv5SdV8Btn6zjp13HeCO2GQPjH3CWx8HvwgXXn/sTN+oBPlU1nuuGOjepQZCvJ3M1nitlREVURMSNHUnP5pX5CXRpUoPBzXxh4XCo2xFaX2t3tIqp28NQrxN997xCTK0shk+L41Bqlt2pRP4gJ7+Auz7/heXbj/LaoCYM3vwA7P4RhoyDNtf8uyf39IaWAyBhDuTnuCawlAs+nh70aukcz80rKLQ7jlQCKqIiIm7s+TlbyMkrZPTgKMz3T0POCRgwBhz66/+ceHjC0AkYhwdver0DhXk8PGUjhYWW3clEAMgrKOSeL35lScIRXh7YiMsSHoS9K2HoeGh9tWsOEhkLOWmwc4lrnk/KjZiocFIz81i9S+O5Uvr0k4iIiJtasf0oMzYc4s6LG9MoKx5+/RQ63gVhkXZHq9iq1YWBb+OT9CtfNv2BVTuP8eHK3XanEiG/oJD/++pXFm1O4vn+Dbhq64POUfyhE+C8K113oIbdwbeaxnPd0EXNQgjw9mBuXKLdUaQSUBEVEXFD2XkFjJgRT4Ma/tzZrR7MfgCq1oWLH7c7mnuIHAIXXE+rnZO4p8EhXlmwla2J6XankkqsoNDiwW82MjcukWf71uWa7Q/C/jVw2SSIvty1B/P0hpYDIWEu5GW79rnFVr5eHlzSMoyFmxIp0KSHlDIVURERNzRu6U52H81g9JAofNd/AEc2Q8wr4B1gdzT30e8lTM2mPHDyNer6ZPJ/X/2qyx6ILQoKLR6ZspGZGw8xoldtbtj5EBxcB5d/CFFDS+egkbGQmw47F5fO84ttYqLCOZaRy9rdKXZHETenIioi4mZ2JZ9k3NKdDDq/Ft1CsmDpS9D8UmjR3+5o7sU7AC6biEdWCl+FfU5C4gnGLNxmdyqpZAoLLZ6cGsfUXw/yeI9a3LL7ITj0C1wx2blyX1oaXgR+wRrPdUMXNw/B18vBvHjtniulS0VURMSNWJbFiBnx+Hg5GD6gJcx7zPmNmJftDeauIs6HXs8QcmgxbzVez/jlu/hppzb5kLJx6v/3r9ft55GLwvjv3gfh8Ea48hPn6Gxp8vByHmPrPMjTztHuxN/bkx7NQ5kXn6iN2KRUqYiKiLiRmRsPsXLHMR7t25zQg4th61zneaHV6todzX11uBOa9GJQ0ntcXO0oD32zgbSsPLtTiZuzLItnZ23m8zX7uL9LTe7a/xAkxcNVn0KLS8smRGQs5J6E7YvK5nhSZmKiI0hOz2H9vuN2RxE3piIqIuIm0jLzGD17M+fXqcqwNjVg7qMQ2sq5U66UHocDhozD+FThPd93SU1P5+kZ8XanEjdmWRbPz9nC5FV7uLdjMP938GHMkc1w1efQPKbsgjToBv41NJ7rhi5pEYq3p4O5cRrPldKjIioi4iZeXZhASkYuz8dG4/HjK3DiAAx4wzlCJ6UrMBRix+F3fCtf1J/N9A2HmLXxkN2pxA1ZlsUrC7YyccVu7rywKg8efhiTvBX+8yU061O2YTw8oeUg2DYfcjPL9thSqgJ9PLmoaQjzNZ4rpUhFVETEDfy67zifr9nHjZ0bEuV5AH56Fy64Hup1tDta5dGkF3S6h9aHp3BbaAJPTYvjcJrOnRPXeuP77YxbupPb2gbxaNIjmGM74OovoWkvewJFDYW8TNi+0J7jS6npHx3O4bRsNh5ItTuKuCkVURGRCi6/oJCnpsUTFuTLg72bOK8Z6lcNej1rd7TKp+dICD+Px3PHUr3gGA9P2ajVBHGZsYu38/bi7dzUOoAnkx/DpOyGq7+CJj3tC1W/CwSEaDzXDfVsGYaXh2FefKLdUcRNqYiKiFRwk1ftYfPhEzw9sBWBm750XsS+92jwD7Y7WuXj6QOXf4hHQQ5fh07mpx3JfLRqj92pxA2MW7qT1xdt4/poP0YeewxzfA8M+xoa97A3mMMDWg2GbQsgN8PeLOJSVf286NqkJnPjDmNZekNNXE9FVESkAjuUmsWYRdvo0TyEfg094funnSsUrYfZHa3yqtkUYl4m/NgaXgn/gZfnJ7A1Md3uVFKBTVy+i5fnJ3BNpA/PHn8Mk7ofrpkCjbrbHc0pMhbys5xlVNxKTFQEB45nEX/whN1RxA2piP6dlF0w5yFY9yHs/1nv8olIuTRq1mYKCi1GDY7CfP805KTDpWPAGLujVW5troNWQ7jsxMd09N7N/V9vICe/wO5UUgF9vGoPz83Zwn9aePLc8ccwJw7Btd9Cg652R/tdvU4QGAabptqdRFysd6swPByGefHaPVdcz9PuAOXVnm3xhKz7ggDLuQuchSG3Sn08IqLxjIiG8CgIi4Jq9fQDn4jYYvGWJOZvSuSRvs2pe+IX2PA5dH0QQlvYHU2MgYFvYQ6u5/3892h/+GnGLNrGEzEt7U4mFcjna/by9MxNXNHMwYsnnsCcPALXflf+NiE7NZ77yyfON8N8guxOJC5SPcCbzo1rMDfuMI/0bY7Rz7ziQiqifyOlVjceC/uOnGO7CcnYQUuzjxbH99EydS31t87GgXNWPscjkIxqzTHhUQTWOx+v2udDaEvwDrD5FYiIO8vKLWDkjE00DQ3kts51YMIw5xtjFz1idzQ5xa8aXDYR/49i+CR8Cpf96E+P5qF0bFTD7mRSAXzz836emhbPZU3glfQnMBlH4bqpULe93dH+WmQsrB3vHM+NvtzuNOJCMVERPDktjoTEdFpGVLE7jrgRFdG/cUG96nz9385AZzJz89lzNJM9xzKYezSDg0nJWEmbCUpLoE7Oblom76XF0W/w2vQxAIUYUrxrc6JqcwpDo/Cvdz41Gl+AT40GWj0VEZd4e8l2DqZm8fXtHfFe+y4c3QrDvgFvf7ujyZnqdYTuj3HB0he5pUorHvrGj3n3d6OKr67tKn9v6i8HeGzqbwxpWMirJ4djslLg+ulQp53d0f5e3Y4QFOHcPVdF1K30iQxj+PQ45sUdVhEVl1IRLQF/b09a1apCq1qn/udrAnQC4ER2HnuPZvLD0XRSDu6g4HAcfikJhGZup0lSPI2SF8Mm56NO4s9B70akVmlGXkgkfnXOo2ajNtQOrYGnh07XFZGS2ZaUzoQfd3FF2zp0qJ4OX7wKLQdCs752R5O/0u1h2LWUJw5P4PuM+jwzI5gxV7W2O5WUUzM3HuLhKRsZWC+PMZkjcOSkOUto7bZ2Rzs7hwNaDXHurZF9AnxVWNxFzUAf2jcMZl58Ig/2aW53HHEjKqL/UhVfL6LrVCW6TlVoXQe4+PT3UjNz2Xj4CKl7NpB7KB7fY5upcXIbUclzCTg6FbZAoWXYQzj7PBuSEtiMnJot8a59HiG1m9AwJJBa1fzwcGgVVUScCgstnpoWR6CvJ0/EtIAZ1zrPz+r3st3R5O94eMLQCXiM68KXwRPo9utj9GwZxqXnRdidTMqZeXGHeeDrDcTUyeXNrOE4ck/C9TOgVhu7o5VMZCysGQfb5sN5V9qdRlyof3QEI2dsYntSOk3DdA6wuIaKaCmq5u9NtcZ1oHEdYMDp263CAlIO7SBl56/kHNyI19HNtErfRmjaKkgDdsIJy58tVj2WWvVJDmhCVnArPMNbUSesBg1rBNAwJICwIF8cKqkilcq36w/w857jvHLZeQTvWwDbF0LfF6BqbbujydlUqwuD3iJiyo28WH02T07zo2396oRX9bU7mZQTCzclcu+Xv9I3IpOxOSNx5GXCDTMh4ny7o5VcnQuhSm3neK6KqFvpGxnO0zM3MS8+UUVUXMbYeYHadu3aWevWrbPt+OVOTjpW0mbS924ga/8GHMmbqZK2DZ9C5869hZZhtxXOFqseCYX12OlowMnqLQio2YAGIYE0rOlPw5qBNKjpT0igj3Y2E3EzKRm5XPL6UpqGBvL1DVE43usA/jXg9qXOVTcp/2bcg/XrZ9xUMJyCBt34+Kb2ekNR+CHhCLd/uo6eoSd5L/9pHPnZzhIaHm13tH9u/pPw8wR4ZAf4VrU7jbjQFe+vIj07n/n3X2R3FKlgjDHrLcv6n5Pc9ZNLeeIThKnXgSr1OnD6zIrCQkjdC0nxmMNx1DoYR62keAacXOP8/glIPxHAlh112VxYj++s+mwprMdBr/qE1wymQc0AGtYIcH4u+qju76WSKlIBvTh3Cyez83luSDSOZS9C+mG48hOV0Iok5mXMvtW8d/IDumyvzcc/hXJTl4Z2pxIb/bgtmTs+W88lIWm8l/cMjsI8uGGW8zJxFVFkLKx+FxLmQuur7U4jLhQTFcGo2ZvZfTSDhjV1dQj59/TTS3nncEBwQwhuiGk5EL9Tt+ekQ9JmSIojKGkTFybG0S5pJY68hQAU4iDxRG22ptXll811mFvoXEU9RA2q+HrRsKaznDaoEUCjEOfnBjUDqOqnnRxFyqM1u44xZf0B/tu9Mc2t3bDmfWh7I9S90O5o8k94B8Dlk/Cb2IsPq3/Cf+ZVpUuTmjTTqFultGrHUW77ZB3dg48zLu9pHFYh3DAbwlrZHe3c1WkHVes6x3NVRN1Kv6hwRs3ezLz4w9x1cRO744gbUBGtqHyCoF4H5wdgAFNYCKl7IDEeR9ImaiXFUyspnh7HV51+WI5nEId8GrMtuz6/7KjD0t/Ceb+wLjl4AxAc4E2DGv6nV1IbnlFSA330n4uIHXLzCxk+PZ7a1fy475JG8EkM+FWHXk/bHU3ORcT5mF7P0GbBk9zoFcn9XwUx/e4ueHtq9/TKZM2uY9zy8Tq6VTvKB/nP4jAGbpwDoS3sjvbvGAOtBsOaDyDruPPvKnELtar50bpuNebFJaqIikuoWbgThwOCGzk/Wg36/fbsE3BkMyTF45MYT8OkTTRM+p6++RngDZZxkBHYgCS/xuxwNGRjbm1WbI9g6i8BOCuuU0iQT9GYr/Nc1IY1/U+vqvp6eZT96xWpJCau2MX2IyeZdEM7/OM+g4PrIHa8fsCryDrcCTuX8OjuT/ghsQljFoXweEwFLyBSYuv3pnDT5J/pHJTE+MJROBwezpXQkGZ2R3ONqKHw0zvO8dw219idRlyof3Q4L8xNYH9KJnWDdd1q+Xe0WVFlVVgIx3dD0iZIind+Toxzno9axPKtRmb1FiT7N2W3ZwPi8uuy5mQoW48VcPRkzh+eLqKq7+mV00Y1T52T6k/dYH98PFVSRc7V/pRMer+xjIubhfJ+bF14px2En+c8h0zneldsJ4/AuC4k5gdy8YmRfHzbRXRoVMPuVFLKNuxP5dqJa2jvf5iJjMLh4QU3zoaaTe2O5jqWBW+dBzWbw7Xf2p1GXGh/SibdXvmBJ/u34PaLGtsdRyoIbVYkf+RwQI3Gzo+/Wj1NjMMkbSIgKZ6AfVNpkJdBDwDjgBpNyGvaipSAZuzxasimgnrEpwew+1gm8+MPczwz7/fDGOcoR8OildNTGyY1qBlAnep+eHloFE3k71iWxcgZ8XgYw9ODWsHC/4PcTLh0jEqoOwgMhSHjCP/8Ml4I+IYHv6nKvPu7UcVX5+q7q/iDaVw3aQ0X+h1kojUah5evs4TWcLMf6I1xblr007uQmQL+wXYnEhepG+xPVO0qzItPVBGVf80lRdQYcyPQCNgAnNrmbaFlWatd8fxShnyrQL2Ozo9TTq+enlo5jcfr8C+EpU4nDOgAzhHBsCi4MJLM6i3Z79OYrQW12Hm8gN1HM9hzLIPpGw6Snp1/+mk9HYY61f3+sKPvqbJaq5ofHrqkgVRy8+MT+WFrMsMvbUlEys/w29dw0SPuM74n0LQXdLyboavfZV5WS56ZGcyYK1vbnUpKweZDJ7hm4hraeu9nIs/h8PZ3Tja4Wwk9JTIWVr4FCXPgguvsTiMuFBMVwasLtnIoNYta1fyKf4DI33DJaK4xZijQEtgFhFuW9YYxZpRlWSP/4r63A7cD1KtXr+3evXv/fBepKLLTinbujXd+JMY7V1PznNc9da6eNoWwSAiPwgqLIjWoGbtyqrD7WBZ7jmaw+1gGu5OdRTUzt+D0U3t7OKgb7PeHFdRTl6EJr+Kr6+6J2zuZk0/P15cSHODDrP+2w3N8NyjMg7tWg5f+4Xcr+TkwsRdZR/dy8cnnefqaXvSPjrA7lbjQ1sR0rp6wmvMcu5nkeB4P3yBnCQ1240v3WBa83dq5b8V10+xOIy60K/kkl7y+jJEDWnFzVzf+b1hcplRHcy3Lmlp0kA+ALcXcdzwwHpzniLri+GIT36pQv5Pz45QzV08TiwrqwXWwaSoGqA609atO27Ao5wpqyyi4OBIrpB3JWeb06unuo5nOono0g+Xbj5KTX/j7Yb0c1A8+o6DW9D+9khoS5KNrpIpbGLNwG0fSc3j/2rZ4rn4Hjm2Ha75TCXVHnj5w+Yf4fnAR44MmcOPUENrWr05YFV+7k4kL7DhykmsmriaanUxyvICHb1XnOG71+nZHK12nxnNXvg0ZxyBA5z+7i0YhgbQID2Je/GEVUflXXDWa2wdoBxwBgowxI4C5rnhuqWD+cO7p4N9vP3P1NDHOOeL7y8enV0+N8SC0RhNCw6PoEBYFjaOgSxQERVBoQeKJ7NMrqM6Cmsn2I+ksSThCbsHvJTXA24P6RZedObWCeqqoBgd4q6RKhRB/MI3Jq3YzrH092gSkwI+vQqshzjFOcU81m2JiXub8mfdyTeF0Hp5SnY9vaq/pjwpu99EMhk1YTaS1nQ89XsTDr7qzhFarZ3e0shEZCyvegIRZzusei9voHx3BG99v48iJbEL1ppmcI+2aK/YpLIDje4qK6e/nn5K27/f7+AUXjfZGOz+HRUFIC/By/qVXUGhxKDXrjJXUjNMrqfuPZ1FQ+Pt/3yFBPrwQG03vVmFl/EJFSq6g0GLoeys5mJrF4ge6U3Xqf2D/WrhnLVSpZXc8KU2WBVNupHDLbGKzRxI7YBA3dtFqQ0W191gGV32wmhb5W5jk+RIeATWcl2ipVtfuaGXHsmBsW+drvn6G3WnEhbYnpdP7jR8ZPTiS6zo1sDuOlHPaNVfKH4fH76unkUN+vz0rtWjn3vjfzz9d9xHkZzm/bzyc29yHReERFknd8GjqhkdxUdP6f9hJNK+gkAPHs04X06m/HuC2T9Zx18WNebB3Mzy1Y6+UQ1+s3cfGA2m8eVVrqu6ZAzsXQ7+XVUIrA2Ng4FuYg+sY7/E+MfPq0qVJTZqGBdmdTP6hA8czGTZhDc3zNjtLaGCos4RWrW13tLJ1ajx3xRjIOAoBNe1OJC7SNCyIJqGBzI1LVBGVc6YVUakYCgsgZTckxf2+cpq06X9XT8OLzj0Ni3J+XbP56dXT7LwCnp21mS/X7qNz4xq8fXUbagb62PSCRP7XkfRser6+jPPqVOWza1ti3mkPQWFw6xLw0PuGlcben7Am92cOXRlX/VGm3dUFb0+9cVZRHErN4qrxP9EoM44PvV7Go0qEc2OiyvpmUmI8vN8FBrwB7W62O4240JiFW3nnhx2sfaqXfp6Ss9KKqFRsDg+o2cT5ERn7++1Zqc5CmrTp95L6P6unzSAsEt/abXlx4M1cUK8aw6fHM+DtFbx7zQW0rV/dlpck8mfPz9lCTl4howdHYX4YDSeT4OovVEIrm/qdMBc9yoBlL7EoMYo3vw/h0X4t7E4lJZB0IpthE1bTOGMjk7xewaNKbec5oUHhdkezT1ikcwf9TdNURN1MTHQEby/ZwcJNSQzrUEnOexaX0lusUrH5VYMGXaDD7TBoLNy2BJ48CPesgysmQ9cHoHoD2L8GFjwBH8VwRVPD1Ls64+3p4KoPfmLyyt3YORkgArB8ezIzNhzizosb0yhvO6wdDxfeArXb2h1N7HDRI1C3Iy/7TmbOslX8vCfF7kRSjCPp2Vw9YTUN0n9hktfLeFSrCzfOqdwlFH4fz92zAk4esTuNuFCL8CAa1PBnXvxhu6NIBaUiKu7HUXQOaWQs9BwBw76CB+Lhqs/g6Hb4oDuRORuZdU9XujcL4ZlZm/m/rzaQmZtvd3KppLLzChgxPZ4GNfy586IGMPsB8K8Jl4ywO5rYxcMTLpuAj5cn7/mN4+Gv1pGenWd3Kvkbx07mcM2ENdRP/dm5Elq9QdFKqDbHA5z/HluFsFkbFrkTYwwx0RGs2nmM4xm5dseRCkhFVCqPlgOdK6b+wfDJEKpu+IAJ17Xlkb7Nmf3bIYa8u5KdySftTimV0LilO9lzLJPRQ6Lw3fgxHPoV+r3oXPGXyqtaPcygt4ks3MaVJz/j2Vmb7U4kf+F4Ri7XTFxD3eOrmeT9Kh41GjvPCQ0MtTta+RHa0rlnw6bpdicRF+sfFUFBocWiLUl2R5EKSEVUKpeQZs4y2qI/LHwKx9RbuLtLBJ/c3IGjJ3MZ/M5K5sVpxETKzq7kk4xbupNB59eiW3ghLB4FjS6GqMvsjiblQWQstLmOuzxncvDXBczXCFy5kpaZx7WT1lDr2Comer2Go2bTohIaYne08uXUeO7elZCeaHcacaGo2lWoU91PPzvJOVERlcrHJwiu/BR6Pg2bp8PEXnQNTmP2vV1pEhrInZ//wvNzNpNfUGh3UnFzlmUxYkY8Pl4Ohg9oCQuehPwcuHTMHy5FJJVczMtQowljfd/npe9WceREtt2JBDiRncf1H64h4shyJni9jiO0ubOEBtSwO1r5FBkLWLB5pt1JxIWMMfSPjmDFjqOkZen0AflnVESlcjIGuj0I13wL6YdhfA9qHfmRb+7oxPWd6jNh+W6GTVyjH/ikVM3ceIiVO47xaN/mhB5ZBfHfOjfYqtHY7mhSnngHYC6fRA3SGV74Hg9P2agN1mx2MiefGz9cS+jhpYz3HoNHWEu4fqbz1A/5a6EtILSVc/dccSv9osLJK7BYkqDxXPlnVESlcmvSE25fBtXrwxdX4r3iFUYNbMWbV7XmtwOpXDp2BWt3a7dKcb20zDxGz97M+XWqMqxtGMx5CIIbOYuoyJ9FnI/p/Qy9zDrq7fqST37aa3eiSiszN5+bP/qZmgcX84H3mzjCo+D6GSqhJREZC/t+ghOH7E4iLtS6TjUiqvoyN05j1/LPqIiKVK8PtyyE8/4DS1+Er65mSIsApt/dhUAfT66esJqJy3dpBUJc6tWFCaRk5PJ8bDQeq96ClF1w6evg5Wt3NCmvOtyJ1bgnI70/Z8rchew4km53okonK7eAWyavo/r+Bbzv/TaOWufBddPBT9ejLpFWQ9B4rvtxOAz9osJZti2Zkzm6AoGUnIqoCICXH8S+D/1fgx3fw4QetDAHmHFPF3q1DOW5OVu4+4tf9BesuMSv+47z+Zp93Ni5IVG+R2H56xB1OTS+xO5oUp45HJjY9/H0q8Ibnm/z6FdryM3XuexlJTuvgNs/XUe1vfMY5z0WR+3WcN007W79T4Q0g7Ao2DTV7iTiYv2jI8jNL2RJgq4VKyWnIipyijHQ/jbnBchzM2BiT6rsmMn717bliZgWzI9PZNA7K9iepFUIOXf5BYU8OS2esCBfHuzdFOY8CJ5+0PcFu6NJRRAYiiP2A5qyn0FHPuCtxdvsTlQp5OQX8N/P1lNl12ze9R6Lo05buHYq+Fa1O1rFEzkE9q+BtAN2JxEXaluvOiFBPto9V/4RFVGRP6vX0XneaHg0fHszZuFw7uhan89v7ciJrDwGv7uSmRt1foucm8mr9rDl8AmeHtiKwO0zYNdS6DlCF76XkmvaCzrezY2eC9n64zes26Pz2EtTbn4hd3/+C4HbZzLW+10cddvDtd+BbxW7o1VMkUOdnzfPsDeHuJTDYegXGc7Srclk5mp6TEpGRVTkr1SJgBtmw4W3wU/vwKdD6BRuMee+brSKqMJ9X/7KMzM3aSxO/pFDqVmMWbSNHs1D6NfEF+Y/AbXaQLub7Y4mFU2vpykIO4/XvMbz3FdLSM/WZRNKQ15BIfd9+Sv+W6fxtve7OOp1dO627hNkd7SKq0ZjCD9Pu+e6oZjocLLyCli2NdnuKFJBqIiK/B1Pb7j0NRgyDg78DB90Jyx9E1/e3pGbuzRk8qo9XD1hNYlpusSLlMyoWZspKLQYNTgKs+R5yDwKA94Ah4fd0aSi8fTB44oPCfLM55HMMYyeGW93IreTX1DIA19vwHfLt7zpPQ5Hgy5wzRTwCbQ7WsUXGev8dzV1n91JxIXaNwimRoA3c+O1e66UjIqoSHFaD4ObF4BxwIf98Nr4GSMHtuKdYW3YcvgEA8YuZ9WOo3anlHJu8ZYk5m9K5L6eTambtQV+ngjtb3euiIqci5pN8ej/Cl0cmwje+D7z43VulqsUFFo88u1v+MR/zRve43A07ArDvgHvALujuYfIIc7PGs91K54eDvpEhrNkSxLZeQV2x5EKQEVUpCRqtYbbl0L9zjDzXph1PwNa1WDmPV2o6ufFtZPWMG7pTl3iRf5SVm4BI2dsomloILd1qQez7ofAMOjxlN3RpKJrcx2FLQfzsNcUPvtuKkdOaELj3yostHjsu9/w/O1zXvP+ANOoO1z9NXj72x3NfQQ3gojWGs91QzFR4WTkFrB8u96gl+KpiIqUVEAN5y6JXR+A9R/BR/1p4nOCGfd0JSY6gpfnJ3D7p+s5oXO15E/eXrKdg6lZPDckCu9fPoTE36Dfi9rsRP49Y3AMegsrMJznC99i5JTVekPsXygstHhqehweGz7lVa/xmMY94OqvVEJLQ2QsHFwPx/fYnURcqFPjGlT189LuuVIiKqIi/4TDA3o9A1d+AskJML47gYdX887VbRgxoBU/JBxh0NgVbDl8wu6kUk5sS0pnwo+7uKJtHTrUzIUlz0Hjns4fwkRcwa86XldMoq5Jpvee1/hs9V67E1VIlmXxzKxNmPWTedlrAlaT3vCfL53XmRbXOzWeu2m6nSnExbw8HPRpFcaiLUnk5Gs8V85ORVTkXLQaDLctAd9q8PEgzJr3uaVLA768vSOZuQXEvreSqb/oGmmVXWGhxVPT4gj09eSJ/i1hwRNQkOvcBMsYu+OJO6nfCdP9ES7zWM7GeRPYmXzS7kQVimVZjJ69hcK1E3nBaxJW076Y/3wOXr52R3Nf1RtArQs0nuuG+kdHkJ6dz6odx+yOIuWciqjIuQpp7iyjzfrB/Mdh6m1cWMuX2fd15fw61Xjwm408NS1O7whWYt+uP8DPe47zZExLgg/96PyB66JHnOdHibiYuehRcmu15xnHJF76Yh55Bbq8VElYlsVL8xLIX/0+z3l9hNWsH+aqT8HTx+5o7i9qKBzeACm77E4iLtS5SQ2CfDyZq/FcKYaKqMi/4VsFrvoMLhkBcd/CpN6E5h3m81s7cEf3Rny+Zh9XfrCag6lZdieVMpaSkcsL87ZwYYPqXH5eDZj7ENRoCl3uszuauCsPT7yvnISPlyd3HXuJdxZtsTtRhTBm0TZyV77LKK+PsVpcirlSJbTMtBrs/KzxXLfi4+lBr6LxXL0hJmejIirybzkccNHDcO23kHYAxnfHc9dinohpyfvXtmXnkZMMeHs5P27TBZ4rkxfnbuFkdj7PDYnGsXKMc0OOS1/XD7hSuqrVw2vw27Rx7MB7xcus35tid6Jy7a3vt5O57C2e9voUq8VAzBUfO68hLWWjWj2oc6HGc91QTFQ4qZl5rN6l8Vz5eyqiIq7SpJfzEi9V68HnV8CyV+nXKpSZ93QhNMiXGz5ay9uLt1NYqB0t3d2aXceYsv4At3ZrRHOPw7DiTTjvKmjU3e5oUhlEDSX3vGu403Mmn3zxGSdz8u1OVC69+8MOMn54nRFen2O1GoK54iPw8LI7VuUTGevcSfzYTruTiAtd1CyEAG8P5sYl2h1FyjEVURFXCm4ItyyE6Cvgh+fg62tpFFTAtLs7M/j8WoxZtI1bPv6Z1Mxcu5NKKcnNL2T49HhqV/Pjvksaw5wHnZd+6POc3dGkEvEe8Co5VRrwePYbvD7tJ7vjlDsTftzFye9f5UmvLymMHIq5bJJKqF1Oj+dOtTeHuJSvlweXtAxj4aZECvQGvPwNFVERV/P2h6HjIeYV2L4AJlyCf+oO3riqNaMHR7Jix1EGjF1B/ME0u5NKKZi4Yhfbj5xk1OBI/BOmwp7lzkv+BIbaHU0qE+8A/P4zmVDHCTpueoYF8do05JSPVu4mdcGLPOb1FYVRl+MYOgE8PO2OVXlVrQN1O+g8UTcUExXOsYxc1u7WKQLy11RERUqDMdDhDrh+JmSfgAmXYDbP4LpODfj6jk4UFFoMHbeKr3/eZ3dScaH9KZm8vXg7/SLD6dnAGxY86Tz/6YIb7Y4mlVGt1lg9n6GvxzrWffc6R9Kz7U5ku09X7+X43Od4xOsbCqOvxDF0vEpoeRAZC0nxkLzN7iTiQhc3D8HXy8E8vREmf0NFVKQ0NegCdyyDsFYw5QZYNJILagcx+96utG8QzGPfxfHYt7+RnadLvFR0lmUxckY8Hsbw9KBW8P2zkJUCl45xbmglYgPPzneTUbc7DxVO5s0vZmJZlXdE7qs1ezk2+xke9PqWgvOuxhH7Pjg87I4lUDSea2DzdLuTiAv5e3vSo3ko8+ITtT+G/CX9dCRS2qrUghvnQLubYeVb8Pll1DAn+fjm9tzTowlfr9vP5e+vYn9Kpt1J5V+YH5/ID1uTeaB3MyJOxMP6ydDhTog4z+5oUpk5HARcNRHLJ4jrDo7ii1Xb7U5ki2/X7Sd51kju95xKwfnD8BjyrkpoeVKlFtTrpN1z3VBMdATJ6Tms33fc7ihSDqmIipQFTx8Y8AYMegf2/gTju+ORuIGH+zZn4vXt2HsskwFjV/BDwhG7k8o5OJmTzzOzNtEyogo3dqwDsx+AoAjo8YTd0UQgMBSfy8fT0rEfa8FwdiaftDtRmZrx6wGSpj/JvZ7TyW99HR6DVULLpchYOLIZjiTYnURc6JIWoXh7Opgbp/Fc+V8qoiJl6YLr4Ob5YFkwqS9s+IJercKYc283alfz46bJPzNm4VbtMFfBjFm4jSPpObwQG4XnugmQFAcxL4NPkN3RRABwNOtNxgV3cK1jAV988kGlucj8nI2HSPzuce72nEl+mxvxHPS2RuXLq1aD0Hiu+wn08eSipiHM13iu/AX9bSxS1mpf4DxvtF4HmH4nzHmIelU9mXpXZ65oW4e3l+zgxo/WkpKhS7xUBPEH05i8ajfD2tejTdUMWPI8NO0DLQfaHU3kDwL6jyatakvuPjGGD+etsjtOqZsfd5jD3z7MHZ6zyGtzE54D31AJLc+CwqF+F43nuqH+0eEcTstm44FUu6NIOaO/kUXsEFATrp0Gne+DnyfC5EvxzTrCK5efx4tDo1mzK4UBby9nw/5Uu5PKWRQUWjw1LY7gAG8e7dsC5j8OVgH0f9W5c7JIeeLpQ9VrPyHAkU/U2kdZv+eY3YlKzeLNiRz+5gFu9ZhDbttb8RqkElohRA6B5ARI2mx3EnGhni3D8PIwzItPtDuKlDP6W1nELh6e0Gc0XDEZkjbB+O6Yfau5un09vr2zE8YYrnz/Jz5bvbdS73RZnn2xdh8bD6Qx/NJWVD2wBLbMgu6PQvUGdkcT+WshzSjs9yJdHJv4+fNnyMjJtzuRyy1NSOLAl//HTR7zyGl3B94DXtMbQxVFy0FgHFoVdTNV/bzo2qQmc+MO6+cZ+QMVURG7RcbCbYvBOxA+HgBrxnNe7arMvrcrnRrXYPj0eB6aspGsXF3ipTw5kp7NK/MT6NKkBoMjq8Hch6Fmc+h0r93RRM7Kr/1NpNSP4Zbcz/nom+/sjuNSK7Ylc+CLe7jBYz457e7E59KXVUIrkqCw38dzVVjcSkxUBAeOZxF/8ITdUaQcUREVKQ9CW8JtS6BJb5j3CEz7L9W98vnoxgu5v1dTpv16kNj3VrLnaIbdSaXIc7O3kJNXyOjBUZgfX4PUfc6dkT297Y4mcnbGEPyfcWT6hDBg+wiWbNxpdyKXWL0zmf2f/ZdrHQvJvvAefC59USW0IooaCse2OyeFxG30bhWGh8MwL16758rvVERFygu/avCfL6DHU/Db1/BhHxxpe7m/VzM+uvFCEk9kM3DsChZu0jkWdlu+PZmZGw9x58WNaWTth1Vvw/nDoEEXu6OJlIxfdfz/8yF1HclkTn+A5PQcuxP9Kz/vPsq+T+7gasf3ZLa/D9/+z6mEVlQaz3VL1QO86dy4hsZz5Q9UREXKE4fDeY7hsG+cK2zjL4Ydi7m4eSiz7ulKg5oB3P7pel6en0B+Jbn8QnmTnVfAiOnxNKjhz53dG8Gch5xj1X1G2x1N5B/xatSF1Hb/xwBrGVM/fqPC/nD4y95j7Jt8G1eaxWR0uB//mFEqoRVZQE1oeJHGc91QTFQEe45lkpCYbncUKSdUREXKo2Z94LYfIKgWfHYZLH+dutX9mPLfTlzdvh7jlu7k+g/XcvRkxV7FqIjGLd3JnmOZjB4She/mb2DvSug9yvnDk0gFUyNmOElVWzMs+U1mLq14l3T5bd8x9n14M5eZJZzs8BAB/Z5RCXUHkbGQshMS4+xOIi7UJzIMh4F5cRrPFadii6gxJtQY08EYE1IWgUSkSI3GcOsi5/kyi0fB19fiW5DBi0OjefXy81i/9ziXvr2c9XtT7E5aaexKPsm4pTsZdH4tutX2gIXDoW4HaHOd3dFEzo2HJyE3fILD4aDB0vvYlXjc7kQlFr8/hb0f3sgQs5QTHR8mMGakSqi7aDEQjAdsmmp3EnGhmoE+tG8YrMu4yGlnLaLGmAeBwUB1INYY80CZpBIRJ+8AuGwS9H0Bts6DiT0heRtXtKvL1Ls64+PpwVUfrGbyyt0VdqyuorAsixEz4vHxcjB8QEv4/mnISnVuUKTrE0oF5giuT17MG5xvdrDuk8fIqwBj/wmHUtg76XoG8iNpHR+lSr8RdkcSVwqoAY26azzXDfWPjmD7kZNsT9J4rhRTRC3LGmNZ1gQgDthkWdYbZRNLRE4zBjrdDdfPgMwUmHAJbJlFZK2qzLq3Kxc3D+GZWZv5v682uOU1AcuLmRsPsXLHMR7t25zQ4xvgl0+g010QFml3NJF/rVr7q9hf/zIuz/iG6dO+tjvOWW0/fJw9E67lUpZzvNMTVO33lN2RpDRExsLxPXB4g91JxIX6RoZjDFoVFaD4FdGORV92AuqVfhwR+VsNu8EdP0JIM/j6Wlg8iqo+DsZf145H+jZn9m+HGPLuSnYcOWl3UreTlpnH6NmbOb9OVYa1qwWzH4AqdaD743ZHE3GZuteM5ahPHbrGPcnGbbvsjvOXdiYeZ/f4YfSzVnKs01NU76v/B91WiwHg8NTuuW4mrIov7epXZ67OExWKP0fU1xjzEHAE0E+3InarWhtumgcX3ADLX4fPL8eRfZy7ezThk5s7cCwjl8HvrNBf8C72yoIEUjJyeT42Go+178ORzdD/FfAJtDuaiOt4B+A/bDI1zQlOfP1fMrLz7E70B3uSUtn7wX/oY63iaOcR1Oj7qN2RpDT5B0OjHhrPdUP9oiJISExnt66NXukVV0RDgXVAS8C/9OOISLE8fWDQ2zDwLdizAsZ3h8Mb6dq0JrPv7UrTsCDu+vwXnp+zuUKc61Xe/bLvOF+s3ceNnRsSFXAClr4IzftDi0vtjibicoEN2nGo3aN0K1jDwk9ftDvOafuTU9n7wRVcYq3mSOdnqNnnYbsjSVmIjHVeyuzQL3YnERfqFxUOwLx4vWle2RVXREOAepZlfQCsLYM8IlJSbW+Em+ZDYQFM6gMbv6ZWNT++uaMTN3Sqz4Tlu7lmwhqOnMi2O2mFlV9QyFPT4gkL8uXBPs1g3mPOb8S8bG8wkVJUv/8j7KragZgDb7PqpxV2x+Hg0VT2jLuc7oVrOdz5WUL7aN/ESqNFf3B4aTzXzdSu5kfrutWYF6fzRCu74oroXGA6gGVZu43Rvugi5UqdtnD7MqjdDqbdDnMfxdsU8OzgKN68qjVxB9O4dOwK1uw6ZnfSCmnyqj1sOXyCpwe2InD3Atg6B7o/BtV0yry4MYeD2jdNJssRQMiCO0k+nmZblMRjaewddxndCn/mYOfniOhzv21ZxAZ+1aHxJbBpusZz3Uz/6HDiDqaxPyXT7ihio+KK6GDgHmPMXcaYJ4H7yiCTiPwTgSHOHXU73QNrP4CPB0J6EkPa1Gb63V0I8vFk2MQ1TPhxly7x8g8cSs1izKJt9GgeQr9mQc7V0JCWzh2MRdycT7VaZMS8TVP2sfHD+2z5u+NISip734ulc8E69nV+ntp97i3zDFIORMZC2n44sM7uJOJCMVERgMZzK7viLt/ypmVZLwLfWJb1gmVZb5VRLhH5Jzw8oe/zzmuOHt4IH1wE+9fSPDyIGfd0oXfLMJ6fu4W7Pv+F9HK2AUl5NWrWZgoKLUYNjsL8+IrzB6EBb4CHl93RRMpEnfaDia97Db3Sp7Ns9mdleuyjx1PZ++4QOhSsZ0/nF6jX554yPb6UI81jwMNb47lupm6wP1G1q+gyLpVcia7CblnW0dIOIiIuEH053LIIvPzgo/7w80SCfDwZd+0FPNm/BQs3JzH43ZVs04Wkz2rxliTmb0rkvp5NqZu3G356F9pcB/U72R1NpEy1um4Me7wac966J9i3t2wu6ZKSmsredwfTNn8DOzu9RIM+mkKo1PyqQeOesHk6FGoDPncSExXBr/tSOZSaZXcUsUmxRdQYU90Y09oYU7MsAonIvxQeBbf/AI17wJyHYMbdmPxsbr+oMZ/f2oETWfkMfmclMzYctDtpuZSVW8DIGZtoGhrIbV0bwOwHwacK9B5ldzSRMufw9sV/2GT8TC4pn91Efn5+qR4vNS2Vfe8MpE3eRnZ0fpnGfe8s1eNJBRE1FE4chAM/251EXCimaPfc+VoVrbRKsiL6KNADuLyUs4iIq/hVh6u/hu6Pw4bP4cN+kLqPjo1qMOe+rkTWqsL/fbWBZ2ZuIjdf7zCf6a3F2zmYmsVzQ6LwjvsC9q+GPqOd17QTqYRCG57HtjZP0TpvAz999kypHSctLZV9YwcQnRfH1s6v0KzvHaV2LKlgmvUDDx+N57qZRiGBtAgP0nmilVhJiqgF5AK1SjmLiLiSwwE9noCrv4KUXfBBd9j5A2FVfPny9o7c0rUhk1ft4T/jf+JwmsZiALYmpjNx+S6uaFuHDmHAopFQrzOcP8zuaCK2On/QfWwI6k7H3e+xdf1Slz9/+onj7H/nUiLz4kno9Bot+97u8mNIBeZbBZr21niuG4qJimDd3uO61FwlVZIi+gngB3xZyllEpDQ0j4Hbl0JgGHw2FFa8iZfDMGJAK94ddgFbE9MZ8PYKVu2o3KeCFxZaDJ8eR6CvJ0/0b+ksoTnpMGCMs9SLVGbG0PDmSRwz1QmY/V8y04+77KkzThznwNhLaZG7mU0dXyey360ue25xI5GxkH4Y9q+xO4m4UP/ocCwLFmzSeG5lVJKfrgbivJZoztnuZIy5zBgz1hgzsuijoysCiogL1GgMt34PrQbD90/DlBsgJ51Lz4tgxj1dqB7gzbWT1vDe0h0UFlbOS7x8u/4AP+85zpMxLQlO/hk2fAad74XQlnZHEykXqlYP4Wifd4goTGTLh645dzMr/TgHxvanae4Wfus4hvNibnHJ84obatYXPH1h01S7k4gLNQ0LokloIHPjVEQro5IU0SNAZ6Dr393BGBMNZBY9X7plWaOA/n9z39uNMeuMMeuSk5PPIbKInBOfQLj8I+g9GrbMgom94OgOmoQGMePuLvSPjuCV+Vu5/dP1pGVVrku8pGTk8sK8LVzYoDqXtw6FOQ9CtXpw0aN2RxMpV6I6x7Cq9s20PT6P+PmT/tVzZacf58DYGBrlbuWX9mO4IOYmF6UUt+QTVDSeOwMKC+xOIy7UPyqcNbuPcfTkWde8xA2VpIgWAucVff47lwDNgWaAz9mezLKs8ZZltbMsq11ISEiJg4qICxgDXe6D66ZDRjJM6AEJcwnw8WTs1W0YOaAVS7ceYdA7K9hy+ITdacvMi3O3cDI7n+eGRONY/S4kJ0DMq+Dtb3c0kXKn/Y0vssmjJQ1WDyflwLZzeo7s9BQOju1Hg5xtrLtwDO0vVQmVEoiMhZNJsO8nu5OIC8VER1BowcJNSXZHkTJWkiJazbKsh4Hqf3cHy7LesizrTWAN4GWMGQHMdU1EEXG5Rt3h9mXOkd2vroYlz2OsQm7u2pCvbu9Idl4Bse+t5Lv1B+xOWurW7DrGlPUHuLVbI5r7HINlr0CLAdC8n93RRMolH28ffP/zEYUWHP/0eqz83H/0+Nz0FA6P7UvdnO2sufBNOg24sXSCivtp1g88/bR7rptpER5Egxr+2j23EipJEa1ujHkVqFrcHS3LGm5Z1uiij9X/Pp6IlJpqdeGm+dD6WvjxFfjiKsg6TrsGwcy+txut61bjoSkbeWpaHDn57jkGlZtfyPDp8dSu5sd9lzSGuY+CcUDMy3ZHEynXGjdtyc/RT9M4Zwubv3yyxI/LO3mMw2P7UCtnF6vavUnXAdeXYkpxO94BznNFNZ7rVowxxERHsGrnMY5n/LM3tqRiK0kR/cayrEeAKaUdRkTKmJcvDH4HBrwBu5bC+IshMZ6QIB8+u6UDd3RvxOdr9nHl+z9xMNX9LvEyYfkuth85yajBkfjvmg/bF0CPJ6FqHbujiZR7PYbewVL/vrTcMZHEDYuKvX9++lESx/YhPGcPyy94k4sHqoTKOYiMdZ5asnel3UnEhfpHRVBQaLFoi8ZzK5OSFNGL//RZRNyJMdDuZrhpHuTnODcx+m0Knh4OnohpyfvXtmVXcgYD3l7Oj9vcZ4OxfccyeXvxdvpFhtOzkT/MewzCoqHDf+2OJlIhOByGFje9xz4TjufMO8hP//tLQBWcPEriO30Izd7LkjZv0mvwdWWYVNxK0z7g5a/xXDcTVbsKdar7MS9O47mVSUmKaJAx5llKMJorIhVY3Qud543WagNTb4X5T0BBHv2iwpl5b1dCg3y54aO1vL14e4W/xItlWYycGY+nw/D0oFaw9CU4cdB5zVAPT7vjiVQY4SE12dtjLFUKUtkz+Vaw/vfvhsL0ZJLG9qZm9j4Wnv8WMUOutSGpuA1vf+e5optnQkG+3WnERYwxxESFs2LH0Uq3c39ldtYiaowJtyzrVWA98H3ZRBIR2wSFwQ0zocOdsPo9+GQInDxCw5oBTLu7M0Na12bMom3c/PHPpGZW3PM45scnsnRrMg/0bkZE1g5YPQ7a3gh129sdTaTC6d69N3NDb6fJsR/Y//17f/he4YkkjrzTm+rZB5gb/RYDh15jU0pxK5GxkHkU9iy3O4m4UEx0BHkFFksSNJ5bWRS3Ijqs6BqhLYFhZZBHROzm4QUxL0HseDi4Hj7oDgfW4e/tyZgrz2f0kChW7jjKgLEriD+YZnfaf+xkTj7PzNpEy4gq3NipHsx+APyqQ8+n7Y4mUmH1uOlZ1pjWhKx8hqyD8QBY6YkcfbcPVbIPMTvqTYZerhIqLtK0N3gFaDzXzbSuU42Iqr7MjUu0O4qUkeKKaH3gamAScKj044hIuXH+VXDLQmcx/SgG1n2EMYbrOtbnmzs6UVBoMXTcKr7+eZ/dSf+RMQu3cSQ9hxdio/Dc8Ckc+Bn6Pg/+wXZHE6mwqvr74LjsfU5avqR9ej1Wym6OvtOHgOzDTGv1JpdfrveyxYW8/KB5DGyZBQUa43QXDoehX1Q4y7YlczJHY9eVQXFFdBwwx7Kso2g0V6TyiTgPbl8KDbrB7Pth5r2Ql02betWZfW9X2jcI5rHv4nj0241k55X/rfTjD6YxedVuhrWvR5vgfPj+aedrO+8qu6OJVHgXRrXk+2bPEJ69k7yx7fHLTmJKizcZduXVGGPsjifuJmooZKXA7h/tTiIu1D86gtz8QpYkHLE7ipSBsxZRy7ISLMtaWfT1b2UTSUTKFf9guGYKdHsYfvnEuTqadoAagT58fHN77unRhG/WHeCycavYdyzT7rR/q6DQ4qlpcQQHePNo3xawcDjkZsKlY5w7B4vIvxZ71Y1843MZ2YWefNXsDW74j0qolJLGPcE7SOO5bqZtveqEBPlo99xKothdc40xnsaYWsYY77IIJCLlkMMDeo6Aqz6Ho9ud543u/hEPh+Hhvs2ZdEM79qdkMmDs8nK7ycAXa/ay8UAawy9tRdWkn+C3r6DL/0FIM7ujibgNH08POt3xDgsvXcktw1RCpRR5+UKL/hrPdTMOh6FfZDhLtyaTmavxXHdXksu3jAZuAm4p5SwiUt61HAC3/wD+NZw76q56ByyLni3DmH1vN+pU9+fmyesYs3ArBeXoEi9H0rN5Zf5WujSpweCoGjD7QajeAC562O5oIm6nbrA/l7dvpBIqpS8yFrJTYddSu5OIC8VEh5OVV8Cyre5z7XL5ayUpopnAfqB6KWcRkYqgZlO4bTG0uBQWPgXf3gy5GdSr4c/UuzpzRds6vL1kBzd+tJaUjPJxiZfnZm8hJ7+Q0YOjMD+NhWPbof/rzg0vRESkYmp8CfhU0Xium2nfIJgaAd7Mjdfuue6uJEV0GXAesKKUs4hIReETBFd+Ar2egc3TYWIvOLYTXy8PXr3ifF4aGs2a3SkMeHs5G/an2hp1+fZkZm48xJ0XN6aRxxH48TVoNQSa9rI1l4iI/EuePs43RbfMhvzy8can/HueHg76RIazZEtShdgIUc5dSYpodcuyHgaqlnYYEalAjIGuD8C130H6YRjfA7YtAOA/7evx3X8743AYrnh/FZ+u3otllf2obnZeASOmx9Oghj93dm8Ecx8Bhyf0e7HMs4iISCmIjIWcNNj1g91JxIViosLJyC1g+fajdkeRUlSSInpqJ4+WpRlERCqoxpfA7cugen344kpY+hIUFhJdpyqz7+1KlyY1GTE9noe+2UhWbtm+szlu6U72HMtk9JAofLfPgh3fwyXDoUqtMs0hIiKlpFEP8K2q8Vw306lxDar6eWn3XDdXkiL6szHmWeDn0g4jIhVU9fpwy0I4/2pY+iJ8dTVkpVLN35sPb7iQB3o1Y9qGg8S+t5LdRzPKJNKu5JOMW7qTQefXoltdH5j/BISfBxfeVibHFxGRMuDpDS0GQsIcyM+xO424iJeHgz6twli0JYmcfI3nuquSrog6gB6lnEVEKjIvPxgyDvq/5lx5nNADkjbjcBj+r1dTPrrxQhJPZDNo7AoWbirdDQgsy2LEjHh8vBwMH9ASfngB0hNhwJvg4VmqxxYRkTIWGQs5J2DnEruTiAv1j44gPTufVTuO2R1FSklJimiBZVkjLMsaWeppRKRiMwba3wY3zoHcDJjYE+K/A+Di5qHMvrcrDUMCuP3T9bw0L4H8gsJSiTFjwyFW7jjGo32bE5qeAGs/gAtvgTptS+V4IiJio0bdwbeaxnPdTOcmNQjy8WSuxnPdVkmKaD9jzPPGmFGlnkZE3EO9jnDHj85R2G9vhgVPQUE+dar7880dnRjWoR7vL9vJdZPWkpzu2lGqtMw8npuzmfPrVGXYhXVg9gPgXxMuGeHS44iISDnh4QUtB0LCXMjLtjuNuIiPpwe9isZz80rpjWuxV7FF1LKsK4CXgNdKP46IuI2gcLhhFrS/HX56Bz4dAhlH8fXy4IXYaF674nx+2XecAWOXs35vissO+8qCBFIycnk+NhqPXz6CQ79A3xfAr5rLjiEiIuVMZCzkpjtPDRG3ERMVTmpmHqt3aTzXHRVbRI0xbwMTij5ERErO0xv6v+o8d/TAz/BBdzi4HoDL29Zh2l1d8PXy4KoPVvPRyt3/+hIvv+w7zhdr93Fj54ZEVcmGxaOhYXeIvtwVr0ZERMqrhheBX7DGc93MRc1CCPD2YG5c6e4tIfYoyWjuNmAFsKiUs4iIu2o9DG5eAMYBH/aDXz4BoFWtKsy8pysXNw/h2Vmbue+rDWTk5J/TIfILCnlqWjxhQb482KcZLHwK8rPg0jHOc1dFRMR9eXhBq0GwdR7kZdmdRlzE18uDS1qGsXBTYqntKyH2KUkRnQMsBtJKOYuIuLNareGOZVC/C8y8F2bdD/k5VPXzYvx17Xikb3Pm/HaIIe+uZMeRk//46Sev2sOWwyd4emArAg8sh7gp0PVBqNnE5S9FRETKochYyMuA7Vo7cScxUeEcy8hl7R7XncYj5UNJiuhFwA1Am1LOIiLuzj8Yrv0Ouj4A6z+Cj/pD2kEcDsPdPZrw6S0dSMnIZfA7K/7RLnmHUrMYs2gbPZqH0K9FNZjzEAQ3ch5HREQqh/pdnZvTaTzXrVzcPARfLwfz4zWe625KUkRrWpb1uGVZT5Z6GhFxfw4P6PUMXPkJJCfA+O6wZwUAXZrUZPZ9XWkWHsRdn//Cc7M3l2invFGzNlNQaDFqcBRm5VuQstN5PVMv31J+MSIiUm54eDrHc7fNh9xMu9OIi/h7e9KjeSjz4hMpLPx3e0lI+VKSIlrfGPOSLt8iIi7VajDctsR57bePB8HqcWBZRFT14+vbO3FDp/pMXLGbayas4ciJv9+Of/GWJOZvSuS+nk2pax2G5WMg6jJo0rPsXouIiJQPkbGQlwnbF9idRFwoJjqC5PQc1u87bncUcaGSFNGdRSuiI0s9jYhULiHNnWW0WT+Y/zhMvQ1yM/H2dPDs4Cje+k9r4g6mcenYFaz5i63bM3PzGTljE01DA7mta0PnSK6nj/NyLSIiUvnU7wIBIRrPdTOXtAjF29Pxj07bkfKvJEW0mzHmBa2Iikip8K0CV30Gl4yAuG9hUm9I2Q3A4Na1mX53F4J8PBk2cQ0Tftz1h0u8vL14BwdTs3huSBTeCdNg1w/Qc6TzGqYiIlL5ODycEzfbFkLOP9/4TsqnQB9PLmoawnyN57qVkhTRDyzLelIroiJSahwOuOhhuPZbSDvgPG+0aNfD5uFBzLinC71bhvH83C3c9fkvpGfnsTUxnYnLd3FF2zp0iPCABU9CrTbQ7mabX4yIiNgqMtZ5+S6N57qV/tHhHE7LZuOBVLujiIuUpIg+aIx5TiuiIlLqmvSC25dC1Xrw+RWw7FUoLCTI14tx117AU/1bsnBzEoPfWckj324k0NeTJ/q3hCXPQUYyDHjD+W64iIhUXvU6QWC4xnPdTM+WYXh5GOZp91y3UZIi2h94F3i6lLOIiEBwQ7hlIURfAT88B19fC9lpGGO47aJGfH5rB05k5/PbgTSejGlJcGo8/DwRLrzNuSIqIiKV26nx3O2LICfd7jTiIlX9vOjapCZz4w7/4TQdqbhKUkRfAK4u+iwiUvq8/WHoeIh5xTlaNeESOJIAQMdGNZh7X1fevroNl7eJgNn3Q2AYXPKUvZlFRKT8iIyF/GzYpvFcdxITFcGB41nEHzxhdxRxgZIU0TTLssYAaaUdRkTkNGOgwx1wwyzIPuEso5umAxBaxZdB59fCsX4SHN4I/V4A36r25hURkfKjbgcIioD4qXYnERfq3SoMD4dhXrx2z3UHZy2ixpiawGZjzCvA+rKJJCJyhvqd4Y4fISwSptwAi0ZCQT6cOAyLR0PjSyByqN0pRUSkPHE4oNUQ2LHI+WamuIXqAd50blxD47luorgV0SeBzsACoKD044iI/IUqEXDjHGh3C6x8Cz6/DOY8CAW50P815+qpiIjImSJjnf9ObJ1ndxJxoZioCPYcyyQhUef/VnTFFdFxwEkgHxVREbGTpzcMGAOD34W9P8HWuc5LvtRobHcyEREpj+pcCFVqa/dcN9MnMgyHgXlxGs+t6M5aRC3L2g7stCxrmWVZy8ook4jI32tzLdyyALo9BF3+z+40IiJSXjkczlXRnYshK9XuNOIiNQN9aN8wWJdxcQMl2ayok64jKiLlSq020HMkePrYnURERMozjee6pf7REWw/cpLtSRrPrchKUkS/ARKA70o5i4iIiIiI69RuC1XrajzXzfSNDMcYtCpawZWkiHYtul+XUs4iIiIiIuI6xkDkENi5BLKO251GXCSsii/t6ldnrs4TrdBKUkRrAhcCdUs5i4iIiIiIa0XGQmEeJMyxO4m4UL+oCBIS09l9NMPuKHKOiruOaFfgKPAV8GyZJBIRERERcZVaF0C1ehrPdTP9osIBmBevVdGKqrgV0UHARKCnZVnZZZBHRERERMR1jHGuiu5aCpkpdqcRF6ldzY/WdasxL07niVZUxRXR84H7gC7aNVdEREREKqTIoVCYDwmz7U4iLtQ/Opy4g2nsT8m0O4qcg+KuI9rXsqyRpz6XVSgREREREZeJOB+qN9R4rpuJiYoANJ5bUZVksyIRERERkYrr9HjuMsg4ZncacZG6wf5E1a6iy7hUUMVtVhRe9HmgMeaCsokkIiIiIuJikbFgFUDCLLuTiAvFREXw675UDqVm2R1F/qHiVkSHGWOigVbAsDLIIyIiIiLieuHRENwY4qfanURcKKZo99z5WhWtcIorovWBq4FJwKHSjyMiIiIiUgpOjefuWQ4nk+1OIy7SKCSQFuFBOk+0AiquiI4D5liWdRRYVwZ5RERERERKR2QsWIWwZabdScSFYqIiWLf3OEdO6GqTFUlxu+YmWJa1suiXrUs/joiIiIhIKQmLhBpNtXuum+kfHY5lwYJNGs+tSIrbrKinMeYSY0xPoFkZZRIRERERcT1jIGoo7F0J6Ul2pxEXaRoWRJPQQObGqYhWJMWN5uaf8fFN6ccRERERESlFGs91S/2jwlmz+xhHT+bYHUVKqLgi2hiobVnWMqBlGeQRERERESk9oS0hpAVsmm53EnGhmOgICi1YuEkr3RVFcUU0CAgp+tqnlLOIiIiIiJS+yFjneO4J7bTqLlqEB9Gghr92z61AiiuiDYAGxphRRV+LiIiIiFRsrYYAlsZz3YgxhpjoCFbtPMbxjFy740gJFFdEnwF2AIlFX/8lY0xbY8zDxpiXjDEjiz46ui6miIiIiIiLhLaA0FbaPdfN9I+KoKDQYtEWjedWBMUV0UeAacB04NG/u5NlWeuBAiAASLcsaxTQ/6/ua4y53RizzhizLjlZFxMWERERERtExsK+n+DEIbuTiItE1a5Cnep+zIvTeG5FUFwRTbQs67BlWYdwror+Lcuy3gCOAlYx9xtvWVY7y7LahYSEnO2uIiIiIiKlIzLW+XnzDHtziMsYY4iJCmfFjqOkZeXZHUeKUVwR7W6MGWWMGQ1c9Hd3MsYMNMY8CgQCQcaYEcBcF+YUEREREXGdmk0hLFrjuW4mJjqCvAKLJQkazy3vPM/2TcuyrjDGRBd9HXeW+80CZrk4m4iIiIhI6YkcAktGQ9oBqFrH7jTiAq3rVCOiqi9z4xKJbaM/0/LsrCuixpgncV4/tFXR1yIiIiIi7kHjuW7H4TD0iwpn2bZkTubk2x1HzqK40dwMy7K+sSzrayCzLAKJiIiIiJSJGo0h/DyIn2p3EnGh/tER5OYXsiThiN1R5CyKK6I1jTGdjTFdgNCyCCQiIiIiUmYiY+HgOji+1+4k4iJt61UnJMhHu+eWc8UV0aeBqkAVYETpxxERERERKUMaz3U7DoehX2Q4S7cmk5mr8dzyqrgiuhHoBXTCWUpFRERERNxHcEOo1Ua757qZmOhwsvIKWLY12e4o8jeKK6J9gZ1ABvBO6ccRERERESljkbFw6Bc4vsfuJOIi7RsEUyPAm7nxiXZHkb9RXBFtAATgLKLarEhERERE3E+rIc7Pm6bbmUJcyNPDQZ/IMJZsSSI7r8DuOPIXiiuij+M8PzQMeLT044iIiIiIlLHq9aF2W43nupmYqAgycgtYvv2o3VHkL5y1iFqWNciyrBFFHyMBjDEDyiaaiIiIiEgZiYyFwxvg2E67k4iLdGpcg6p+Xto9t5wqbkX0rwS7PIWIiIiIiJ1aDXZ+3jzd1hjiOl4eDvq0CmPRliRy8jWeW96cSxE1Lk8hIiIiImKnavWgzoUaz3Uz/aMjSM/OZ9WOY3ZHkT8pcRE1xtxV9OUXpZRFRERERMQ+kbGQGAdHd9idRFykc5MaBPl4MlfjueXOWYuoMcZR9OEB+ABYlpVXJslERERERMrSqd1zN2tV1F34eHrQq2g8N6+g0O44cobiVkRHAMOBp4Cg0o8jIiIiImKTqrWhbkddxsXNxESFk5qZx+pdGs8tT4rbNfdZYAywB/Aqi0AiIiIiIraJjIWkeEjeZncScZGLmoUQ4O3B3LhEu6PIGYobzX0cuByoY1nWiLKJJCIiIiJik1aDAKNNi9yIr5cHPVqEsnBTIvkazy03ihvN3YVzJLehMcanDPKIiIiIiNinSi2o10lF1M30j47gWEYua/ek2B1FihQ3mvuNZVljgReAB8omkoiIiIiIjSJjIXkLHNlidxJxkYubh+Dr5WB+vMZzy4viRnNHG2NGATcC+8skkYiIiIiInU6P5063O4m4iL+3Jz2ahzIvPpHCQsvuOELxK6IjLMsaaVnW00BYGWUSEREREbFPUDg06Oocz7VUWtxFTHQEyek5rN933O4oQvEropcUffQDapVRJhERERERe0UOgaNbNZ7rRi5pEYq3p4O5cYftjiIUv1lRAZAPpOK8pqiIiIiIiPtrOQiMQ5sWuZFAH08uahrCfI3nlgvFFVFfoB8wEOha+nFERERERMqBwFCN57qh/tHhHE7LZuOBVLujVHrFFdHzLct60rKsp4A2ZRFIRERERKRciIyFY9shKd7uJOIiPVuG4eVhmKfdc21XXBHNNcY4jDEOIKcsAomIiIiIlAsaz3U7Vf286NqkJnPjDmNppdtWxRXRqsDwoo+qpR9HRERERKScCKgJDS/SeK6biYmK4MDxLOIPnrA7SqVWXBE9ABws+jhQ+nFERERERMqRyKGQsgsSf7M7ibhI71ZheDgM8+K1e66diiuiy4FFRR+LSz+OiIiIiEg50nIgGA+N57qR6gHedG5cQ+O5NiuuiPYA7gcuAZJLPY2IiIiISHniHwyNLtZ4rpuJiYpgz7FMEhLT7Y5SaZ21iFqW9YFlWQ8CmcD6sokkIiIiIlKORMbC8T1weIPdScRF+kSG4TAwL07juXY5axE1xtxljHkV8AYuKJtIIiIiIiLlSItLweEJ8VPtTiIuUjPQh/YNg3UZFxsVN5q7AHgc+AJdvkVEREREKiP/YGjUAzZN13iuG+kfHcH2IyfZnqTxXDsUV0SvBZ7i90u4iIiIiIhUPpGxkLYPDv5idxJxkb6R4RiDVkVtUlwR/bjoPo6ir0VEREREKp8W/cHhBZs0nusuwqr40q5+debqPFFbFFdEbwKeA54Hbin9OCIiIiIi5ZBfdWjSU+O5bqZfVAQJiensPpphd5RKp7gimmxZVr5lWXnAkbIIJCIiIiJSLkXGwokDcGCd3UnERfpFhQMwL16romWtuCLaxhgzyhgzGmhdBnlERERERMqn5jHg4e28pqi4hdrV/Ghdtxrz4nSeaFkrroi+gPPc0MlFX4uIiIiIVE6+VaFJL2cRLSy0O424SP/ocOIOprE/JdPuKJVKcUW0K9AFuAv4uvTjiIiIiIiUY5GxkH4IDqy1O4m4SExUBKDx3LJWXBFdBjQDfgU6lH4cEREREZFyrFk/8PDReK4bqRvsT1TtKszVeG6ZKq6IzgC8gebAM6WeRkRERESkPPOtAk17O3fP1Xiu24iJimDD/lQOpWbZHaXSKK6IXgA8DjwNPFv6cUREREREyrnIWDiZCPtX251EXCSmaPfc+fFaFS0rxRXR4Wd8PFX6cUREREREyrlm/cDTV+O5bqRRSCAtwoN0nmgZ8jzbNy3L0iqoiIiIiMiZfAKhaR/YPAP6vQQOD7sTiQvEREXw5uJtHDmRTWgVX7vjuL3iVkRFREREROTPImPhZBLs+8nuJOIi/aPDsSxYsEnjuWVBRVRERERE5J9q1hc8/SB+qt1JxEWahgXRJDRQu+eWERVREREREZF/yjvAWUa3zISCfLvTiIv0jwpnze5jHD2ZY3cUt6ciKiIiIiJyLiJjISMZ9q60O4m4SL+oCAotWLgpye4obk9FVERERETkXDTtA14B2j3XjbSMCKJBDX/tnlsGVERFRERERM6Ftz8076fxXDdijCEmOoJVO49xPCPX7jhuTUVURERERORcRcZC5jHYs9zuJOIi/aMiKCi0WLRF47mlSUVURERERORcNekF3oEaz3UjUbWrUKe6H/PiNJ5bmlRERURERETOlZcfNI8pGs/NszuNuIAxhpiocFbsOEpalv5MS4uKqIiIiIjIvxEZC1nHYfcyu5OIi8RER5BXYLEkQeO5pUVFVERERETk32jcE7yDNJ7rRlrXqUZEVV/mxiXaHcVtqYiKiIiIiPwbXr7Qoj9smQ352mnVHTgchn5R4SzblszJHO2IXBpcUkSNMYONMU8ZY541xows+ujoiucWERERESn3IodCdqrGc91ITFQEufmFLEk4YncUt+SSImpZ1gzgRSAYSLcsaxTQ/6/ua4y53RizzhizLjk52RWHFxERERGxV+Me4FNV47lupG396oQE+Wj33FLiqhVRAwwHPgOss93XsqzxlmW1syyrXUhIiCsOLyIiIiJiL08faHGpxnPdiIfD0C8ynKVbk8nM1Xiuq7nqHNGRQC0gCggyxowA5rrouUVEREREyr/IWMhJg51L7E4iLhITHU5WXgHLtmqS09U8XfEklmU964rnERERERGpsBpdDL5F47nN+9mdRlygfYNgagR4Mzc+kZjoCLvjuBXtmisiIiIi4gqe3tBiIGydC3nZdqcRF/D0cNAnMowlW5LIziuwO45bUREVEREREXGVyFjIOaHxXDcSExVBRm4BP27TeK4rqYiKiIiIiLhKo+7gV12757qRTo1rUNXPi/nxiXZHcSsqoiIiIiIiruLhBS1Pjedm2Z1GXMDLw0GfVmEs2pJETr7Gc11FRVRERERExJUiYyH3JOxYbHcScZH+0RGkZ+ezascxu6O4DRVRERERERFXanAR+AVrPNeNdG5SgyAfT+bGHbY7ittQERURERERcSUPT2g1CLbOg9xMu9OIC/h4etCraDw3r6DQ7jhuQUVURERERMTVImMhLwN2LLI7ibhITFQ4qZl5rN6l8VxXUBEVEREREXG1+l3Bv6bGc93IRc1CCPD2YG6cds91BRVRERERERFXOzWeu20B5GbYnUZcwNfLgx4tQlm4KZF8jef+ayqiIiIiIiKlIXIo5GXC9oV2JxEX6R8dwbGMXNbuSbE7SoWnIioiIiIiUhrqd4aAUI3nupGLm4fg6+VgfrzGc/8tFVERERERkdLg8IBWg2HbQsg5aXcacQF/b096NA9lXnwihYWW3XEqNBVREREREZHSEhkL+Vmwbb7dScRFYqIjSE7PYf2+43ZHqdBUREVERERESku9jhAYrvFcN3JJi1C8PR3MjTtsd5QKTUVURERERKS0nBrP3b4IctLtTiMuEOjjyUVNQ5iv8dx/RUVURERERKQ0RcZCQQ5s1Xiuu+gfHc7htGw2Hki1O0qFpSIqIiIiIlKa6naAoFoaz3UjPVuG4eVhmKfdc8+ZiqiIiIiISGlyOCByCOxYBNkn7E4jLlDVz4suTWoyN+4wlqXx3HOhIioiIiIiUtoiY6EgF7bOszuJuEj/qAgOHM8i/qDeXDgXKqIiIiIiIqWtdjuoUgc2TbU7ibhI71ZheDgM8+K1e+65UBEVERERESltp8dzF0NWqt1pxAWqB3jTuXENjeeeIxVREREREZGyEBkLhXmwda7dScRFYqIi2HMsk4REXZrnn1IRFREREREpC7XbQtV62j3XjfSJDMNhYF6cxnP/KRVREREREZGyYIxzPHfnEsg6bncacYGagT60bxisy7icAxVREREREZGyEhkLhfmQMMfuJOIi/aMj2H7kJNuTNJ77T6iIioiIiIiUlVptoFp9jee6kb6R4RiDVkX/IRVREREREZGyYoxzVXTXUshMsTuNuEBYFV/a1qvOXJ0n+o+oiIqIiIiIlKVT47lbZtmdRFwkJjqChMR0dh/NsDtKhaEiKiIiIiJSliLOh+oNNZ7rRvpFhQMwL16roiWlIioiIiIiUpZOjefu/hEyjtqdRlygdjU/Wtetxrw4nSdaUiqiIiIiIiJlLTIWrAKN57qR/tHhxB1MY39Kpt1RKgQVURERERGRshYeDTWaaDzXjcRERQAazy0pFVERERERkbJ2ajx3z3I4mWx3GnGBusH+RNWuwlyN55aIiqiIiIiIiB0iY8EqhC0z7U4iLhITFcGG/akcSs2yO0q5pyIqIiIiImKH0FZQs5nGc91ITNHuufPjtSpaHBVRERERERE7nB7PXQHpSXanERdoFBJIi/AgnSdaAiqiIiIiIiJ2iYwFLI3nupGYqAjW7T3OkRPZdkcp11RERURERETsEtoSQlpoPNeN9I8Ox7JgwSaN556NiqiIiIiIiJ0ih8LeVXBC45zuoGlYEE1CA7V7bjFUREVERERE7BQ5BI3nupf+UeGs2X2Moydz7I5SbqmIioiIiIjYKaQ5hEZqPNeN9IuKoNCChZu0CdXfUREVEREREbFbZCzs+wnSDtqdRFygZUQQDWr4a/fcs1ARFRERERGxW+QQ5+fNM2yNIa5hjCEmOoJVO49xPCPX7jjlkoqoiIiIiIjdajaFsGiN57qR/lERFBRaLNqi8dy/oiIqIiIiIlIeRA6BA2shdb/dScQFompXoU51P+bFaTz3r6iIioiIiIiUB5Gxzs8az3ULxhhiosJZseMoaVl5dscpd1RERURERETKgxqNIeJ8jee6kZjoCPIKLJYkaDz3z1RERURERETKi8hYOLgOju+1O4m4QOs61Yio6svcuES7o5Q7KqIiIiIiIuVFqyHOzxrPdQsOh6FfVDjLtiVzMiff7jjlioqoiIiIiEh5EdwQarWBTVPtTiIuEhMVQW5+IUsSjtgdpVxRERURERERKU8iY+HQr5Cy2+4k4gJt61cnJMhHu+f+iYqoiIiIyP+3d+dRetX1Hcff31my78kkM4YlQCAJM6EokSqrKIRMZBtalULPaW0tRY+AC2rVlnI0rVXrOVhx47S2fxRrT9WiaBICZTuISHHBJCaBsCQQSDJJIGRff/3j3oFpWALkznPnufN+nTNn5tnu/c7ze+5zn8+93+deqT95oT335jKrUEEaG4I57a3ctaKb7bttz+1hEJUkSZL6k7FHwuSTPHpuhXTObGXHnn3cvaK77FL6DYOoJEmS1N+0XwzPPAQbHy27EhXg5CnjGD98EPOXePTcHoUF0YjoiIibI2JqRFyb/7ytqOlLkiRJA8bxF2a/bc+thKbGBma3T+KOZevYuWdf2eX0C4UF0ZTSEuBmYCywJaX0OWDugfeLiMsj4sGIeLC7213TkiRJ0kuMORwOO9n23Arp7Ghj2+593POwGQj6rjU3veINKd2YUpqVUprV0tLSR7OXJEmS6lx7F6xdDBtWll2JCvD2Y8YzemgzC23PBYptzT0cmA1cCIyOiL8B5hc1fUmSJGlA6WnPda9oJTQ3NjD7+Enctmwdu/banttU1IRSSk8ClxY1PUmSJGlAGz0ZDn9bFkTP/ETZ1agAnTNb+a9fPsV9Kzdy1vSJZZdTKo+aK0mSJPVX7V2wfil0ryi7EhXg1KkTGDm4ifmLnym7lNIZRCVJkqT+6vgLgYClN5ddiQowuKmRs/P23D379pddTqkMopIkSVJ/NaoNjjzF74lWSGdHK89t38P9j20su5RSGUQlSZKk/qy9C7qXwfplZVeiApxxXAvDBzUyf/HAPnquQVSSJEnqz2ZcQNae617RKhjS3MhZ0yeyaOla9g7g9lyDqCRJktSfjZwEU07LgmhKZVejAsyd2cbGbbt54IlNZZdSGoOoJEmS1N+1XwQbHob1vyu7EhXgHdNaGNLcwMIlA7c91yAqSZIk9XczLoBosD23IoYNauKsaRNZsGQt+/cPzL3cBlFJkiSpvxsxEaacbntuhczpaKV7yy5+ufrZsksphUFUkiRJqgftXbBxJaxbUnYlKsA7p09kUFMD8xc/U3YppTCISpIkSfVgxvkQjbbnVsTIIc2ccWwLCwdoe65BVJIkSaoHwyfAUWfYnlshc2e28szmnTz01HNll1JzBlFJkiSpXrR3wabH4JmHyq5EBXjXjEk0NwYLBuDRcw2ikiRJUr2wPbdSRg9t5tSpE5i/+BnSANvLbRCVJEmS6sWwcXD0O2zPrZC5HW089ewOlqx5vuxSasogKkmSJNWT9i54bhU8/euyK1EBzjl+Eo0NwYIlA+vouQZRSZIkqZ7MOA8amm3PrYixwwdxyjHjB1x7rkFUkiRJqidDx8IxZ8HSm23PrYjOjjae2Lid5Wu3lF1KzRhEJUmSpHrT3gWbV8OaX5VdiQowu30SDQELFg+c9lyDqCRJklRvps3N23N/WHYlKsCEEYM5+ahxzB9Ap3ExiEqSJEn1ZugYmPqurD13//6yq1EB5s5sY+X6rTyybmC05xpEJUmSpHrU3gXPPwVrHiy7EhXg3PZWImDBANkrahCVJEmS6tG0Tmgc5NFzK2LSqCGcdMRY5g+Q74kaRCVJkqR6NGQ0TD3H9twK6ZzZxvK1W3h8w7ayS+lzBlFJkiSpXrV3wZan4akHyq5EBZjT0QrAgiXV3ytqEJUkSZLq1bQ50DjY9tyKmDxmKCcePoYFi6v/PVGDqCRJklSvBo+EY3vac/eVXY0KMHdmK4vXbObJTdvLLqVPGUQlSZKketbeBVvXwur7y65EBejsaAOq355rEJUkSZLq2XFzoGmI7bkVcfi4YXRMHsX8irfnGkQlSZKkejZ4BBw7G373I9tzK6Kzo43fPPkcTz+3o+xS+oxBVJIkSap37V2wbT2suq/sSlSAzvzouQuXVHevqEFUkiRJqnfHnQvNw2zPrYijW0YwvXVkpb8nahCVJEmS6t2g4VkYXfZj2Le37GpUgM6ONh5c9Szrn99Zdil9wiAqSZIkVUF7F2zrhlU/K7sSFWDuzFZSgluXVrM91yAqSZIkVcHUc6B5OCz9YdmVqADHThrJ1IkjKnv0XIOoJEmSVAWDhsG0OfA723OrYm5HK794fCMbtu4qu5TCGUQlSZKkqmjvgh2b4Il7yq5EBZjT0cb+BIuWriu7lMIZRCVJkqSqmHo2DBrh0XMrYkbbSKaMH1bJo+caRCVJkqSqaB4K0+bCsltg356yq9Ehigg6Z7Zx36MbeXbb7rLLKZRBVJIkSaqS9i7Y8Sw8fnfZlagAczva2Lc/cduyarXnGkQlSZKkKjnmnTB4lO25FdExeRSHjR3KgsXVas81iEqSJElV0jzkxfbcvdVq5xyIIoLOjlbuXbmBzTuq025tEJUkSZKqpr0Ldm6Gx+4quxIVoHNmG3v2Je5YXp32XIOoJEmSVDXHnAWDR9ueWxEnHjaGttFDmL94bdmlFMYgKkmSJFVN02CY/m5Y/lPYu6vsanSIGhqCOR2t3P1wN1t37S27nEIYRCVJkqQq6rgYdm2GR+8suxIVoLOjjd1793PH8vVll1IIg6gkSZJURUedCUPG2J5bEScdOZaWkYMrc/Rcg6gkSZJURU2DYMZ5sGI+7NlZdjU6RI0NwZz2Vu5a0c323fXfnmsQlSRJkqqqvQt2PQ+P/k/ZlagAnTNb2bFnH3ev6C67lENmEJUkSZKq6qgzYehY23Mr4uQp4xg3fBDzl9T/0XMNopIkSVJVNTbDjPNhxQLYs6PsanSImhobOLd9EncsW8fOPfvKLueQGEQlSZKkKmvvgt1bYeXtZVeiAnR2tLFt9z7uebi+23MNopIkSVKVTTkDho23Pbci3n7MeEYPbWZhnbfnGkQlSZKkKmtsghkXwIqFsHt72dXoEDU3NjD7+Enctmwdu/bWb3uuQVSSJEmquvYu2LMNVt5WdiUqQOfMVrbs3Mt9KzeWXcob1tQXE42ItwJzgUgpXdcX85AkSZL0Gh15Kgxvgfu/Cds2lF2NDtHp+xN/NngZT9+7HKZ/vOxy3pA+CaLA+SmlayPiyohoSSm98E3aiLgcuBzgiCOO6KPZS5IkSXpBYxOc8D74+Q2w+udlV6ND1AxcG/DkU23s3/8xGhqi7JJet74Koq8opXQjcCPArFmzUq3nL0mSJA1Is+fBqVdD8iN4FXRv3cW4IYPqMoRC3wXRn0TEtWStufV9XGFJkiSpCiJgxMSyq1BBWkaWXcGh6ZMgmlJ6AHigL6YtSZIkSapvHjVXkiRJklRTBlFJkiRJUk0ZRCVJkiRJNWUQlSRJkiTVlEFUkiRJklRTBlFJkiRJUk0ZRCVJkiRJNWUQlSRJkiTVlEFUkiRJklRTBlFJkiRJUk0ZRCVJkiRJNWUQlSRJkiTVlEFUkiRJklRTBlFJkiRJUk0ZRCVJkiRJNWUQlSRJkiTVVKSUypt5RDewqrQCDm4CsKHsIlQYx7NaHM9qcTyrxfGsFsezWhzPaqmH8TwypdRy4JWlBtH+LiIeTCnNKrsOFcPxrBbHs1ocz2pxPKvF8awWx7Na6nk8bc2VJEmSJNWUQVSSJEmSVFMG0Vd3Y9kFqFCOZ7U4ntXieFaL41ktjme1OJ7VUrfj6XdEJUmSJEk15R5RSZIkSVJNGUQlSZIkSTVVl0E0Iq6LiKbXcL+LDrj8pxExNSKmRcSMV3jMooj4UkScW1C5RMQpEfGSc+fotcvH/Jr873kvc/tFr3E6iyLiUxHx4YJLVB/Kx394RHwxIlJEjO55H4iI30bEUT3Ld9m16uAi4o8i4tqI+HhEnJdfd11EXBQR/51f/nJEfKDcSgeOnvfYiPjm63jMS96LD3L/70TERyLi1Nf5uCm+ForV6/3zgohoeLnbel2el//+i/w18jcRMTMiro+Ij0bEP+e3r4mIYRHx3oj4Vm3/I72SiPhkRFwWEQsi4rSIeEdEnB0R346IS12+6kdEnJivO6+JiDurMJ4HDXP9XURcDewHGoG7gD8ExgP/CcyKiPXAu4BfA0cDE4GHga0RcT6wFbgzpbQsn+QDwFeAroh4DzAFGAl8G/gYsB14FDgJuB/Y3es+/wpcAfwGWNVrvhOA7oj4BLAReAh4G/AkcFJK6UNFPy8VNSwixgFExNHAu4FpKaUPk431NOAG4MNkY/EpYBtwU0ppRa/ptACre08D+CvgQ2TjfAXwHDCMbBn5GflYppR+0tf/pF7Rl4HPAWPJxqjHrcAHgEfKKEpvyGRgDbAIuCoiFgDDyZa7TfmyXJcbSuvc9cBHACLiEmA62TpxYv4zFbiabDl8AhiVb7R9CzAG+DSwkOw9sxkIsvXr7QfMZ1NEfIn/vz5cTbZuPZPstfB3wOeBpcBK4JSIuDeltLzw/3pgewtwV0T0jOmY/PrLI+LNwBeAEyLiNGBCSukLPQ+MCMg+e/UcbOR2oIts+d5Qi+L16iJiONlYtAC/BC4Cej7HdAMzgf8tpTi9Ee9JKX0WICLGUIHxrMKK/oiU0teAw4Fzga8Cd/a6/TFgBzAq//uHZB92AEamlL7RK4RC9qZ8A9mH2rPJBrYZOA34HnBLfr8tKaWbDrjPRmA9MPqA+QKMAzaklL6YPwbg38kCauOhPQUDxjfJwiLA0Pz3xIjoeY5/APwB2fN/JrAFeAY4qtc0HkgpXQN09J4G2bLQDLyfbFzOAJ4l28Bw4FiqHJvINvqsJ9v4NCm/fhewAjihnLL0eqWU/hG4G5hH9r55GVmAAbiZbFn/cSnFDWxXAyfmf48m26B6en75R8DPyZazdcA3yELIOcA/kC2XrcCvyMILwBeB3+81/adTSteTLcsvtz68gCyQbuXF9eho4HHgPkNon5lBtvHgu72u+w7Z+nMV8FuyDewpIgZHxGci4hxga74sL8s3Ej8JvBl4qpbF61X1bBg4nuyz0E+B83rd/h3gz0uoS2/MgUeYrfvxrOcgelXeXrk6Iq4kW3ktIluRvhPYm99vIlmIOI5spfbHZHtUALZFxAcjYnqv6f6KLIy8P5/eRLKthD8DLiFbUe4l+yDMAfcZC+zM59V7vpCteCdExKfIthoC7CN7UcUhPRMDx7NkH1AgC5I7yZ67BoCU0kqyBfKe/GdYftvKXtM4OSI+TbZyPXAaPyDbQ70GuINsz/oyXjqWKsd1wGyyboRvke3N7nET2cYH1YGIuAC4kGy5+g/go2TLHPl1V5Ato6qtrwK35OMzg2xd1/M5oWd9tYlsr9ll+fW3kXWUTATW8uL6sef3y63f1vPS9eF+sg29h+Xz6Hn85PzyrIhoL+j/VOYqsg6i5WQb2y/jxc9OvcdvAtn6ckN+/z1kGwBHRMRHyQLO8/njvkq2wV/9w/SU0ufJxvp9KaU7yTobAEgpPQIMKas4vW4/yFvjrwFOqcJ4Vur0LRExEriUrJ3ob1NKzx/kIa93+n9JNuBfTyk9UeS0Vb6I+CRwd0rpF2XXIklSrUREz2enn7oOlFQrlQqikiRJkqT+r55bcyVJkiRJdcggKkmSJEmqKYOoJEmSJKmmDKKSJEmSpJpqKrsASZLKEhHXAe8lOx3QmcC9wGfIzpvYQnZetj8hO8/luSmlr0fEFWTnqz6d7HQjm4HB+WN2Ak0ppdsjYl5K6a8j4n3AMSmlv8/nNy+ltJdeIuIWsvNuPg7cSnY+z+vITpkxIqU0LyK+T3ZqqlbgS/ntT5CdM/nRXvOdAXyQ7LRm300pPV3YEyZJUkEMopKkge5W4APAI/nlp1NK/xQRg4DPkp0/8wng6Pz2acDCXo//Wkppb0R8IZ/WgSYBa/NTjL2Sh4BTgd8jOzfnbGBhSuneiLgkIk4Alud1TebF83hCFn57Gw9sB24zhEqS+itbcyVJA902YAVwwkHu91C+d3Pxq9xnN9Cc/50i4uh8um8CLj7I9HcAo/J64mBFA1tTStenlG7qfWVK6V7gK0BnRFz4GqYjSVLNuUdUkiS4Cbga+Abwpoi4CpgI/AtZay7A94FfAycBE3o99sqIGAzcRdae+/mIaAceBi4Brkwp7YiIecBe4KqI2J1SuuGAGv4NGApcCSwCPhcRbwWGp5S+FxHX5nW90JobER8BdgHLgIsjoiOvcVZe/+0FPDeSJBUuUkpl1yBJkiRJGkDcIypJUo3l3z+9NL+4KaX04zLrkSSp1twjKkmSJEmqKQ9WJEmSJEmqKYOoJEmSJKmmDKKSJEmSpJoyiEqSJEmSaur/AOVK4S5AZ52GAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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adPqW5yVJVe3o7jOHVAQAAMBaW3SwoiSJEAoAAMCyLAyiVXWFqrpRVe0YURAAAADrbdF3RJPksZnOI/pvSV6y2nIAAABYd5uZmttJvpvkKiuuBQAAgG1gM0H0/0lyqST/ecW1AAAAsA1sZmruXZP8aZLzVlwLAAAA28BmguhXktxyXv7HFdYCAADANrCZqbnnJblBjIgCAACwBJsJopfv7kcnucKqiwEAAGD9bSaIXqGqnpPkqFUXAwAAwPrbzHdEX9/dH6+qY1deDQAAAGtvMyOit93nNwAAAPzINjMiemRVPSXJN1ddDAAAAOvvgEG0qq7c3c+pqrsl+eKgmgAAAFhji6bmnlBV109yXJITBtQDAADAmlsURK+e5L5JXpbkS6svBwAAgHW36DuiL05ype4+s6reOaIgAAAA1tsBg2h3f3zD8kdXXw4AAADrbuHpW6rq8Kq6SlVdYkRBAAAArLfNnL7lqUnOTvLVTFN1AQAA4Ee2cEQ0ybeSfCHJFVZcCwAAANvAZoLou5PcIMl7VlwLAAAA28BmgugVuvvRSY5adTEAAACsv80E0evMv49bZSEAAABsD5sJoh+oqqck+cCqiwEAAGD9bXZE9LAkP7/iWgAAANgGNnP6lnO7++SVVwIAAMC2sJkg+otVdc1MgfRJqy4IAACA9bYwiHb3varqyCQ1oB4AAADW3MIgWlUvSHJ0piB675VXBAAAwFrbzNTcT8w/315xLQAAAGwDmwmib01yySTXW3EtAAAAbAObCaI/l+S4JOcl+S+rLQcAAIB1t5kguqO7T1p5JQAAAGwLh21im6tX1TOr6tSVVwMAAMDa28yI6Ke7+/krrwQAAIBtYTNB9Ger6seSnNPdT1p1QQAAAKy3zQTRl3b3O1ZeCQAAANvCZoLoo6rqNknOMyIKAADARbWZIHp8kisn+fKKawEAAGAb2EwQfXqSPUl2JnncassBAABg3W3m9C1f7+7nJvn6qosBAABg/R0wiFbVjiT/q6qeneSDY0oCAABgnS2amvv4JN9N8vYkvfpyAAAAWHeLpua+OMnZSc5Jcu7qywEAAGDdHXBEtLs/WVWf7u53jyoIAACA9baZo+beoqp+Os4jCgAAwBJsJoi+PskxSf5+taUAAACwHWzm9C23nre71YprAQAAYBvYzIjojiRXzXTQIgAAALhIDhhEq+rWSc5M8rdxHlEAAACWYNHU3Lsl+aMkt+/ubw+oBwAAgDW3KIjeMMnDk9yqqk4dUA8AAABrbtF5RO80qhAAAAC2h80crGihqrppkp/PdGCjb82rz+ju9y2jfQAAANbHAafmVtWV5993raqbXNh23f3BJOcmuUySs7r71CTHX0ibJ1bV7qravWfPnh+9cgAAAA5Ji74jekJVXT/JTyU54UAbdvfvZzrCbi/Y7vTu3tXdu3bu3PlDFQsAAMChb9HU3KsnuW+S5yb51QvbqKrumuS4JJdNcl5VnZzkbcsqEgAAgPWxKIi+OMmVuvvMqtp9YRt195uTvHmplQEAALCWDjg1t7s/3t3vnS/eaPXlAAAAsO4OOCJaVbfP9J3PSnKdIRUBAACw1hZNzT0n5wfR16++HAAAANbdoqPm/mSSq3b3uzMdjAgAAAAukkUjokdmOhJukhyx4loAAADYBhYF0WOSdFWdmvMDKQAAAPzIFgXRU5Lcb15+1WpLAQAAYDtY9B3RxyT50yRvSvLYlVcDAADA2ls0Ivrl7v7nJKmqLw+oBwAAgDW3KIjepqqOznT6lmOTvHD1JQEAALDODhhEu/teVXX9efnvx5QEAADAOjvgd0Sr6vGZzh/6U/MyAAAAXCSLDlb0ze5+fXe/Lsm3RhQEAADAelv0HdEdVXXLTN8RPXpAPQAAAKy5RSOiT05yVJLLJTl59eUAAACw7hYF0Y8kuUOSW2QKpQAAAHCRLAqid0ry6STfjFO3AAAAsASLgugxSS6TKYg6WBEAAAAX2aIgelKm74f+WJLHrr4cAAAA1t0Bj5rb3Xfbd11V3aW737K6kgAAAFhni0ZE9+eKS68CAACAbeNHCaK19CoAAADYNjYdRKvqIfPia1ZUCwAAANvAAb8jWlV7g2olOSJJuvt7qy4KAACA9XXAIJrk5CQ9ohAAAAC2h0VHzX1KVV02yT2TXHtMSQAAAKyzRVNzT0ry5SRX6e6Tx5QEAADAOlt0sKJ/THJkkmtU1RED6gEAAGDNLZqa+/okqaprJHlkkmeOKAoAAID1tWhq7lMzHayok3xiSEUAAACstUUjot//XmhVPWr15QAAALDuFo2I3m5evESSq6y+HAAAANbdovOInptpWu63Mp1TFAAAAC6SRUH0kklukymMHpnkHSuvCAAAgLW26PQtN+zux3f3E5LceERBAAAArLdFI6Lfraq9YfU7qy4GAACA9bcoiB6V5IkjCgEAAGB7WBREv7hhuVdZCAAAANvDoiD6t0m+PS/XimsBAABgG1gURH8+ybFJPprk9asvBwAAgHV3wKPmdvdLu/tRmc4j+sExJQEAALDODjgiWlUPSXKNJB9JcpMhFQEAALDWFk3NfXuSz8aBigAAAFiSRUH0/vnBEHrqCmsBAABgGzjgd0STvHLe5rB5GQAAAC6SRUH015OcluRpSX5j9eUAAACw7hZNzd3T3eckSVV9ZUA9AAAArLlFQfTGVXVqkkry4wPqAQAAYM0tCqJP37DsyLkAAABcZIuC6K0zBdAbJvm5JD+z8ooAAABYa4sOVvTuJNdJ8uEkN1t9OQAAAKy7RUH0z5JcIsmxSU5ZeTUAAACsvUVTc2+S878bWiuuBQAAgG1gURB9Yn7wIEWnrrAWAAAAtoEDBtHufsqoQgAAANgeFn1HFAAAAJZKEAUAAGAoQRQAAIChBFEAAACGEkQBAAAYShAFAABgKEEUAACAoQRRAAAAhhJEAQAAGEoQBQAAYChBFAAAgKEOX0YjVXX3JNdLcokk586rz+ju9y2jfQAAANbHUkZEu/vPkjwjyRWTnNXdpyY5fn/bVtWJVbW7qnbv2bNnGbsHAADgELKUIFpVleSJSV6VpA+0bXef3t27unvXzp07l7F7AAAADiFLmZqb5ElJfjzT9Nwjq+rkJG9bUtsAAACskaUE0e5+yjLaAQAAYP05ai4AAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQy0tiFbV9arqTVV1rap60vxz82W1DwAAwHpYWhDt7v+R5E1JrpDkrO4+Ncnx+25XVSdW1e6q2r1nz55l7R4AAIBDxKqm5vaFXtF9enfv6u5dO3fuXNHuAQAAOFgdvqyGqurfJbljkmsl+V5VnZzkbctqHwAAgPWwtCDa3V9IcsKy2gMAAGA9OWouAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAx1+CoaraqfSXJ8kuruU1axDwAAAA5N1d3Lb7Tq1O5+UlU9LMlru3vPhutOTHLifPHYJP+w9AK2nx1JztzqIrhQ+ufgpn8Obvrn4KZ/Dm765+Cmfw5u+md5rt7dO/dduZIR0QPp7tOTnD56v+usqnZ3966troP90z8HN/1zcNM/Bzf9c3DTPwc3/XNw0z+rt6og+paqelKmEdc9C7cGAABg21hJEO3u9yd5/yraBgAA4NDmqLnrwVTng5v+Objpn4Ob/jm46Z+Dm/45uOmfg5v+WbGVHKwIAAAALowRUQAAAIYSRAEAABhKEF2hqjqlqhYeEKqq7rHP5QdU1bWq6tiqOu5CbnNGVT27qu60pHJTVbesqguc42c7m/vw0fPyafu5/h6bbOeMqvrdqnrokkvkhzD352Wq6llV1VV11N7naVV9tKqusff5t9W1bkdVdd+qelJV/U5V3WVed0pV3aOq/nS+/JyqeuDWVnro2vs/rape/EPc5gL/+xZs//Kq+u2qutUPebtj9O2Bbfh/dbeqOmx/1224fNr8+0Fzn59cVdevqudV1SOr6o/m6/+pqi5dVb9SVS8Ze4+2j6p6bFXdr6r+oqpuXVW3rao7VNVLq+oEf/9bq6puNL/+PLqq/lofjTH8PKLbVVU9Isl5SS6W5F1J/s8kV0ryuiS7quorSW6f5MNJrpnk6CSfSHJ2Vd01ydlJ/rq7PzY3+f4kv5fkl6rqXkmOSXJkkpcmeVSSbyX5dJKbJnlfku9u2OaPkzw4yd8l+dyG/e5IsqeqHpPkX5J8JMnNk3whyU27+yHLflwOEZeuqismSVVdM8mdkxzb3Q/N1HfHJnlhkodmemx/N8k3k7y6u/9hQzs7k3x+YxtJTkrykEz99uAk/5rk0pmem+/N3Dfd/ZZV38lt5DlJTk1yhUyP+V5vT/LAJJ/ciqJIklw1yT8lOSPJw6vqL5JcJtPz4qvzc80HqBfd85L8dpJU1X2SXDfTa8rR88+1kjwi0/Pks0kuN3/oeZMkl0/yuCR/mel/1MWTVKbXp3fus5+vVtWz84OvJ5/P9Np0m0x9+7QkT03yP5N8Ksktq+o93f3xpd/r9XKTJO+qqr19dPl5/YlVdeMkz0hyg6q6dZId3f2MvTesqmR6L7L3ICHvTPJLmZ5/Z44ofrupqstkemx3Jvlgknsk2fu6vifJ9ZN8YEuKY697dfcTkqSqLh99NIQX9HGu1t1/kOTfJblTkucn+esN1/9jkn9Lcrl5+U8yvflKkiO7+0UbQmgyvQi9MNOb5jtkepJcPMmtk7w2yZvn7c7q7lfvs82/JPlKkqP22W+SXDHJmd39rPk2SfKqTAH1YhftIThkvThTWEySS82/j66qvY/ZG5P8cqbH8zZJzkryz0musaGN93f3o5Ncb2MbmZ6DF0/y65ke559L8rVMHxjs2zcsx1czfSjzlUwfDv3YvP47Sf4hyQ22piy6+z8meXeS0zL9n7pfpsCTJG/K9Fz88y0pbr08IsmN5uWjMn0g+bPz5T9L8v9leh787yQvyhRafiHJMzM9b66c5EOZwk6SPCvJzTa0/6Xufl6m59r+Xk/ulimQnp3zX4eOSvKZJP9NCN204zJ9GPCaDetenun153NJPprpA+euqiOq6vFV9QtJzp6fax+bP2T9QpIbJ/niyOK3mb1B/6cyvTd4a5K7bLj+5Ul+Ywvq4nz7Hr1VHw0giK7ew+fpmJ+vqodlevE9I9MbgdslOWfe7uhMoeM6mV6U759pxCZJvllVv1lV193Q7ocyhZdfn9s7OtOnou9Ncp9ML/TnZHqjnX22uUKSb8/72rjfZHrjsKOqfjfTp6RJcm6mJ2hdpEfi0PW1TG+YkilIfjvTY3FYknT3pzL9s/qb+efS83Wf2tDGv6+qx2V6c7BvG2/MNOL8T0n+KtNI+cdywb5hOU5JcsdMswVekml0eq9XZ/owgS1QVXdLcvdMf/f/OckjMz0nMq97cKbnEBfN85O8eX68j8v0WrH3/cDe//dfzTTKdr95/TsyzeA4OsmXc/7ry97f+3t9+Eou+HpyXqYPSn9i3sfe2191vryrqn56SfdzXT080wycj2f68Pl+Of+9xMb+2JHp9ebMefvvZfrA7bJV9chMgegb8+2en+kDcFbjut391Ex9d+/u/utMMw+SJN39ySSX3KriSJK8cZ6+/ugkt9RHYzh9yxaoqiOTnJBpOtSTu/sbC27yw7b/HzI9ef6wuz+7zLZZvqp6bJJ3d/d/3+paADh0VNXe9xJv9RoCHGoEUQAAAIYyNRcAAIChBFEAAACGEkQBAAAYShAFAABgqMO3ugAA2CpVdUqSX8l0Gp/bJHlPksdnOv/izkznjvu1TOe/vFN3/2FVPTjTeaB/NtNpSL6e5Ij5Nt9Ocnh3v7OqTuvuJ1bVvZP8ZHc/fd7fad19TjaoqjdnOh/nZ5K8PdN5Pk/JdOqNy3b3aVX1hkyniLpykmfP138207mLP71hv8cl+c1Mpwt7TXd/aWkPGAAsiSAKwHb39iQPTPLJ+fKXuvsFVXWJJE/IdF7Nzya55nz9sUn+csPt/6C7z6mqZ8xt7evHknx5PnXXhflIklsluWGmc3beMclfdvd7quo+VXWDJB+f67pqzj+/ZzKF342ulORbSd4hhAJwsDI1F4Dt7ptJ/iHJDRZs95F5dPPvD7DNd5NcfF7uqrrm3O5VktxzQfv/luRycz21qOgkZ3f387r71RtXdvd7kvxekv+jqu6+iXYAYDgjogCQvDrJI5K8KMlVqurhSY5O8rJMU3OT5A1JPpzkpkl2bLjtw6rqiCTvyjQ996lV9dNJPpHkPkke1t3/VlWnJTknycOr6rvd/cJ9anhFkksleViSM5KcWlU/k+Qy3f3aqnrSXNf3p+ZW1W8n+U6SjyW5Z1Vdb65x11z/O5fw2ADA0lV3b3UNAAAAbCNGRAFgsPn7pyfMF7/a3X++lfUAwGhGRAEAABjKwYoAAAAYShAFAABgKEEUAACAoQRRAAAAhvr/AcKaCuxweXOvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1080 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def baselineModels(model,results):\n",
    "    method_comparisons=list(results[model].keys())\n",
    "    total_model_comparisons=len(method_comparisons)\n",
    "    groups={} \n",
    "\n",
    "    #Loop through each comparison methods eg:ORIGINAL,SCALED,AUG...\n",
    "    for methods in method_comparisons:\n",
    "        algorithms=list(results[model][methods].keys())\n",
    "        accuracy_scores=[]\n",
    "        cv_scores=[]\n",
    "        for i in range(len(algorithms)):\n",
    "            accuracy_scores.append(results[model][methods][algorithms[i]][0])\n",
    "            cv_scores.append(results[model][methods][algorithms[i]][1])\n",
    "        groups[methods]=accuracy_scores\n",
    "        barChart(model,methods,algorithms,'Performance Score',accuracy_scores)\n",
    "        multipleLineChart(model,methods,algorithms,'Performance Score',accuracy_scores,cv_scores)\n",
    "    groupedBarChart(groups,algorithms,model)\n",
    "    return groups\n",
    "\n",
    "groups=baselineModels(model[0],results)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89226318",
   "metadata": {},
   "source": [
    "### Hyperparameter Tuning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "444a359e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1080 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "def hyperparameter_tuning(model,results):\n",
    "    #Method_comparisons=Random search, bayesian optimization\n",
    "    method_comparisons=list(results[model].keys())\n",
    "    total_model_comparisons=len(method_comparisons)\n",
    "    ind_param_groups={} \n",
    "\n",
    "    #Loop through each comparison methods eg:ORIGINAL,SCALED,AUG...\n",
    "    for methods in method_comparisons:\n",
    "        algorithms=list(results[model][methods].keys())\n",
    "        accuracy_scores=[]\n",
    "        for i in range(len(algorithms)):\n",
    "            accuracy_scores.append(results[model][methods][algorithms[i]])\n",
    "        ind_param_groups[methods]=accuracy_scores\n",
    "        barChart(model,methods,algorithms,'Accuracy Score',accuracy_scores)\n",
    "        lineChart(model,methods,algorithms,'Accuracy Score',accuracy_scores)\n",
    "    groupedBarChart(ind_param_groups,algorithms,model)\n",
    "    print()\n",
    "    return ind_param_groups,algorithms\n",
    "\n",
    "ind_param_groups,ind_models=hyperparameter_tuning(model[1],results)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b732a24d",
   "metadata": {},
   "source": [
    "# Part B"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75ae1917",
   "metadata": {},
   "source": [
    "### Machine Learning Enhanced Model - Voting, Stacking, Bagging"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ac53d016",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def ensembleModels(model,results):\n",
    "    method_comparisons=results[model].keys()\n",
    "    total_model_comparisons=len(method_comparisons)\n",
    "\n",
    "    ensemble_names=[]\n",
    "    ensemble_results=[]\n",
    "    #Loop through each comparison methods eg:ORIGINAL,SCALED,AUG...\n",
    "    for methods in method_comparisons:\n",
    "        algorithms=list(results[model][methods].keys())\n",
    "        for i in range(len(algorithms)):\n",
    "            ensemble_results.append(results[model][methods][algorithms[i]][0])\n",
    "            ensemble_names.append(methods+'_'+algorithms[i])\n",
    "            \n",
    "    barChart2('Ensemble Model',ensemble_names,'Accuracy Score',ensemble_results)\n",
    "    return ensemble_names,ensemble_results\n",
    "\n",
    "ensemble_names,ensemble_results=ensembleModels(model[2],results)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "262f07bb",
   "metadata": {},
   "source": [
    "### Comparisons between Individual Models and Ensemble Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "22681b16",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def comparison_Individual_Emsemble(ind_models,ensemble_names,ensemble_results,ind_param_groups):\n",
    "    model_names=ind_models+ensemble_names\n",
    "    accuracy=[ind_param_groups[ind_model] for ind_model in ind_param_groups.keys()]\n",
    "    accuracy=[j for i in accuracy for j in i]\n",
    "    param_acc=[]\n",
    "\n",
    "    for idx in range(int(len(accuracy)/2)):\n",
    "        idx1=int(len(accuracy)/3+idx+1)\n",
    "        if accuracy[idx]>accuracy[idx1]:\n",
    "            param_acc.append(accuracy[idx])\n",
    "        else:\n",
    "            param_acc.append(accuracy[idx1])\n",
    "    \n",
    "    model_accuracy=param_acc+ensemble_results\n",
    "    barChart('',' Individual Models and Ensemble Models',model_names,'Accuracy Scores',model_accuracy)\n",
    "    lineChart('',' Individual Models and Ensemble Models',model_names,'Accuracy Scores',model_accuracy)\n",
    "    \n",
    "comparison_Individual_Emsemble(ind_models,ensemble_names,ensemble_results,ind_param_groups)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e26dfa97",
   "metadata": {},
   "source": [
    "### Deep Learning Enhanced Model - Hybrid & Ensemble"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a466834a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Lbt6HFZ2f5LzuPjPJMQPmAQAAYMnNWxH9VHe/Y8uFqrrngucBAABgyc1bET2nqg5LskeSC5OctPiRAAAAWGbzvr7l40k+vpodVdVDk9wjyebpqpO7+9Qdmg4AAIClM+/Q3FWpqltm9n7S3ZKc291HJznoUrY9tKo2VdWmzZs3b2sTAAAAltjcEK2qX6+qR1fV3baz2S8nOSDJ/kn22t7+uvvY7t7Y3Rs3bNhw2aYFAABglzfvPaJJcv0k30xyqyQf3NYG3f3SJKmqvZPsUVVHxPtJAQAA2IbVhOjeSe6Q5LPzNuzuw3d4IgAAAJbaakL0/Ule3N3nLHoYAAAAlt9qQvSpSU6vqku6+8hFDwQAAMByW02IHpTkOkm+seBZAAAAWAdWE6LPz+y7QTckeeZixwEAAGDZreZ7RL/T3S9K8p1FDwMAAMDyW02InlFV/zvJ6YseBgAAgOW3mhC9Unc/PckVFz0MAAAAy281Ibr/dHqzRQ4CAADA+rCaED2tqp6d5LRFDwMAAMDy226IVtV9knw4s0/MPXDIRAAAACy1eV/fcsskleTNSe6w+HEAAABYdvMOzb1ekocl+dAqtgUAAIC5trsi2t1/uOLiMQueBQAAgHXAKicAAABDzQ3Rqnp6VV13xDAAAAAsv9WsiL4qyW9W1QlVdftFDwQAAMByW02I/kGSn0ny/CT3WOg0AAAALL15X9+SJG/u7i9X1XW7+08XPhEAAABLbTUror86nT5gkYMAAACwPqxmRXSfqnp8kp9d9DAAAAAsv7kh2t1HVtUNknx3wDwAAAAsubkhWlUvS3LtJJXktxY+EQAAAEttNYfmfm7674IFzwIAAMA6sJoQ/VBmEXqLBc8CAADAOrCaT809oLv/tbv/euHTAAAAsPRWsyJ6p6r6hSSXdPeRix4IAACA5baaEP34dNqLHAQAAID1YTWH5r4ryXuTXGPBswAAALAOrGZF9D6ZfXXLfgueBQAAgHVgNSF6SmaH5Z6w4FkAAABYB1ZzaO5B3f3lJL+/6GEAAABYfqsJ0RtMn5p7w0UPAwAAwPJbTYi+JMnNplMAAADYIasJ0Yd291uSPHjRwwAAALD8LsuhuT+36GEAAABYfqs9NPfmST6z2FEAAABYD7YbolW1b5JfT3K/JGeNGAgAAIDlNm9F9M+SnJrkjO7+pwHzAAAAsOS2G6Ld/dAkV07ys1X1h2NGAgAAYJntPm+D7v5gkg9W1VUGzAMAAMCSW82HFSVJuvu8RQ4CAADA+jDvw4ruNp0eUlW/MWYkAAAAltm8FdE7TadXS3KtBc8CAADAOrCqQ3O7+5VJrrrgWQAAAFgH5n1Y0ZlV9dwkneSMAfMAAACw5OaF6Mem/5JZjAIAAMAOmReid80sQG+d5JeS3H7hEwEAALDU5r1H9P1J9k/y0SR3WPw4AAAALLt5Ifp3SfZMckCSoxY+DQAAAEtv3qG5tx0yBQAAAOvGvBA9bKvLRy9qEAAAANaHeSH6tRXnfWouAAAAO2xeiJ6SZI8kj0yy1+LHAQAAYNnNC9E7J7lFkuO6+8wB8wAAALDk5n1q7t2T/DDJ71WV94cCAACww+atiJ42nV6U5D0LngUAAIB1YDXvEU1m7xN9YpI/Xuw4AAAALLvthmh3f2nL+ar6zuLHAQAAYNltN0Sr6jnT2U7ywcWPAwAAwLKbd2juV7v7/wyZBAAAgHVhXog+pKr22XKhu49c8DwAAAAsuXkhelJ3v3TIJAAAAKwL875H9L1bX1FV91jIJAAAAKwL2w3R7v7ENq7+uQXNAgAAwDow79DcbamfuKLqdknumWTvJOdPV5/c3afuwGwAAAAsoe2uiFbVnlV1laravaoeM13991tv192nJ/lhkisnObe7j05y0KXs89Cq2lRVmzZv3ryD4wMAALCrmfce0VckOTjJXyf5aJJ097e2tWF3vzjJ2Zl95+il6u5ju3tjd2/csGHDZZ8YAACAXdq8Q3O/keQ9SfZJ8p+XtlFVPSDJzZJcJcklVXVEkpPWakgAAACWx7wQ/XySuyT5tyR3TXLWtjbq7hOTnLi2owEAALCM5h2a+70k53T3CUkuHjAPAAAAS27eiug++fF7Pvde8CwAAACsA/NC9FZJUlXPSXK9xY8DAADAspsXoqd09xuHTAIAAMC6MC9EH1hVV9pyobuPX/A8AAAALLl5Ifq5JO8eMQgAAADrw7wQfXeSr3f3D6rqWiMGAgAAYLnN+/qWA5M8Zjr/sAXPAgAAwDowb0V07yRdVfsl2TBgHgAAAJbcvBD9QmbfI3rXJJ9f/DgAAAAsu3khesckm5NUZkEKAAAAO2ReiL4nyb5JvpLkbQufBgAAgKU378OKTkzytSS3zez9ogAAALBD5oXoF5LcJ8mFSf5g8eMAAACw7OYdmnvzJBd090VVZUUUAACAHTZvRfQRSR49nT9ksaMAAACwHsxbEd0Q3yMKAADAGlrN94gmyd3ie0QBAABYA/MOzf1oki8n+VCS2y9+HAAAAJbdvBB9VJJzkrwgyeGLHwcAAIBlNy9ENyTZmOT8JA9d/DgAAAAsu3nvEX3GdPruJHsueBYAAADWgXkropuT3DXJH8V7RAEAAFgD80L0bUlOS/L57n7DgHkAAABYcvNC9EFJDkxy46p6+OLHAQAAYNnNe4/o/0hykyRvSfKVxY8DAADAspu3InrV7n5Kkjt291kjBgIAAGC5zQvR/avq6BWnAAAAsEO2e2hudz9yy/mqesDixwEAAGDZbTdEq+ovkpyZ5DZJThwxEAAAAMtt3qG5ZyV5aZKPJXnrwqcBAABg6c0L0askOSzJVZMcvvhxAAAAWHbzvr7lw0m+390frKr7jxgIAACA5TZvRfRmSQ6czu+34FkAAABYB+atiN41SVfVhiQHJHnZ4kcCAABgmc0L0T9Jcrsk7+zucwfMAwAAwJKbd2juE5N8IclTB8wCAADAOjAvRPdOcuskN62q3x8wDwAAAEtu3qG5hye5OMkpA2YBAABgHZgXogclOS/JCQNmAQAAYB2YF6JvTHJMkp9L0kmOXvhEAAAALLV5IfrYJE/o7u+PGAYAAIDlNy9E90jyzKpKknT3kQufCAAAgKW23RDt7iOq6knd/dJRAwEAALDctvv1LVW12+ykdpvOAwAAwA6Zd2juEStOO8nRVbV7d1+82LEAAABYVvMOzX32Nq4+JMlfLWYcAAAAlt1Pc7htrfkUAAAArBurDtGquvZ09psLmgUAAIB14LKsiP52knT3iQuaBQAAgHVgu+8Rrap7ZfYhRZVk/yETAQAAsNTmfWruxZmFaJL8zYJnAQAAYB2YF6JXTHL3zGL0fQufBgAAgKU37z2it+7uP+nuw5IcOGIgAAAAltu8FdELq2pLrF646GEAAABYfvNC9OpJDs/sw4p6+5sCAADAfNsN0e5+9qhBAAAAWB8uy/eIAgAAwA4TogAAAAwlRAEAABhKiAIAADCUEAUAAGAoIQoAAMBQQhQAAIChtvs9oqtVVb+W5BZJ9kzyw+nqk7v71LXYPwAAAMtjTVZEu/vvkrwgyTWTnNvdRyc5aFvbVtWhVbWpqjZt3rx5LR4eAACAXciahGhVVZLDk7wuSW9v2+4+trs3dvfGDRs2rMXDAwAAsAtZk0NzkxyZ5LqZHZ571ao6IslJa7RvAAAAlsiahGh3P3st9gMAAMDy86m5AAAADCVEAQAAGEqIAgAAMJQQBQAAYCghCgAAwFBCFAAAgKGEKAAAAEMJUQAAAIYSogAAAAwlRAEAABhKiAIAADCUEAUAAGAoIQoAAMBQQhQAAIChhCgAAABDCVEAAACGEqIAAAAMJUQBAAAYSogCAAAwlBAFAABgKCEKAADAUEIUAACAoYQoAAAAQwlRAAAAhhKiAAAADCVEAQAAGEqIAgAAMJQQBQAAYCghCgAAwFBCFAAAgKGEKAAAAEMJUQAAAIYSogAAAAwlRAEAABhKiAIAADCUEAUAAGAoIQoAAMBQQhQAAIChhCgAAABDCVEAAACGEqIAAAAMJUQBAAAYSogCAAAwlBAFAABgKCEKAADAUEIUAACAoYQoAAAAQwlRAAAAhhKiAAAADCVEAQAAGEqIAgAAMJQQBQAAYCghCgAAwFBCFAAAgKGEKAAAAEMJUQAAAIYSogAAAAwlRAEAABhKiAIAADCUEAUAAGAoIQoAAMBQQhQAAIChhCgAAABDrVmIVtUtqurtVXXjqjpy+u+Oa7V/AAAAlsOahWh3/0uStye5RpJzu/voJAdtvV1VHVpVm6pq0+bNm9fq4QEAANhFLOrQ3L7UG7qP7e6N3b1xw4YNC3p4AAAALq92X6sdVdUNkvxKkhsn+UFVHZHkpLXaPwAAAMthzUK0u7+S5JC12h8AAADLyafmAgAAMJQQBQAAYCghCgAAwFBCFAAAgKGEKAAAAEMJUQAAAIYSogAAAAwlRAEAABhKiAIAADCUEAUAAGAoIQoAAMBQQhQAAIChhCgAAABDCVEAAACGEqIAAAAMJUQBAAAYSogCAAAwlBAFAABgKCEKAADAUEIUAACAoYQoAAAAQwlRAAAAhhKiAAAADCVEAQAAGEqIAgAAMJQQBQAAYCghCgAAwFBCFAAAgKGEKAAAAEMJUQAAAIYSogAAAAwlRAEAABhKiAIAADCUEAUAAGAoIQoAAMBQQhQAAIChhCgAAABDCVEAAACGEqIAAAAMJUQBAAAYSogCAAAwlBAFAABgKCEKAADAUEIUAACAoYQoAAAAQwlRAAAAhhKiAAAADCVEAQAAGEqIAgAAMJQQBQAAYCghCgAAwFBCFAAAgKGEKAAAAEMJUQAAAIYSogAAAAwlRAEAABhKiAIAADCUEAUAAGAoIQoAAMBQQhQAAIChhCgAAABDCVEAAACGEqIAAAAMJUQBAAAYavdF7LSqbp/koCTV3Uct4jEAAADYNVV3r/1Oq47u7iOr6glJ3tTdm1fcdmiSQ6eLByT57JoPAFyavZOcvbOHAICdyO9CGOuG3b1h6ysXsiK6Pd19bJJjRz8ukFTVpu7euLPnAICdxe9CuHxYVIi+o6qOzGzFdfPcrQEAAFg3FhKi3f2RJB9ZxL4BAADYtfnUXFhfHBYPwHrndyFcDizkw4oAAADg0lgRBQAAYCghCgAAwFDDv74FWLyquk2SByY5P8n9khyR2f+9757kN5K8P8mHkty7u4/bSWMCwEJV1dOTfC3J7yR5XvwuhMsNK6KwnH6ju4/u7hcm+ackD1px2+Ykt0yyx84YDABGqKorJzk7yYYkp8fvQrhcEaKwnLb+FLJ3Jrn/isvHJ3nkuHEAYLgHJ9knyc2T3Ch+F8LlikNzYTm9taqOSPL9JHfu7sOr6klbbuzuz1fVFXfeeACwcDedfv9dMcl53f0wvwvh8sPXtwAAADCUQ3MBAAAYSogCAAAwlBAFAABgKCEKAADAUEIUAACAoXx9CwBLoaqOSvKdJHsl+ViSi7v7lG1s89zuvriqnpvk4iR/keTgJCcleW6Sc5K8NMnzk/xjkk8nuVOS85L8fHc/pqqOT/L5JOdm9l2Eb0/ykCR7JzkmydlJ/jLJgUluPF1+dZJ/TXKTzL7L8JeTnLri9o8muVeS/ZOcOJ3/RJKvJbnydL/rJnlsd18wPZ9bJ7lnkoOSvC3JPtPXVeyb5N5Jbp/k/Uk+NF2+/vQcz0jya0nuPj3H2yT5+SSV5MPd/f7L8toDwGUlRAFYJn8+ReaHkxxxKds8saoumc7/aZKXZRZqFyc5JbP4u92K7S+YTl+S5MnT+a939wuq6iWZBd0Tkzwos6g7JcmmzKJ0pQum2x6cZJ/M4nOlU5N8Kcm9u/v1VXWvFfe7cmYh+8tJ9twyU3d/PMnHq2rv7n7lFNcrbU5yyySnbXX9/0vyqMxiOkkO7O7DAgCDODQXgPXmZd39kiTp7u8l+UqSE6bb7p3kfpmtjn6mu1+yYnXwSZmtHCbJ9arqmUn+Lsldktw3yZ2n2+6e5Mhpv0nymmk/F07XHZjkqyvmWXn7Sl+frj9xuvzwzFY+L8h8eyS5aDp/fJJHbnX7hUk+m+RWK6+sqsdW1e+sYv8AsEOsiAKwTJ5QVXslOSrJQ6rqFkne1N3fWOX9T+nu45Kkqm5aVU9OcuZ020uTPLSqHpgfr4j+fJLTuvuEKeD2yuxQ2LcmeU5mK6OPqKqzk7x+xX42J7n5dHnr27e43vT4m6fLr81sJfN/ZnY48bZ8oKoOS3L1zFZ69+/uz1fVFbex7eszi+tXJDmjqp6e2eHHP9jeCwQAa6G6e2fPAAAAwDpiRRSApTatYF5zuviG7r5oe9tf3lXVNZM8cLr45e5+z86cBwB+GlZEAQAAGMqHFQEAADCUEAUAAGAoIQoAAMBQQhQAAICh/j8up/ENRL2YGAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1080 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def dl_parameterTuning(model,results):\n",
    "    #Method_comparisons=Random search, bayesian optimization\n",
    "    method_comparisons=list(results[model].keys())\n",
    "    total_model_comparisons=len(method_comparisons)\n",
    "    groups={} \n",
    "\n",
    "    for methods in method_comparisons:\n",
    "        algorithms=list(results[model][methods].keys())\n",
    "        accuracy_scores=[]\n",
    "        for i in range(len(algorithms)):\n",
    "            accuracy_scores.append(results[model][methods][algorithms[i]])\n",
    "        groups[methods]=accuracy_scores\n",
    "        barChart(model,methods,algorithms,'Accuracy Score',accuracy_scores)\n",
    "    groupedBarChart(groups,algorithms,model)\n",
    "\n",
    "dl_parameterTuning(model[3],results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6b05f5be",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Mvcqluer1idz6/jS2bE+LO5YkSZKkAshyqj2qVaEk717RkcsPrcfr3y3hxIGjmLtsfdyxJEmSJBUwllNlqUhiAjd3O4iXLzqElRu20mPgSN75/keiyDVRJUmSJGUPy6n+sEMbVWZ432TaHFCem96bSt+3JrN+y/a4Y0mSJEkqACyn+lOq7FecVy5qz43HNObjab9wXP+RTF26Nu5YkiRJkvI5y6n+tMSEwNWHN+CdyzuQlh5x6pOjeS5lAenpTvOVJEmStHcsp9prbQ6owMd9uvCXA6twz8czufjl71m1YWvcsSRJkiTlQ5ZT7ZNyJYvy1LltuPvEpoyav4pu/VIYPX9l3LEkSZIk5TOWU+2zEALndazDB1d1pnTxJM557jse+XwOqWnpcUeTJEmSlE9YTpVtmlTfj6G9u3DqwTXp/+Vczn72O35ZtznuWJIkSZLyAcupslXJokk8fHpLHj2zJTN+Xke3fil8/sOyuGNJkiRJyuMsp8oRJ7euydA+ydQsX4JLXxnPnR/NYGtqWtyxJEmSJOVRllPlmLqVSvHelZ24qHNdXhq9iFOeGM3ClRvjjiVJkiQpD7KcKkcVS0rkjh5NeO78tvy0djPH90/h/UlL444lSZIkKY+xnCpXHNmkKsP7JtO0elmufXsK178zhY1bU+OOJUmSJCmPsJwq1+xftgRvXNqevkc05P1JS+kxYCQzfl4XdyxJkiRJeYDlVLkqKTGBa49qxOuXdGDjtlROfmI0r4xZRBRFcUeTJEmSFCPLqWLRsX5FhvftSpcGlbjjwxlc/uoE1m7aFncsSZIkSTGxnCo2FUoV5fm/tuW24w7i69nL6d4vhfGLVscdS5IkSVIMLKeKVQiBS5Lr8d6VnSiSlMCZz4xl4FdzSUt3mq8kSZJUmFhOlSe0qFmOob27cFzz/Xn4szmc/8J3LP9tS9yxJEmSJOUSy6nyjDLFi9DvrFb869QWTFi8hm79Uvhm9vK4Y0mSJEnKBZZT5SkhBM5oV4uhvbtQuUwxLnjxe+4fNpNtqelxR5MkSZKUgyynypMaVCnDB1d35twOtXl6xAJOf3oMS1ZtijuWJEmSpBxiOVWeVbxIIvec1JwnzzmYBSs2cFz/FIZO/TnuWJIkSZJygOVUeV635vszrE8yDaqWptcbk7h58FQ2b0uLO5YkSZKkbGQ5Vb5Qq0JJ3rm8I1ceVp+3vv+REx8fyZxl6+OOJUmSJCmbWE6VbxRJTOBvxx7IKxcdwuqN2zhh4EjeHLeEKHJNVEmSJCm/s5wq30luWJlhfZNpV6cCNw+eRq83J/Hblu1xx5IkSZK0DyynypeqlCnOyxcewk3HNuaT6b9yXP8UJv+4Nu5YkiRJkvaS5VT5VkJC4KrDGvDO5R1JT4fTnhzNMyPmk57uNF9JkiQpv7GcKt9rc0B5hvVN5qgmVblv2CwufOl7Vm7YGncsSZIkSX+C5VQFQtkSRXjinIO556RmjFmwim79Uhg1b2XcsSRJkiT9QZZTFRghBM7tcAAfXt2ZsiWKcO7z3/Hwp7NJTUuPO5okSZKkLFhOVeActP9+fNSrM2e0qcXAr+dx1jNj+Wnt5rhjSZIkSdoDy6kKpJJFk3jwtBb0O6sVs35dT/d+KXw649e4Y0mSJEnaDcupCrQTW9VgaO8u1K5QkstfncA/PpzOlu1pcceSJEmStBPLqQq8OpVK8d6VnbikS11eHrOYU54YzfwVG+KOJUmSJGkHllMVCkWTErjt+Ca8cEFbflm3mR4DRvLehKVxx5IkSZKUyXKqQuUvB1ZleN+uNK9RlusHTeG6tyezYWtq3LEkSZKkQs9yqkKnWtnivHFpB649shEfTP6JHgNGMv2ndXHHkiRJkgo1y6kKpcSEQN8jG/LmpR3YvC2NU54YzYujFhJFUdzRJEmSpELJcqpCrX29igzvm0zXRpX455AfuPSVCazZuC3uWJIkSVKhYzlVoVe+VFGePb8tdxzfhG/nLKd7/xTGLVwddyxJkiSpULGcSkAIgYu61GXwlZ0plpTAWc+Mof+Xc0lLd5qvJEmSlBuypZyGEE4KIdwaQnguhFA6hDAshNBgh+0XhBCuCyFclB3Hk3JK85plGdonmRNaVueRz+dw7nPfsey3LXHHkiRJkgq87Bo53QpUBjYClwIf7LS9fhRFjwB1d75hCOGyEML4EML4FStWZFMcae+VLpbEo2e24uHTWzL5x7V065fC17OWxx1LkiRJKtCyq5zWB24AVgO1gcMy//0u2unj/2+IomeiKGobRVHbypUrZ1Mcad+EEDitTU2G9O5C1f2Kc+FL33Pvxz+wLTU97miSJElSgZRd5XQNcDNQAbge+Az4JoRwVAihOjA/hHAtsCibjifligZVSvP+VZ04v+MBPJuykNOeGs3iVRvjjiVJkiQVOCEvrevYtm3baPz48XHHkHbpk+m/ctO7U0iP4L5TmnNCy+pxR5IkSZLylRDChCiK2u5qm2frlf6gY5tVY1jfZBpXK0OfNyfxt3ensmlbatyxJEmSpALBcir9CTXLl+TtyzrQ6/AGvDPhR04YOIpZv/4WdyxJkiQp37OcSn9SUmICNxzTmNcubs+6zds5ceAoXv9uMXlpirwkSZKU31hOpb3UuUElhvVJpn29itz6/nSufmMi6zZvjzuWJEmSlC9ZTqV9ULlMMV66oB03dzuQz2Yso3u/FCYuWRN3LEmSJCnfsZxK+yghIXD5ofUZdEVHQoAznhrDU9/OJz3dab6SJEnSH2U5lbJJ69rl+bhPMsc0rcYDw2fx1xfHsWL91rhjSZIkSfmC5VTKRmVLFGHg2a257+TmjFu4mm79Uhg5d2XcsSRJkqQ8z3IqZbMQAme3r81HvbpQvmQRznvhO/71ySy2p6XHHU2SJEnKsyynUg5pXK0MH/XqwlntavHEN/M565mxLF2zKe5YkiRJUp5kOZVyUImiidx/SgsG9GzNnF/X071fCp9M/yXuWJIkSVKeYzmVckGPltX5uE8ydSuV4orXJnL7B9PZsj0t7liSJElSnmE5lXJJ7YolGXRFJy7rWo9Xxy7mpMdHMW/5hrhjSZIkSXmC5VTKRUWTEril+0G8eGE7lq/fSo8BI3ln/I9EkWuiSpIkqXCznEoxOLxxFYb3TaZVrXLc9O5Urnl7Mhu2psYdS5IkSYqN5VSKSdX9ivPaJe25/qhGDJnyM8f3T2Ha0nVxx5IkSZJiYTmVYpSYEOh9REPevrwjW1PTOeXJUTw/cqHTfCVJklToWE6lPKBdnQoM75vMYY2rcPfQH7jk5fGs3rgt7liSJElSrrGcSnlEuZJFeea8NtzZowkpc1fSrd8Ixi5YFXcsSZIkKVdYTqU8JITABZ3rMviqTpQqmsTZz47lsS/mkJbuNF9JkiQVbJZTKQ9qVqMsQ3p34aTWNXjsi7mc/exYflm3Oe5YkiRJUo6xnEp5VKliSTxyRiv+fXpLpv20ju79Uvhy5rK4Y0mSJEk5wnIq5XGntqnJ0N5d2L9sCS5+eTx3DfmBralpcceSJEmSspXlVMoH6lUuzeCrOnFBpzq8MGohpz05hkUrN8YdS5IkSco2llMpnyheJJE7T2jKM+e1YcnqTRzXP4UPJ/8UdyxJkiQpW1hOpXzm6KbVGN43mSbV96PvW5O5cdAUNm1LjTuWJEmStE8sp1I+VL1cCd68tAN9/tKAdycupceAkcz85be4Y0mSJEl7zXIq5VNJiQlcd3RjXr+kPeu3pHLi46N4dexiosg1USVJkpT/WE6lfK5T/UoM65tMp/oVuf2D6Vz52kTWbdoedyxJkiTpT7GcSgVApdLFeOGv7bi1+0F8MXMZ3funMGHx6rhjSZIkSX+Y5VQqIBISApd2rce7V3YiMSFwxtNjefzreaSnO81XkiRJeV/S7jaEENoAx2VeZzvwcRRFE3MrmKS906pWOYb26cItg6fx0KezGTN/FY+c2ZIqZYrHHU2SJEnarT2NnJaKouiuKIruiKLobqB0boWStG/2K16EAT1b88ApzRm/eDXd+6UwYs6KuGNJkiRJu7XbchpF0QiAEMKxIYRev1+WlD+EEDjrkNp81KsLFUoV5fwXxvHA8FlsT0uPO5okSZL0P3ZbTkMIN4cQ6pExYloq9yJJyk6Nqpbho15dOLt9bZ76dj5nPD2GH1dvijuWJEmS9F/2NK13INABqAQ8kjtxJOWE4kUSue/k5jx+9sHMW7aB7v1TGDbtl7hjSZIkSf+xp3J6BVAEeAvonTtxJOWk41rsz7C+ydSrXJqrXp/Ire9PY8v2tLhjSZIkSXssp6uAJVEUrY2iyJFTqYCoVaEk717RkcsPrcfr3y3hxIGjmLtsfdyxJEmSVMjtqZxuAcYChBBKhBDOzp1IknJakcQEbu52EC9fdAgrN2ylx8CRvP39EqLINVElSZIUjz2V0y+By0MIdwKXZV6WVIAc2qgyw/sm0+aA8vztvWn0eWsy67dsjzuWJEmSCqGQl0ZK2rZtG40fPz7uGFKhk5Ye8dS383nk8znUKFeCgWe3pkXNcnHHkiRJUgETQpgQRVHbXW3b08ippEIiMSFw9eENeOfyDqSlR5z65GieS1lAenreefFKkiRJBdsey2kIoXsI4awQwh25FUhSfNocUIGP+3ThLwdW4Z6PZ3Lxy9+zasPWuGNJkiSpEMhq5PRgoAawMheySMoDypUsylPntuHuE5syav4quvVLYfR8HwIkSZKUs7Iqp18CrwIjciGLpDwihMB5HevwwVWdKV08iXOe+45HPp9Dalp63NEkSZJUQGVVTjsDVwFNcyGLpDymSfX9GNq7C6ceXJP+X87l7Ge/4+e1m+OOJUmSpAIoq3KaCiwAqudCFkl5UMmiSTx8eksePbMlM35eR/f+KXz+w7K4Y0mSJKmAyaqcbgKOBtbmfBRJednJrWsytE8yNcuX4NJXxnPnRzPYmpoWdyxJkiQVEFmV0/VRFJ0bRdGLuZJGUp5Wt1Ip3ruyExd1rstLoxdxyhOjWbhyY9yxJEmSVABkVU6PDiHcE0K4K1fSSMrziiUlckePJjx3flt+WruZ4/un8P6kpXHHkiRJUj6XVTm9DZgBPJULWSTlI0c2qcrwvsk0rV6Wa9+ewvXvTGHj1tS4Y0mSJCmfyqqc9gJmA71zIYukfGb/siV449L29D2iIe9PWkqPASOZ8fO6uGNJkiQpH8qqnCZmXicxF7JIyoeSEhO49qhGvH5JBzZuS+XkJ0bz8uhFRFEUdzRJkiTlI1mV08eAesCjOR9FUn7WsX5FhvftSpcGlfjHRzO4/NUJrN20Le5YkiRJyieyKqcnRlH0DnDCnq4UQjgphHBrCOG5EEKvEMIDIYTOO2x/JIRwTQjhkOwILSlvqlCqKM//tS23HXcQX89eTvd+KYxftDruWJIkScoHsiqntUIITYEDsrjeVqAysBH4FqgJbNlh+zKg+N6GlJR/hBC4JLke713ZiSJJCZz5zFgGfjWXtHSn+UqSJGn3/si03gMzP+5JfeAGMkroEuAqoNnvG6MoejCKogeAU3e+YQjhshDC+BDC+BUrVvzx5JLytBY1yzG0dxeOa74/D382h/Oe/47lv23J+oaSJEkqlMLuTloSQrgI+ICMZWR+jaKoz253EsI5ZLw3tQ4wHygHDCFjtHQG0A2oDSyIoujl3e2nbdu20fjx4/fibkjKq6IoYtD4pdzx0XRKFU3i32e05LDGVeKOJUmSpBiEECZEUdR2l9v2UE7/Biwko1weG0XRv3MuYgbLqVRwzVu+nl5vTGLWr+u5vGs9rj+6MUWTspq8IUmSpIJkT+V0T38ZbgRaRFE0A/g1R5JJKjQaVCnDB1d35twOtXl6xAJOf3oMS1ZtijuWJEmS8ojdjpzGwZFTqXAYPu0XbnpvKkRw/6nNOb5F9bgjSZIkKRfs7cipJOWIbs33Z1ifZBpULU2vNyZx8+CpbN6WFncsSZIkxWiP5TSEcF8I4bQQQmJuBZJUONSqUJJ3Lu/IlYfV563vf+TEx0cyZ9n6uGNJkiQpJnssp1EU3ULGGXe/DiFcnDuRJBUWRRIT+NuxB/LKRYeweuM2Thg4kjfHLSEvvd1AkiRJuSOrkdO7gA3AYcDS3AgkqfBJbliZYX2TaVenAjcPnkavNyfx25btcceSJElSLsrqPadDoij6AGgdRdGnuZBHUiFVpUxxXr7wEG46tjGfTP+V4/qnMPnHtXHHkiRJUi7JqpwekvmxfU4HkaSEhMBVhzXgncs7kp4Opz05mmdGzCc93Wm+kiRJBV1W5XRbCOGfQGpuhJEkgDYHlGdY32SOalKV+4bN4sKXvmflhq1xx5IkSVIOyqqcfgyMB37NhSyS9B9lSxThiXMO5p6TmjFmwSq69Uth1LyVcceSJElSDsmqnN4CtAFa50IWSfovIQTO7XAAH17dmbIlinDu89/x8KezSU1LjzuaJEmSsllW5XQOsA4IuZBFknbpoP3346NenTmjTS0Gfj2Ps54Zy09rN8cdS5IkSdkoq3L6OfAs8EouZJGk3SpZNIkHT2tBv7NaMevX9XTvl8KnM3zHgSRJUkGRVTk9HqiWG0Ek6Y84sVUNhvbuQu0KJbn81Qn848PpbNmeFncsSZIk7aOsyulyoBPQJReySNIfUqdSKd67shOXdKnLy2MWc8oTo5m/YkPcsSRJkrQPsiqnDYAD+f/1TiUpTyialMBtxzfhhQva8su6zfQYMJL3JiyNO5YkSZL20h7LaRRFt0dRdAswJpfySNKf8pcDqzK8b1ea1yjL9YOmcN3bk9mw1aWZJUmS8pukPW0MIdwNRJn/JClPqla2OG9c2oGBX82j35dzmPTjWgb0bE2zGmXjjiZJkqQ/KKtpvU9GUXQH8HRuhJGkvZWYEOh7ZEPevLQDm7elccoTo3lx1EKiyNfWJEmS8oOsymmPzI/H53QQScoO7etVZHjfZLo2qsQ/h/zApa+MZ83GbXHHkiRJUhayKqc1QghXA7VyI4wkZYfypYry7PltueP4Jnw7ZwXd+6cwbuHquGNJkiRpD7Iqp08BbwNP5kIWSco2IQQu6lKXwVd2plhSAmc9M4b+X84lLd1pvpIkSXlRltN6oyhaidN6JeVTzWuWZWifZE5oWZ1HPp/DOc+NZdlvW+KOJUmSpJ380Wm9NXMjjCTlhNLFknj0zFY8fHpLpvy4jm79Uvh61vK4Y0mSJGkHWa1zegfwHeDZRCTlayEETmtTkyG9u1B1v+Jc+NL33PvxD2xLTY87miRJkthDOQ0h9Awh9AEuAf6Ve5EkKec0qFKa96/qxPkdD+DZlIWc9tRoFq/aGHcsSZKkQm9PI6c1gfXAj1EUOXIqqcAoXiSRu05sxlPntmHRyo0c138kH035Oe5YkiRJhdpuy2kURQ+RcabeRSGEu3IvkiTljmObVWNY32QaVytDnzcn8bd3p7JpW2rcsSRJkgqlrN5zuimKotcz33sqSQVOzfIlefuyDvQ6vAHvTPiREwaOYtavv8UdS5IkqdDJ6my9klTgJSUmcMMxjXnt4vas27ydEweO4vXvFhNFrokqSZKUW5J2tyGEcDfwn7/MHD2VVNB1blCJYX2SuX7QFG59fzqj5q3k/lNaULZEkbijSZIkFXh7es/p7cBrwCjgpdwKJElxqlymGC9d0I6bux3IZzOW0b1fChOXrIk7liRJUoGX1bTes4E6wDE5H0WS8oaEhMDlh9Zn0BUdCQHOeGoMT307n/R0p/lKkiTllKzKaWmgGhkFVZIKlda1y/Nxn2SOaVqNB4bP4q8vjmPF+q1xx5IkSSqQsiqnDwLTgYdzIYsk5TllSxRh4Nmtue/k5oxbuJpu/VIYOXdl3LEkSZIKnN2W08wTIj0L/CXzoyQVSiEEzm5fm496daF8ySKc98J3/OuTWWxPS487miRJUoGR1QmRPomi6GrgjdyLJEl5U+NqZfioVxfOaleLJ76Zz5lPj2Hpmk1xx5IkSSoQsprWWyyE8CBQOTfCSFJeV6JoIvef0oIBPVszd9kGuvdL4ZPpv8QdS5IkKd/Lqpx+C6wFRuZ8FEnKP3q0rM7HfZKpW6kUV7w2kds/mM6W7Wlxx5IkScq3siqnJwFPAyfnfBRJyl9qVyzJoCs6cVnXerw6djEnPT6Kecs3xB1LkiQpX8qqnJYh44RIZXIhiyTlO0WTEril+0G8eGE7lq/fSo8BI3ln/I9EkWuiSpIk/Rl7OltvAvBPYDHwj1xLJEn50OGNqzC8bzKtapXjpnencs3bk9mwNTXuWJIkSfnGnkZOFwKPAt2A63InjiTlX1X3K85rl7Tn+qMaMWTKzxzfP4VpS9fFHUuSJClf2FM5bQR8ApQFXsydOJKUvyUmBHof0ZC3L+/I1tR0TnlyFM+PXOg0X0mSpCzsqZyeDNQFxgG/5k4cSSoY2tWpwPC+yRzWuAp3D/2Bi18ez6oNW+OOJUmSlGftqZx2IeNESM2A23MnjiQVHOVKFuWZ89rwzxOaMnLeSrr1S2HUvJVxx5IkScqTQl6aata2bdto/PjxcceQpGw385ff6P3mJOav2MAVh9bnuqMaUSQxqxOmS5IkFSwhhAlRFLXd1Tb/MpKkXHDQ/vsxpFcXzmpXmye/mc9pT41hyapNcceSJEnKM/a0lMzdIYTHQggDQwgDcjOUJBVEJYomcv8pzXninINZuGID3fun8OHkn+KOJUmSlCfstpxGUXQ7MDuKol7A2NyLJEkFW/fm+zOsbzIHVitD37cmc8OgKWx0TVRJklTIZTWtt24I4TqgcW6EkaTComb5krx1WQf6HNGQwROXcvyAkUz/yTVRJUlS4ZVVOX0AGAk4rVeSsllSYgLXHdWINy7twJbtaZz8xCieS1lAenreOVGdJElSbsmqnN4IdAZOzYUsklQodahXkWF9kjm8cRXu+XgmF770PSvWuyaqJEkqXLIqpxGwDaieC1kkqdAqX6ooT5/XhrtPasbYBavo1i+FEXNWxB1LkiQp12RVTl8BSgBv5kIWSSrUQgic1+EAPurVhQqlinD+C+O4f9hMtqWmxx1NkiQpxyVlsb1tFEUPhxDOBmbu7kohhJOApkBdYDJQExgSRdGozO0XABWAtVEUvbDvsSWp4GpcrQwfXt2Fez7+gadHLGDMglX0P6s1dSqVijuaJElSjslq5LR+CKEU0CiL620FKgMbgW/JKKdbdtxPFEWPkFFe/0sI4bIQwvgQwvgVK5zCJkmQsSbqvSc356lz27B41SaO65/C+5OWxh1LkiQpx2RVTt8Brsj8uCf1gRuAZcAS4Cqg2Q7bo50+/v+GKHomiqK2URS1rVy58h8KLUmFxbHNqjG8bzJNq5fl2rencN3bk9ngmqiSJGkXNm1LJYry71n/syqnJwDlgLOyuN4a4GYySurVwG3AghDCUSGE6sD8EMK1wKJ9SitJhVD1ciV487IOXHtkIz6Y/BPH9U9h6tK1cceSJEl5yDezl/OXh79lyNRf4o6y17J6z+lPURS9ltVOoih6PYurvPzHI0mSdpaYEOh7ZEM6NahI3zcnccoTo7nxmMZcmlyPhIQQdzxJkhST9Vu2c+/HM3nr+x9pWKU0dSqWjDvSXsuqnB4ZQjgISIui6I7cCCRJ2r12dSowvG9X/j54KvcPn8XIeSv59xktqVKmeNzRJElSLhs5dyU3vTuFX3/bwhWH1ueaIxtSvEhi3LH2WtjTnOQQQgmgQeb1puZ0mLZt20bjx4/P6cNIUr4XRRFvjvuRu4bOoHSxJB46vSWHN64SdyxJkpQLNm5N5f7hM3lt7BLqVS7Fw6e35ODa5eOO9YeEECZEUdR2V9uyGjl9BEjL/LxXtqaSJO21EAJnt69Nuzrl6f3mJC588Xsu6VKXG49tTLGk/PuKqSRJ2rOxC1Zx47tTWLpmM5d0qcsNxzTO16OlO8qqnM7IvE7BuLeSVMA0rFqGD67uzH3DZvLcyIWMXZixJmq9yqXjjiZJkrLR5m1pPPjJLF4avYgDKpbkncs70q5OhbhjZauspvWWB4oDdaMoGp3TYZzWK0l777MZv3LTe1PZlprOXSc249SDaxCCJ0uSJCm/G79oNTcMmsKiVZu4oFMdbjq2MSWLZjXOmDfty7TeK4GSQDqQ4+VUkrT3jm5ajeY1y3Lt25O5YdAUUuau4J6TmlGmeJG4o0mSpL2wZXsa//5sNs+NXEiNciV489IOdKxfMe5YOSarcromiqL7ciWJJGmf7V+2BK9f0oEnv5nHo1/MZeKSNfQ/qzWt88lJEiRJUoZJS9Zww6ApzF+xkXPa1+bm7gdRulj+HC39oxJ2tyGEcDdwSAjhvhDCXbmYSZK0DxITAr3+0pB3Lu9Aejqc/tQYnvhmHunpu38bhyRJyhu2pma8t/TUJ0ezeVsar158CPee3LzAF1PI+j2n+wMHZV7vy5wO43tOJSl7rdu8nVsGT+Pjab/QuUFFHj2jFVX2c01USZLyomlL13H9oMnMWbaBM9vW4tbjD2K/Avb2nD2953S3I6eZ/kbGUjLbsz2VJCnHlS1RhIFnt+bBU5szcfFaju2XwlezlsUdS5Ik7WBbajqPfD6Hk54YxbrN23nxwnY8eFqLAldMs5JVOd0OFCXr96ZKkvKoEAJntqvNkN6dqbpfcS56aTz/HDKDralpWd9YkiTlqB9+/o2THh9F/y/ncmKr6nx2zaEc3rhK3LFikVXpHJr50TcqSVI+16BKGd6/qhMPDJ/Fi6MW8d2C1fTv2ZoGVVwTVZKk3LY9LZ2nvplP/6/mUrZEUZ45rw1HN60Wd6xY7emESBcB1aMo+paM951KkvK54kUSufOEpjz/17b8sm4zPQaM5J3vf2RP5x+QJEnZa86y9ZzyxGj+/fkcjm22P59f27XQF1PY87TeMkDlzM+L5UIWSVIuOeKgqnxyTVda1y7HTe9Npfebk1i32dMLSJKUk1LT0nnym/kc338kP63dzBPnHMyAnq0pX6po3NHyhD1N660D/1lSplSupJEk5Zqq+xXn1Yvb8/SI+fz7szlM/nEt/c5qTZsDXBNVkqTsNn/FBq5/ZwqTf1zLsU2rcc/JzahU2jHAHe1xKZnc5lIykhSPiUvW0PetSfy8dgvXHtmQKw9rQGJCiDuWJEn5Xlp6xIujFvLQp7MpUTSRu05sRo8W+xNC4Xye3dNSMp6FV5LEwbXL83GfZG59fzoPfzaHUfNW8eiZrahW1jVRJUnaW4tWbuTGd6fw/aI1HHlQVe47pRlVyvjcujt7HDkNIfQDEslYUubLKIqG7vbK2cCRU0mKVxRFvDthKf/4aAbFkhJ46LSWHNmkatyxJEnKV9LTI14Zs4gHPplFkcQE/nlCU05uXaPQjpbuaE8jp1mtczoriqJewBw8Y68kFXghBE5vW4shvbtQvVwJLnllPP/4cDpbtrsmqiRJf8SPqzdx9nNjuXPID3SoV5HPrz2UUw6uaTH9A7Ka1lsvhHA9sD/wdS7kkSTlAfUrl2bwVZ341yezeX7kQr5buJoBPVvTsGqZuKNJkpQnRVHEG+OWcN/HMwkh8OCpzTmjbS1L6Z+Q1bTe4kALYFUURfNzOozTeiUp7/l61nJuGDSFjdtS+UePppzVzidaSZJ29NPazfz9vamkzF1JlwaVePC0FtQoVyLuWHnSvkzrfYyM6bydszuUJCl/OPzAKgzvm0zbAypw8+BpXP3GRNZtck1USZKiKOKd73/k2EdHMGHxGu45qRmvXnyIxXQvZTWtdz4wGkjPhSySpDyqyn7FeeWiQ3g2ZQEPfTqbKT+m0O+sVrStUyHuaJIkxeLXdVu4efBUvp69gg71KvDQaS2pVaFk3LHytaxGTpcDHXHkVJIKvYSEwOWH1ufdKzuRlBg44+kx9P9yLmnpeWe9bEmScloURQyeuJSjH/2WMQtWcWePJrxxSQeLaTbY7chpCOFEoEHmRf/ykCQB0KpWOYb27sLtH0znkc/nMHLeSvqd1Yr9yzqFSZJUsC1fv4Vb35/O5z8so+0B5Xn49JbUqVQq7lgFRlYnRCoG1ACIomhBTofxhEiSlL8MnriU2z+YTpGkBB48tQXHNK0WdyRJkrJdFEUMmfoLd3w4nU3b0rjpmMZc2LkuiQmeIPDP2tMJkbJ6z2k/YAwZI6c5Xk4lSfnLKQfXpHXt8vR5cxKXvzqBczvU5rbjmlC8SGLc0SRJyharNmzl9g+nM2zar7SsVY5/n96SBlVKxx2rQPqjJ0Ry9XVJ0i7VrVSK967sxMOfzeaZEQv4fuEa+vdsTeNqrokqScrfhk/7hds+mM76LancdGxjLkuuR1JiVqft0d7K6jtbDOgEdMmFLJKkfKpoUgK3dD+Ily86hFUbt3LCwJG8NnYxe3rriCRJedWajdvo8+Ykrnx9IvuXK86Q3l246rAGFtMcltXI6VLgdTwhkiTpDzi0UWWG9+3K9YOmcNsH00mZu4IHT21BuZJF444mSdIf8vkPy7h58DTWbd7G9Uc14orD6lPEUporsvouHwDcAtyaC1kkSQVA5TLFeOmCdtza/SC+mrWcbv1S+G7BqrhjSZK0R+s2bee6dyZz6SvjqVymGB9e3YXeRzS0mOairL7THwFrgLU5H0WSVFAkJAQu7VqPwVd2plhSAj2fHcujn88hNS097miSJP2Pr2cv5+jHvuXDyT/T5y8N+PDqzjSpvl/csQqdrMrp2Zkft+d0EElSwdO8ZlmG9knm5NY16fflXHo+O5af1m6OO5YkSQCs37Kdv707lQtf/J6yJYrwwVWdue7oxhRNcrQ0Dll91+dkXqd+LmSRJBVApYsl8e8zWvLYma2Y+ct6uj02guHTfok7liSpkBs5dyXHPDqCQRN+5MrD6jOkdxea1ywbd6xCLasTIr0I7E/G1F5JkvbaSa1r0Lp2uf+c/bDnIbW54/gmlCjqmqiSpNyzcWsq9w2byevfLaFe5VK8e2UnDq5dPu5YIutyejewAVgNPJnzcSRJBdkBFUsx6IpOPPL5HJ76dj7jF62mf8/WHLS/7+uRJOW8MfNXceO7U/hp7WYu6VKXG45pTPEivkiaV2Q1rXcT8CPgSwmSpGxRNCmBv3c7kFcvPoS1m7dz4uOjeGXMItdElSTlmE3bUrnzoxn0fHYsSQmBdy7vyG3HN7GY5jFZldNvgRbAvFzIIkkqRJIbVmZ432Q616/IHR/O4NJXJrBm47a4Y0mSCpjxi1bTvV8KL41exAWd6jCsbzLt6lSIO5Z2YY/lNIqiEVEU3QBUy6U8kqRCpFLpYrxwQTtuP74J387JWBN1zHzXRJUk7bst29O49+MfOP3pMaSmR7x5aQfuPKEpJYtm9c5GxWW3P5kQwl9+/xRolDtxJEmFTQiBi7vUpX3dCvR5cxJnPzeWXoc3oO8RDUly4XNJ0l6YtGQNNwyawvwVGzmnfW1u6X4QpYpZSvO6PT3rp2X+SwUG5U4cSVJh1axGWYb07sLpbWoy4Kt5nPH0GH5cvSnuWJKkfGRrahoPfjKLU58czeZtabx68SHce3Jzi2k+EfLSCSjatm0bjR8/Pu4YkqSYfTTlZ24dPA0C3H9Kc45vUT3uSJKkPG7a0nVcP2gyc5Zt4My2tbj1+IPYr3iRuGNpJyGECVEUtd3VtixfQggh7B9FkaulS5JyzQktq9O6Vjn6vDWJXm9MYuTcldzRo4nvE5Ik/Y9tqekM/Gouj38zn0qli/Lihe04vHGVuGNpL+zxWT6EcB+wPIRQJ4qia3InkiRJUKtCSd65vCOPfTGHJ76Zz/eLVjOg58E0qe6aqJKkDD/8/BvXD5rCzF9+45SDa/CP45tStqSjpflVVmeaWAS8CiwIIXhWCklSriqSmMCNxxzI6xe3Z/2WVE56fBQvjlromqiSVMhtT0un/5dzOWHgSFas38qz57flkTNaWUzzuawK5/7A1UB54LacjyNJ0v/q1KASn1zTleSGlfjnkB+45OXxrNqwNe5YkqQYzFm2nlOeGM0jn8+he/P9+fzarhzVpGrcsZQN9nhCpBDCaUBlYHoURSk5HcYTIkmS9iSKIl4evYj7hs2iXMkiPHZmKzo1qBR3LElSLkhNS+fZlIU8+vkcShdP4t6TmtGt+f5xx9KftKcTImU1cloD2Ai0yPZUkiT9SSEELuhclw+u7kyZ4kmc8/x3/OuTWWxPS487miQpB81bvoHTnhrDg5/M4oiDqvDZtV0tpgVQVqc9rAx0AGbnQhZJkv6QJtX3Y0jvLtw15Aee+GY+o+evYkDP1tSqUDLuaJKkbJSWHvHCyIU89NlsShZNpH/P1vRosT8hhLijKQdkNa23AtAAWBhF0YqcDuO0XknSn/Xx1F/4++CpEME9JzfjxFY14o4kScoGC1du5MZBUxi/eA1HHlSV+05pRpUyxeOOpX20L+uc3ggsBw4GnsruYJIk7avjWuxPy1pl6fvWZPq+NZmRc1dy5wlNKVXMNVElKT9KT494ZcwiHvhkFkUTE3jkjJac3LqGo6WFQFbP3BGwDaieC1kkSdorNcuX5O3LOtD/y7kM+HoeExavoX/P1jSrUTbuaJKkP+HH1Zu48d0pjF2wmsMaV+aBU1pQrayjpYVFVidEegUoDryZC1kkSdprSYkJXHd0Y964pAObtqVx8hOjeC5lgWuiSlI+EEURr41dzDGPjWD6T7/xr1Nb8OIF7Symhcxuy2kI4RjgfKAiUDPXEkmStA861q/I8L7JHNa4Cvd8PJMLX/qela6JKkl51k9rN3Pe8+O47YPpHFy7PJ9e25Uz2tVyGm8htKdpvS2jKLoFIIRwE/D57q4YQjgJaArUBeYDdYBHoiianbn9EWAJMDqKonHZklySpN0oX6ooz5zXhtfGLubuj2dy7GMpPHpmS5IbVo47miQpUxRFvDP+R+4eOpP0KOLek5tx9iG1LaWF2J6m9W4NISSEEBKArF5y3krGsjMboyi6H/iUjDVSf7eMjOnBkiTlihAC53Wsw0e9OlO+ZBHOe34c9w+fybZU10SVpLj9um4LF770PX97bxrNauzHp9d05Zz2B1hMC7k9jZyWA24DAhknRtqT+sANwE0hhJZA48ySCkAURQ8ChBAeBP5r5DSEcBlwGUDt2rX/ZHxJkvbswGr78VGvLtz98Q88/e0Cxs5fRf+erTmgYqm4o0lSoRNFEYMn/sSdQ2awPS2dO3s04fyOdUhIsJQqi3VO//BOQjgHqAdUA9oBb5AxDbg6MAPoBtQGFkRR9PLu9uM6p5KknPTJ9F+46d2ppEdwz0nNOKm1a6JKUm5Zvn4Ltwyezhczl9H2gPI8fHpL6lTyhcLCZk/rnGZLOc0ullNJUk77ae1mrnlrEt8vWsMpB9fgrhObUdo1USUpx0RRxJCpv3DHh9PZvC2NG49pzIWd65LoaGmhtKdy6rOxJKlQqVGuBG9e2oGBX8+j/5dzmZi5JmqLmuXijiZJBc6qDVu57YPpDJ/+K61qlePh01vSoErpuGMpj8pqnVNJkgqcpMQErjmyEW9d1pFtqemc+uRonh2xgPT0vDObSJLyu+HTfuHoR0fw5czl/O3YA3n3io4WU+2R5VSSVGgdUrcCw/omc8SBVbl32Ez++uI4lq/fEncsScrX1mzcRp83J3Hl6xOpXq4EQ/t04crD6pOUaPXQnvkbIkkq1MqVLMqT5x7MvSc3Y9zC1XTvl8K3c1bEHUuS8qXPf1jGUY+OYPj0X7j+qEYMvqoTjaqWiTuW8gnLqSSp0AshcE77AxjSuwsVSxXjry+M496Pf3BNVEn6g9Zt2s51b0/m0lfGU7lMMT68ugu9j2hIEUdL9Sd4QiRJkjI1qlqGD3t15t6PZ/JsykLGLlhN/56tqetSB5K0W1/PXs7f35vKyg3b6HNEQ3od3oCiSZZS/Xn+1kiStIPiRRK5+6RmPH1eG35cs4nj+qfw3oSl5KWl1yQpL/hty3b+9u5ULnzxe8qWKMIHV3XmuqMaWUy11xw5lSRpF45pWo0WNctyzVuTuX7QFFLmruDuk5pRpniRuKNJUuxGzl3JTe9O4dfftnDVYfXpe2RDiiUlxh1L+ZzlVJKk3di/bAneuLQDT3w9j8e+nMvEJWvp37M1rWqVizuaJMViw9ZU7h82k9e/W0K9yqV478pOtK5dPu5YKiAcc5ckaQ8SEwK9j2jI25d1IC094rQnR/PUt/NdE1VSoTN6/kqOfWwEb4xbwqXJdRnWJ9liqmxlOZUk6Q9oW6cCw/okc0zTajwwfBbnvzCO5b+5Jqqkgm/TtlTu/GgGZz/7HUkJgUGXd+TW45pQvIjTeJW9LKeSJP1BZUsWYeDZrXnglOaMX7yaY/ul8PWs5XHHkqQc8/2ijPWfXxq9iAs61WFY32Ta1qkQdywVUJZTSZL+hBACZx1Sm6G9u1ClTDEufOl77hryA1tT0+KOJknZZsv2NO4Z+gNnPD2GtCjizUs7cOcJTSlZ1FPWKOf42yVJ0l5oUKUMH1zdmQeGz+KFUQsZu2AVA85uTf3KpeOOJkn7ZNKSNVw/aAoLVmzk3A61ubnbQZQqZm1QznPkVJKkvVS8SCJ3ntCU585vyy/rNnN8/5G8M/5H10SVlC9tTU3jwU9mceqTo9m6PZ3XLm7PPSc1t5gq11hOJUnaR0c2qcrwvl1pVascN707lT5vTea3LdvjjiVJf9jUpWvpMWAkT34znzPa1uKTa5Lp0rBS3LFUyPgyiCRJ2aBa2eK8dkl7nvp2Po98PodJS9bQv2drDnaZBUl52LbUdAZ8NZcnvplPpdJFefHCdhzeuErcsVRIOXIqSVI2SUwIXH14AwZd0RGA058aw+NfzyPNNVEl5UEzfl7HCQNHMuCreZzYqjqfXXOoxVSxspxKkpTNDq5dnmF9k+nWrBoPfTqb857/jmWuiSopj9ielk7/L+dy4sBRrNywjWfPb8sjZ7SibMkicUdTIWc5lSQpB+xXvAgDerbmX6e1YNKStRz72Ai+nLks7liSCrnZv67nlCdG88jncziuxf58fm1XjmpSNe5YEmA5lSQpx4QQOKNtLYb26cL+ZUtw8cvjufOjGWzZ7pqoknJXalo6T3wzjx4DRvLz2s08ec7B9DurNeVLFY07mvQfnhBJkqQcVr9yad6/uhMPDp/9nzVRB57dmgZVysQdTVIhMG/5Bm4YNIXJP66le/Nq3H1iMyqWLhZ3LOl/OHIqSVIuKJaUyB09mvDCBW1Zvn4rxw8YyVvjlrgmqqQck5Ye8eyIBXTvn8KiVRsZ0LM1j599sMVUeZblVJKkXPSXA6vySd9k2hxQnr8PnkavNyaxbrNrokrKXgtXbuTMp8dw77CZdG1Ymc+u7UqPltUJIcQdTdotp/VKkpTLquxXnFcvas/TIxbw789mM/nHtfTv2Yo2B1SIO5qkfC49PeLlMYt48JNZFE1M4JEzWnJy6xqWUuULjpxKkhSDhITAlYfV590rO5GYEDjj6bEM+HKua6JK2mtLVm2i57Nj+eeQH+hQryKfXXsopxxc02KqfMNyKklSjFrVKsfHfbpwfIv9+ffnczj72bH8sm5z3LEk5SNRFPHa2MUc228EP/z8G/86tQUvXtCOamWLxx1N+lMsp5IkxaxM8SI8dmYr/n16S6b9tI5u/VL4bMavcceSlA/8tHYz5z0/jts+mE6bA8rzybVdOaNdLUdLlS/5nlNJkvKAEAKntqlJ69rl6PPWJC57dQLndTiAW487iOJFEuOOJymPiaKId8b/yN1DZ5IeRdx7cjPOPqS2pVT5muVUkqQ8pF7l0gy+sjMPfTqLZ1MWMm7hagac3ZpGVV0TVVKGX9Zt5u/vTePbOSvoUK8CD53WkloVSsYdS9pnTuuVJCmPKZqUwK3HNeGlC9uxauNWegwYyevfLXZNVKmQi6KI9yYs5ehHRzBu4Wr+eUJT3rikg8VUBYblVJKkPOqwxlUY1jeZQ+pW4Nb3p3PlaxNZu2lb3LEkxWD5+i1c+sp4rh80hcZVyzC8bzJ/7VSHhASn8argsJxKkpSHVSlTnJcvPIRbuh/Il7OW0b1fCuMWro47lqRcEkURH07+iaMfHUHK3JXcdtxBvH15R+pUKhV3NCnbWU4lScrjEhICl3Wtz3tXdqJoUgJnPTOGRz+fQ2paetzRJOWglRu2ctXrE+n71mTqVCzFx32SuSS5HomOlqqA8oRIkiTlEy1qlmNon2Tu+HA6/b6cy5j5q3j0rFbUKFci7miSstmwab9w2wfT2bAllb93O5BLLaUqBBw5lSQpHyldLIlHzmjFo2e2ZMbP6+j22AiGT/sl7liSssmajdvo/eYkrnp9IjXKlWBony5ccWh9i6kKBUdOJUnKh05uXZPWtcrT961JXPn6RM5uX5vbj2tCiaKuiSrlV5/N+JVb3p/Ous3buP6oRlxxWH2KJDqWpMLDcipJUj5Vp1IpBl3RiX9/Ppunv13A95lroh5Ybb+4o0n6E9Zt2s4/h8xg8KSfOGj//XjlokNoUt3/xyp8fClGkqR8rGhSAjd3O4hXLjqENZu2c8LAUbw6ZpFrokr5xNezlnP0Y9/y4ZSf6XNEQz68urPFVIWW5VSSpAKga6PKfHJNMh3rVeT2D2dw2asTWLPRNVGlvOq3Ldu56d0pXPjS95QtUYQPrurMdUc1omiSf56r8PK3X5KkAqJS6WK8eEE7bjvuIL6ZvZxu/VIYu2BV3LEk7SRl7gqOfXQE705YylWH1WdI7y40r1k27lhS7CynkiQVIAkJgUuS6/H+VZ0pUTSRns+O5ZHPZrsmqpQHbNiayi3vT+O858dRomgig6/qzE3HHkixJE9kJoEnRJIkqUBqVqMsQ3t34R8fzaD/V/MYNX8V/c5qRc3yJeOOJhVKo+ev5KZ3p/LT2s1c1rUe1x3ViOJFLKXSjhw5lSSpgCpVLImHT29Jv7NaMfvX9XTrl8LHU10TVcpNm7al8o8Pp3P2s9+RlBAYdHlHbul+kMVU2gVHTiVJKuBObFWD1rXK0/utSVz9xkRS5tbijh5NKFnUPwOknPT9otXcMGgKi1dt4oJOdfjbsQe6FrG0Bz4rSZJUCNSuWJJ3r+jII5/P4alv5/P9otUM6HmwS1ZIOWDL9jQe+nQ2L4xaSM3yJXjrsg50qFcx7lhSnue0XkmSCokiiQn87dgDee3i9qzfkspJj4/ipVELXRNVykYTl6yhe78Unh+5kHPa1+aTvl0tptIfZDmVJKmQ6dygEsP7JtOlYSXuHPIDl74yntWuiSrtky3b03hg+CxOe3I0W1PTee3i9txzUnNKFXOiovRHWU4lSSqEKpYuxvN/bcs/ejRhxJyVHPvYCEbPWxl3LClfmrp0LT0GjOSpb+dzRttafHJNxos/kv4cy6kkSYVUCIELO9fl/as7Ubp4Euc8/x0PfTqL7a6JKv0h21LT+fdnszn5idGs35LKSxe244FTW1CmeJG4o0n5kvMMJEkq5JpWz1gT9Z8f/cDjX89n9PxV9D+rNbUquCaqtDszfl7H9e9MYdav6zn14Jrc0aMJZUtYSqV94cipJEmiZNEkHjytBQN6tmbesg1075fCR1N+jjuWlOdsT0un3xdzOXHgKFZt3Maz57fl32e0tJhK2cCRU0mS9B89WlanVa1y9HlrEn3enETKnBX888SmrokqAbN/Xc/1gyYz/affOLFVde7s0ZTypYrGHUsqMHymkSRJ/6VWhZK8c3lH+n0xl8e/mceExWvo37M1zWqUjTuaFIvUtHSeHrGAfl/MpUzxJJ4852C6Nd8/7lhSgeO0XkmS9D+KJCZwwzGNef2S9mzclsopT4zm+ZGuiarCZ97y9Zz61Bge+nQ2RzapwmfXdrWYSjkkZMeTTAjhJKApUBeYD9QBHomiaHbm9guACsDaKIpe2N1+2rZtG40fP36f80iSpOyzeuM2bnp3Kl/MXMbhjSvz0OktqVS6WNyxpByVlh7xwsiFPPTZbEoWTeTuE5vRo2X1uGNJ+V4IYUIURW13tS27Rk63ApWBjVEU3Q98CtTYYXv9KIoeIaO8SpKkfKRCqaI8e34b7jqxKaPmr6JbvxRGznVNVBVcC1du5Iynx3DvsJkc2qgyn13b1WIq5YLsKqf1gRuAZSGElkDjKIq+2mF7tNPH/wghXBZCGB9CGL9ixYpsiiNJkrJTCIHzO9bhw6s7U7ZEEc574TseGO6aqCpY0jNHS7v1G8HcZet59MyWPHNeG6qUKR53NKlQyK5pvecA9YBqQDvgDeBzoDowAziKjGm965zWK0lS/rZ5Wxp3Df2BN8ctoWWtcvQ/qxUHVCwVdyxpnyxZtYkb3p3CuIWrObxxZR44tQVV97OUStltT9N6s6WcZhfLqSRJ+cewab/w9/emkh7BPSc146TWNbK+kZTHpKdHvD5uCfcPm0liCNzeowmnt6lJCCHuaFKBtKdy6lIykiRpr3Rvvj8tapblmrcmc83bkxkxdwV3ndiM0sX880L5w9I1m/jbe1MZNW8VyQ0r8cCpLahRrkTcsaRCy2cPSZK012qWL8lbl3Wg/1fzGPjVXCYuXsOAngfTvKZroirviqKIt7//kXs+nkkURdx3cnN6HlLL0VIpZq5zKkmS9klSYgLXHdWINy7twNbUdE55chTPjlhAenreeeuQ9Ltf1m3mghe/5++Dp9G8Rlk+uaYrZ7evbTGV8gDLqSRJyhYd6lVkeN9k/nJgFe4dNpMLXvqeFeu3xh1LAjJGS9+dsJSjHx3BuIWr+ecJTXn9kvbUqlAy7miSMllOJUlStilXsihPnduGe05qxncLVtGt3wi+neNScYrX8t+2cOkr47lh0BQOrFaG4X2T+WunOiQkOFoq5SWWU0mSlK1CCJzb4QA+6tWFCqWK8tcXxnHfsJlsS3VNVOWuKIr4cPJPHPXoCFLmruS24w7ircs6UqeSSx9JeZEnRJIkSTmicbUyfNSrC/d8/APPjFjAmPmr6N+zNXUtBsoFKzds5bb3p/PJjF9pXbscD5/ekvqVS8cdS9IeOHIqSZJyTPEiidxzUnOeOrcNS1Zv4vj+KQyeuDTuWCrghk37haMfHcFXs5bz924H8u4VnSymUj7gyKkkScpxxzar9p81Ua97Zwopc1dy14lNKVO8SNzRVICs2biN2z+cztCpv9C8Rln+fUZLGlUtE3csSX+Q5VSSJOWK6uVK8OZlHRj41Tz6fTmHiUvW0P+s1rSsVS7uaCoAPpvxK7e8P511m7dxw9GNuPzQ+hRJdJKglJ/4P1aSJOWaxIRA3yMb8vblHdmems6pT47mqW/nuyaq9tq6Tdu57u3JXPbqBKqUKcZHvbrQ6y8NLaZSPuT/WkmSlOva1anA8L5dOapJVR4YPou/vjiO5b9tiTuW8pmvZi3jqEe/5aMpP9P3iIZ8cHVnDtp/v7hjSdpLllNJkhSLsiWL8MQ5B3P/Kc35ftFquvVL4evZy+OOpXzgty3buXHQFC56aTzlSxblg6s7c+1RjSia5J+2Un7m/2BJkhSbEAI9D6nNkF5dqFymGBe++D13D/2BralpcUdTHjVizgqOeXQE701cylWH1eej3p1pVqNs3LEkZQNPiCRJkmLXsGoZPri6M/cPm8nzIxcydsEqBvRsTT2X/1CmDVtTuW/YTN74bgn1K5di8FWdaeXJtKQCxZFTSZKUJxQvksg/T2zGM+e14ae1mzl+wEgGjf+RKPJkSYXd6PkrOfaxEbw5bgmXda3Hx32SLaZSAeTIqSRJylOOblqNFjXLcc3bk7jx3amkzF3JPSc3Yz/XRC10Nm1L5cHhs3h5zGLqVirFoMs70rZOhbhjScohllNJkpTnVCtbnNcv6cCT38zj0S/mMunHNfQ7qzUH1y4fdzTlknELV3Pju1NYvGoTF3auw03HHEiJoolxx5KUg5zWK0mS8qTEhECvvzTkncs7kJ4Opz81hse/nueaqAXclu1p3D30B858ZgzpUcRbl3XgHz2aWkylQsByKkmS8rQ2B1RgWN9kjm1WjYc+nc25z3/HMtdELZAmLllD934pPD9yIee2P4BP+nalQ72KcceSlEssp5IkKc8rW6IIA3u25sFTmzNpyVqOfWwEX85cFncsZZMt29O4f/hMTntyNFtT03nt4vbcfVIzShXzHWhSYWI5lSRJ+UIIgTPb1WZI7y5UK1uCi18ez50fzWDLdtdEzc+mLl1LjwEjefrbBZzRthafXJNMl4aV4o4lKQa+HCVJkvKVBlVK8/5VnXjwk1m8OGoR3y1czYCerWlQxTVR85NtqekM+GouT3wzn8qli/HShe04rHGVuGNJipEjp5IkKd8pXiSRf/RoyvN/bcuy37bQY8BI3v5+iWui5hPTf1rHCQNHMuCreZzcugafXtvVYirJcipJkvKvIw6qyvC+ybSuXY6/vTeNXm9OYt3m7XHH0m5sT0vnsS/mcNLjo1i1cRvPnd+Wh09vSdkSrmEryWm9kiQpn6u6X3Fevbg9T4+Yz78/m8PkJWvp37MVbQ6oEHc07WDWr79x/TtTmPHzb5zYqjr/PKEp5UoWjTuWpDzEkVNJkpTvJSYErjqsAYOu6EhCApzx9FgGfjWXNNdEjV1qWjqPfz2PHgNG8uu6LTx17sH0O6u1xVTS/3DkVJIkFRgH1y7Px32Sue396Tz82RxGzlvJo2e2Yv+yJeKOVijNW76e6wdNZcqPa+nevBp3n9iMiqWLxR1LUh7lyKkkSSpQ9itehH5nteKh01owdek6uvVL4bMZv8Ydq1BJS494ZsR8uvcfyeJVGxnQszVPnNPGYippjxw5lSRJBU4IgdPb1qLNAeXp/eYkLnt1Aud3PIBbuh9E8SKJcccr0Bau3MgNg6YwYfEajmpSlXtPbkaVMsXjjiUpH7CcSpKkAqte5dIMvqoTD30ym+dGLmRc5pqoDauWiTtagZOeHvHS6EX869NZFE1M4NEzW3JSqxqEEOKOJimfcFqvJEkq0IolJXLb8U148cJ2rFi/lR4DR/LGd66Jmp2WrNrEWc+O5a6hP9CxXkU+v+5QTm5d02Iq6U+xnEqSpELh8MZVGH5NMu3qVOCW96dx1esTWbfJNVH3RXp6xKtjFnFsvxHM/Pk3/nVaC164oB1V93Mar6Q/z2m9kiSp0KhSpjgvX3gIz6Ys4KFPZzPlxxH069madnVcE/XPWrpmE397byqj5q0iuWElHjy1BdXLeVZkSXvPkVNJklSoJCQELj+0Pu9d2YkiSQmc+fQY+n3hmqh/VBRFvDVuCcc+lsLkJWu57+TmvHLRIRZTSfvMkVNJklQotaxVjqG9u3DHhzN49Is5jJq/ksfObGXJ2oNf1m3mb+9NY8ScFXSsV5F/ndaCWhVKxh1LUgHhyKkkSSq0yhQvwqNntuKRM1oy46eMNVE/me6aqDuLooh3Jyzl6EdH8P3C1fzzhKa8fkl7i6mkbOXIqSRJKvROObgmrWuXp8+bk7jitQmc0742tx/fxDVRgeW/beHmwdP4ctZy2tUpz0OntaROpVJxx5JUAFlOJUmSgLqVSvHelZ14+LPZPDNiAd8vWs2AngfTuFrhXBM1iiI+mvIzd3w4gy3b07j9+CZc2KkOCQkuDyMpZzitV5IkKVPRpARu6X4QL190CKs3bueEgSN5deziQrcm6soNW7nitQn0fWsy9SqXYljfZC7uUtdiKilHWU4lSZJ2cmijygzvm0z7ehW5/YPpXP7qBNZu2hZ3rFzx8dRfOPrREXw9awV/73Yg717RifqVS8cdS1IhYDmVJEnahcplivHSBe247biD+Hr2crr1S2HsglVxx8oxqzduo9cbE7n6jYnULF+Cj/t04YpD65PoaKmkXGI5lSRJ2o2EhMAlyfUYfGVniiUlcPazY3nk8zmkpqXHHS1bfTrjV45+9Fs+nfErNxzdiMFXdqJh1cL5XltJ8bGcSpIkZaF5zbIM7ZPMya1r0v/LuZz1zFiWrtkUd6x9tm7Tdq59ezKXvzqBKmWK81GvLvT6S0OSEv0TUVLu85FHkiTpDyhdLIl/n9GSx85sxaxf19O9XwrDpv0Sd6y99tWsZRz16LcMmfIzfY9oyAdXd+ag/feLO5akQsxyKkmS9Cec1LoGH/fpQt3Kpbnq9YncPHgqm7elxR3rD/tty3ZuHDSFi14aT/mSRfng6s5ce1Qjiib5Z6GkeLnOqSRJ0p90QMVSvHtFR/792Rye+nY+3y9aw4CerfP8yOOIOSv423tTWfbbFq4+vD59jmhIsaTEuGNJEuDIqSRJ0l4pkpjA37sdyGsXt2fd5u2c+PgoXh69KE+uibphayo3D57G+S+Mo2TRRAZf1ZkbjznQYiopT7GcSpIk7YMuDSvxSd9kOtevyD8+msGlr4xn9ca8sybq6HkrOebREbz1/RIu61qPj/sk06pWubhjSdL/sJxKkiTto4qli/HCBe244/gmjJizkm79RjB6/spYM23alsodH07n7Oe+o2hSAu9e0ZFbuh9E8SKOlkrKmyynkiRJ2SCEwEVd6jL4qk6UKprEOc99x8OfzmZ7DGuijlu4mmMfS+GVMYu5sHMdhvVJps0BFXI9hyT9GZZTSZKkbNSsRlmG9O7C6W1qMvDreZz59Bh+XJ07a6Ju3pbG3UN/4MxnxgDw1mUd+EePppQo6mippLzPcipJkpTNShVL4l+ntaR/z9bMXbaB7v1SGDLl5xw95oTFaziufwrPj1zIue0PYHjfZDrUq5ijx5Sk7ORSMpIkSTnkhJbVaV2rHH3emkTvNyeRMncFd57QlJJFs+9PsC3b03j0izk8O2IB+5ctweuXtKdzg0rZtn9Jyi3Z8sgYQjgJaArUBSYDB0ZR1GuH7Y8AS4DRURSNy45jSpIk5Qe1KpTkncs78tgXc3jim/mMX5yxJmrT6mX3ed9TflzL9YOmMG/5BnoeUotbuh9EmeJFsiG1JOW+7JrWuxWoDGyMomggsHan7cuA4tl0LEmSpHylSGICNx5zIK9f3J6NW1M5+fHRvDBy4V6vibo1NY2HP53NKU+OZsOWVF6+6BDuP6WFxVRSvpZd5bQ+cAOwLITwPy8DRlH0YBRFDwCn7rwthHBZCGF8CGH8ihUrsimOJElS3tOpQSWG9+1K10aVuGvoD1z88nhWbdj6p/Yx/ad1nDhwFAO/nsfJrWvw6bVdObRR5RxKLEm5J+ztK3b/tZMQzgHqAZWA0cDFwD+BksAMoBtQG1gQRdHLu9tP27Zto/Hjx+9zHkmSpLwsiiJeGbOYe4fNpFyJIjx6Zqss3ye6PS2dx7+ex8Cv5lG+VFHuP7k5RzapmkuJJSl7hBAmRFHUdpfbsqOcZhfLqSRJKkx++Pk3er85kQUrN3LFofW57qhGFEn834lts379jevfmcKMn3/jpFbVufOEppQrWTSGxJK0b/ZUTj1bryRJUkyaVN+PIb27cPfQH3jym/mMnr+KAWe1pnbFkgCkpqXz9IgFPPbFHPYrXoSnzm3Dsc2qxZxaknKGI6eSJEl5wMdTf+Hvg6cSRXDvyc1oWn0/rn9nClOWruO45vtz14lNqVi6WNwxJWmfOHIqSZKUxx3XYn9a1ipL37cm0/etySQmBPYrnsTAs1tzfIvqcceTpBxnOZUkScojapYvyduXdeCJb+azeNUm/t7tQCqXcbRUUuFgOZUkScpDkhIT6HNEw7hjSFKuy651TiVJkiRJ2muWU0mSJElS7CynkiRJkqTYWU4lSZIkSbGznEqSJEmSYmc5lSRJkiTFznIqSZIkSYqd5VSSJEmSFDvLqSRJkiQpdpZTSZIkSVLsLKeSJEmSpNhZTiVJkiRJsbOcSpIkSZJiZzmVJEmSJMXOcipJkiRJip3lVJIkSZIUO8upJEmSJCl2llNJkiRJUuxCFEVxZ/iPEMIKYHHcObJQCVgZdwhJ+Y6PHZL+LB83JO2NvP7YcUAURZV3tSFPldP8IIQwPoqitnHnkJS/+Ngh6c/ycUPS3sjPjx1O65UkSZIkxc5yKkmSJEmKneX0z3sm7gCS8iUfOyT9WT5uSNob+faxw/ecSpIkSZJi58ipJEmSJCl2ltNMIYQ7Qwg3hBCeDCHcs4vtl4YQrgsh3BpCODCEMDmEkPj7dUMIS0MIZTP3k5T790DSvtjx/24I4Z4QQuUQQp8QQoMQwluZ20/b8bFih+vWybzONSGEm3fa7149doQQaocQPgwZDgshDN3peP+1H0m5Kw8+Ztyz0z5uCCHcHkJoHkJ4LIRwbQjhucztP4UQSoYQzgghPJUb3y9J/y8PPn78O/M4x4QQ/hVCSMq83cMhhMdDCGeHEIqHEJbkdM+xnP63x4D5O38xhFAaqBhF0SNRFN0LbAG+Ac7f4WrDgCtyIaOknNMnhHANUAp4ANgIpGZuqw78mvn5Y/zvY8UXURQ9BiwJITSFfX7sOA74J3B45uXZIYQjd9i+834k5b689JjBDvuoFEXRw1EU3R1F0bTMTYnA7+/l+gI4GahD3l4LUSrI8tLjRxVgOvAtMBw4FjgG+BRYA9QGTgC+3Kt7+idYTv9bX6DV7xdCCKUzf2nq7eK604H6QPHMy8uBdKBqzkaUlIP6Zz7YbwR+BF7O/PoXZDyYH515+b8eK3YhaS8fO4pnvhLaGOgAdN3hmL8/WYTd7EdS7ssrjxmNdrpNFEIoFkK4JYRwFLAhiqKHgZkhhAqZWVsDS//oHZWU7fLS48fFZJTZR8kotMnAX/j/MrqYjL9LFv+J+7dXLKf/rR8wBDg784d8ZBRFj0VRNBVY8/swOf//A36WjD8Wf/cUGaMdkgqWI4HbgCmZl/sBQ0IIJ+x4nczHjdpRFE3Zy8eOLZlPVDWBlzI/XwmUzbzee8AhO9xu5/1Iyhty9TEjiqI5wIGZ+zuEjMeNXsB2YCtQOoRwLVAX+G2HTIOz805LyhZxPH5cT0b5nB9lnC13FbA6iqL0zNsMJmMEN8d5tl5JkiRJUuwcOZUkSZIkxc5yKkmSJEmKneVUkiRJkhQ7y6kkSZIkKXaWU0lSgZK5uPi1IYS/hxD+9NmMQwiH7bSm7J+9/Ul/8HqPZZ7G/+JdbLtnb4+/p3390cXUd3X87MwkSdKu7PJJSZKkfG5AFEWpIYT7QwiLyViEPAH4F3AdGUttLAWaAr+QscTGLTucNh+AEMKhwKFkLJJ+O3AB0Ah4g4wFyZcANchYrqMB0AdoG0IoR8ai5g3IWKPubmAh0DiKoj47Zd0SQjgMOB4oSsZi7DVDCFcD5cg47f/ZQDPgWuBJMtaeqw58BJwBLAC+3+l+/h1YBOy3w7F2Xky9VAjhH8AG4P3M+7oVaBFCqAL8jYw1+F7f43dbkqRs4MipJKmgOx74iYzFxxuQsSD5GqBy5vb3gGXA/ru47e8FdEPm9pJkLJbeJXP7a5mXPwTGkFFUf/f711pk7v8JIHGH7Rsy15j7vfh9TkZBPAj4NYqixzOPV5yMF5PTMvP/HEXRK0BpMtaq+3fm5Z3v566OCf+9mPqBwFgy1tHrBtSIouhJMor7ocB6/r+8S5KUoyynkqSCqHcI4e/AN8AwoBqwmYyRxDlAGWBG5nXPIaN8/bLD7U/JXOD8e6AmsDrzX20glf9//vx9pDUNiICwwz5+/9rqzONfmXnb35XOnNZ75S728fv1osxsvxfMhMzr/W44cEMI4dxd3M9ymfdtZzsupj6TjKLaN3NfS0IIZ2be5xFklOMEYN4u9iNJUrYKURTFnUGSpFiEEO4E7omiKDWr6+7jcXoATYCZURR9lJPHkiQpv7KcSpIkSZJi57ReSZIkSVLsLKeSJEmSpNhZTiVJkiRJsbOcSpIkSZJiZzmVJEmSJMXOcipJkiRJit3/ASjIJm6cIpPkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def dl_enhanced_model(model,results):\n",
    "    model_names=list(results[model].keys())\n",
    "    model_acc=[results[model][name] for name in model_names]\n",
    "    barChart('Deep Learning Enhanced Model','',model_names,'Accuracy Scores',model_acc)\n",
    "    lineChart('Deep Learning Enhanced Model','',model_names,'Accuracy Scores',model_acc)\n",
    "dl_enhanced_model(model[4],results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c8c7a614",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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svs0E0UOr6llJDll2MQAAAKy+zXxG9C+6+1+q6rpLrwYAAICVt5kR0aP2+AoAAAA/ss2MiB5cVU9Ocs6yiwEAAGD1bRhEq+oq3f2sqjomyZcG1QQAAMAKmzc19z5VdcMk10tynwH1AAAAsOLmBdGfSnLvJC9L8n+WXw4AAACrbt5nRF+c5MrdfWZVnTaiIAAAAFbbhkG0u/9l3fJHl18OAAAAq27u41uq6qCqumpVXXJEQQAAAKy2zTy+5SlJzk7ytcym6v6Aqjo2yTWTfDjJkdPmU7v79AtfIgAAAKtk7ohokm8l+WKSQzdo880k5ya5VJKzuvvEJEfvrWFVHVdVO6tq565du37YegEAADjAbSaIvifJjZK8d18Nuvv13f3UJEcl6Y066+6Tu3t7d29fW1v7YWoFAABgBWxmau6h3f2YqrrrvhpU1R2SbE/ylSQHV9WOJKcsqEYAAABWyGaC6BHT1+slefPeGnT3qUlOXVRRAAAArK7NTM39YFU9OckHl10MAAAAq28zQfSIqd1tl1wLAAAAW8BmpuZ+v7t3LL0SAAAAtoTNBNE7VdU1Mwukxy+7IAAAAFbb3CDa3feqqoOT1IB6AAAAWHFzg2hVPT/JYZkF0V9fekUAAACstM1Mzf3E9O87S64FAACALWAzQfSvk1w6yZFLrgUAAIAtYDNB9NZJrpfk/CSvXW45AAAArLrNBNFt3f24pVcCAADAlnCxTbT5qap6RlWduPRqAAAAWHmbGRH9dHc/b+mVAAAAsCVsJojeqqp+LMl53X38sgsCAABgtW0miL60u9+x9EoAAADYEjYTRB9VVbdJcr4RUQAAAC6szQTRo5NcJcmXl1wLAAAAW8BmgujTkuxKspbk8cstBwAAgFW3mce3fKO7n5PkG8suBgAAgNW3YRCtqm1J/rmqfj/JGWNKAgAAYJXNm5r7hCTfTfL2JL38cgAAAFh186bmvjjJ2UnOS/L95ZcDAADAqttwRLS7P1lVn+7u94wqCAAAgNW2mbvm3qKqbhDPEQUAAGABNhNE/yLJ4Un+cbmlAAAAsBVs5vEtt5za/eKSawEAAGAL2MyI6LYkV8vspkUAAABwoWwYRKvqlknOTPK38RxRAAAAFmDe1NxjkvxRkl/q7u8MqAcAAIAVNy+I3jjJw5P8YlWdOKAeAAAAVty854jecVQhAAAAbA2buWsuAAAALMymg2hVHbPMQgAAANgafpgR0cOXVQQAAABbx7zHtzwlSSepJD8+pCIAAABW2oZBNMmfJvlOd3+mqm4yoB4AAABW3LypubdPcpdp+dZLrgUAAIAtYN6I6C2SdFWdMy0/f/klAQAAsMrmBdHHTV87yWlLrgUAAIAtYDMjojfKLIh+NMnnl14RAAAAK21eEL1adz8hSarq0QPqAQAAYMXNC6KHVNU1M3t8yxUG1AMAAMCKmxdEP53kluuWAQAA4EKZ9/iWjyW57vTvY8svBwAAgFU3b0T0V7r7iUlSVccn+dDySwIAAGCVzRsRPW8fywAAAPAjmTci+sGq+u+Z3azoPRs1rKp7Jjkqya5p06ndffqFrhAAAICVMm9E9CeTfGb69xP7alRVN0zyram/s7r7xCRH76PtcVW1s6p27tq1a29NAAAAWGHzguhPJ7lekk8k+ZsN2t0usxsaHZHkUht12N0nd/f27t6+trb2w9QKAADACthwam53P7aqjkjyoiQP3qDd85KkqrYluURV7UhyyiILBQAAYDVsGESr6vVJvprkpCRXT/Kpjdp395MWVhkAAAArad7Nip63brmTpKp+oru/tLySAAAAWGXzpubu7U65t0vyx8spBwAAgFU372ZFe1MLrwIAAIAtY8MgWlUHV9UlpuUrT5v/eelVAQAAsLLmjYg+MMlvTcv3TZLu/uBSKwIAAGClzbtZ0bYkXVXXTOKhnwAAAFxo84Lo7se13CrJvy65FgAAALaAeXfNfdXu5ap6+PLLAQAAYNVtGESnKbnJ7E6525ZfDgAAAKtu3tTcWyXpaflTGzUEAACAzZh319zLJzk3yRFJLrn8cgAAAFh184Lo5ZL8bHc/KcmV57QFAACAueYF0V9KcuOqekqS2w2oBwAAgBU37zOid87sRkUAAACwEPOC6GeTnJbk89P6icstBwAAgFU3b2ruEUneluSQJK9YfjkAAACsunkjondPcvUkH0jy5eWXAwAAwKqbNyJ6yyQHJzkyyY7llwMAAMCqmzci+uok3+7uj1TVrUcUBAAAwGqbNyJ6syS3mZZvstxSAAAA2ArmjYj+SpJU1VpmofT5S68IAACAlbZhEO3uOyZJVf1YkrOHVAQAAMBK23BqblU9sqqumuSZSZ41piQAAABW2bzPiB6c5I5JnpLkU8svBwAAgFU3L4h+Msmh3f3pJJ8YUA8AAAArbl4QvUGSK1bViZndrAgAAAAulHl3zf23JJdNcnp3v3dAPQAAAKy4DUdEu/tFSU5P8pCqutaYkgAAAFhlG46IVtUZST6c5G+S3CbJpwfUBAAAwAqbNzX3nkl6Wr7kkmsBAABgC5h3s6Jjktypuz+f5M4D6gEAAGDFzQuiF09ymaq62CbaAgAAwFzzpuZeYfq6I9MU3ao6qLvPW2pVAAAArKwNg2h3P3kvm++T5I+XUw4AAACr7keZblsLrwIAAIAtY9NBtKoOmxa/tqRaAAAA2AJ+mBHR30iS7n7zkmoBAABgC9jwM6JV9UuZ3aSokhwxpCIAAABW2ry75p6X6W65SV675FoAAADYAuYF0UsnuU1mYfTdS68GAACAlTfvM6I37u4ndPcTk9x0REEAAACstnkjoudW1e6weu6yiwEAAGD1zQuiV0zypMxuVtQbNwUAAID5Ngyi3f3kUYUAAACwNfwwzxEFAACAC23e1NxNqaqfTXLbJNuSfGvafGp3n76I/gEAAFgdCxkR7e4zknw/yeWSnNXdJyY5em9tq+q4qtpZVTt37dq1iMMDAABwAFnY1Nzufm6SMzPnpkbdfXJ3b+/u7Wtra4s6PAAAAAeIRU3NvWuS6yW5fJLzq2pHklMW0TcAAACrZSFBtLvfnOTNi+gLAACA1eauuQAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADHXQIjqpqrslOTLJJZN8f9p8anefvoj+AQAAWB0LGRHt7r9K8vQkV0pyVnefmOTovbWtquOqamdV7dy1a9ciDg8AAMABZCFBtKoqyZOSvDpJb9S2u0/u7u3dvX1tbW0RhwcAAOAAspCpuUmOT/LjmU3PPbiqdiQ5ZUF9AwAAsEIWEkS7+8mL6AcAAIDV5665AAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDLSyIVtWRVfXGqrp2VR0//bv5ovoHAABgNSwsiHb3x5K8McmhSc7q7hOTHL1nu6o6rqp2VtXOXbt2LerwAAAAHCCWNTW39/lC98ndvb27t6+trS3p8AAAAFxUHbSojqrqJ5PcIcm1k3yvqnYkOWVR/QMAALAaFhZEu/uLSe6zqP4AAABYTe6aCwAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUActo9Oq+rkkRyep7j5hGccAAADgwFTdvfhOq07s7uOr6mFJ/qy7d6177bgkx02r103y8YUXAHu3LcmZ+7sIYEtzHQL2N9chRvup7l7bc+NSRkQ30t0nJzl59HGhqnZ29/b9XQewdbkOAfub6xAXFcsKom+pquMzG3HdNbc1AAAAW8ZSgmh3fyDJB5bRNwAAAAc2d81lKzElHNjfXIeA/c11iIuEpdysCAAAAPbFiCgAAABDCaIAAAAMNfzxLbBoVfXc7v6dqjo0ycOSnJPZM7KeneT+SY5OckqSSyR5Q5I/SPLUzH7+D0rSSX4+yfeSfLK73zj6HICLvqq6d5LrJKkkF09yRJI3J/l8knt390Or6iZJjknyrSTvz+z689LMrk3vTHJeknslec/0+u2TfDDJryY5O8lXu/uV0/GOSnJQd582Lf9akksmeVJ3f3m5ZwtcVOyHa8/1kvxWki8keW2SB3b3f6uqOyc5P8nLp3rukuR23f3gpb4BrCxBlFXwkao6Msltk3R3/4+qukqS+3b3SVW1bfp67NT+jMwuvG+Z1m/X3U8cXjVwoLlakn9N8vbMfn/evrtfU1UPT3JKVV0ryb3WX0+q6kFJHpHkcUluOe23K8kNM/tPYJL82iavQa9PcukkhyQRRGHrGH3tuXJmgfYd3f35qrpUVR2UWXj93SSnJbn7VNeZCz9btgxBlFXw2iSPSXLFzC6ym/HXmf0l7227N1TVfZNcsbtfuOgCgQNfdz+7qq6d2YyKFydJVV0+yc9lNuPiBpnNsFjvm0kul+TQPba/PMmDknxq9z5VddckRyb5myQ3S/KxPfa5a5JrJjl2IScEHBBGX3u6+wVV9fEkD6qqw5O8Ncl9knytu8+vqi8muWmSDyW5/mLPlq1EEOWA193nVNUVk3wkycFV9egka0meucE+76qqR0yr76yqx2V20f7ususFDkxVdUxm09G+ndlUtmQ2Xfb47v5sVT05yRuqasfU5v2ZfVRgR5JnZDYl7utJ0t2frKpLT328rqqOT/LVJN/d/SzuaTruPaYZH1/ObCreZ5I8cuoT2AL2w7XnxpmNfh6W2ejnGUl2Zja1d7fnZfbHf0GUH5nHtwAAADCUu+YCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJTHtwCw5VTVCUm+keRSST6c5LzuPm0vbb6Z5Pwkf5XkL7v7Z6rqoUl+PMk/ZfZIhbO7+zlVdWqSU5L8fZL7JXlfktcn+URmz/88JbPn9J2T2SMY3tvdn6qqY5NcO7MHw7+iu78xHf+oJI/o7rtX1bOSfDzJF3LBswPfktmz/6411fmlJH+X2eMaTk/yjiT37u4nLeZdA4DFEUQB2Kr+oLvPq6q/y8bP5Tw3swe/f6SqbpXkstP2qyX51yRv36P9dzJ7Zt/VkxyTWfjcbS2zMHmpfRzrO3usf62qrpsLZjAd1d1PSJKqelpmIfdVU6B9emZBdF99AcBFhqm5ALBvz+/uF0/L70vy0MxGPNPdz87sQfFPraqrJPlAd5/U3f8wtf98kptPXzO9/pjMRjH39Mpp33P32P7GJC9O8qZpvTZR82lTX5/eRFsA2C+MiAKwVT2sqi6V5IQk96iqI5P8WXd/eV2bh1fV+UneOq3vSPKpJHeoqmMym5r77cym2t6sqh6ZZHcQfX1m4fWB0/rNqurxuSCYHltVZyb57rrl13T3rnXH/3aSB09trpPkPVX1xMym5r4+s1D7gKr6ZpKPTvvcvqoun1lIvupU0+e6+40/2tsEAItX3b2/awAAAGALMSIKAJNplPNK0+qfdPd3Bx//ZkmuP62+s7u/MPL4ADCKEVEAAACGcrMiAAAAhhJEAQAAGEoQBQAAYChBFAAAgKH+H7Sg1B/bPrj9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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W26IgenaS85Oku/+1qqq7e/VlAQAAsK4WBdHvSXK9qvpUkhsluSjJc1ZdFAAAAOtr0e1bzkySqtrR3ecPqQgAAIC1tmixoiSJEAoAAMCyLAyiVXV0Vd2xqnaMKAgAAID1tuga0SR5TKb7iH42yQtWWw4AAADrbitTczvJpUlusuJaAAAA2Aa2EkR/N8n1kvz+imsBAABgG9jK1Nz7JnlVkitWXAsAAADbwFaC6MeSfMu8/f4V1gIAAMA2sJWpuVckuX2MiAIAALAEWwmiN+ruRyc5etXFAAAAsP62EkSPrqpnJjlq1cUAAACw/rZyjejLuvufq+pWK68GAACAtbeVEdGT9vsKAAAAX7KtjIgeWVVPTnLRqosBAABg/W0aRKvqxt39zKo6JclHBtUEAADAGls0NfcBVXW7JLdO8oAB9QAAALDmFgXRr0ly/yS/neTfV18OAAAA627RNaLPT3JMd59fVW8YURAAAADrbdMg2t3/vGH7nasvBwAAgHW38PYtVXVYVd2kqg4fURAAAADrbSu3b3lKkguTfCLTVN0vUFWnJrl5knckOXHefU53n3v1SwQAAGCdLBwRTfKZJB9OcvQmbT6d5JIk101yQXefkeTkAzWsqtOqak9V7dm7d+8XWy8AAACHuK0E0TcnuX2St1xVg+5+ZXc/NclJSXqzzrr7rO7e1d27du7c+cXUCgAAwBrYytTco7v70VV136tqUFX3TrIryceSHFlVu5OcvaQaAQAAWCNbCaInzF9vneQ1B2rQ3eckOWdZRQEAALC+tjI19+1V9eQkb191MQAAAKy/rQTRE+Z291hxLQAAAGwDW5mae3l37155JQAAAGwLWwmi96mqm2cKpKevuiAAAADW28Ig2t0/UFVHJqkB9QAAALDmFgbRqnpukmMzBdEfWnlFAAAArLWtTM19z/zv4hXXAgAAwDawlSD6p0mOSHLiimsBAABgG9hKEP22JLdOckWSl6+2HAAAANbdVoLoju5+7MorAQAAYFu41hbafE1VPb2qzlh5NQAAAKy9rYyIvq+7n7PySgAAANgWthJE71ZVX5Hksu4+fdUFAQAAsN62EkR/o7tfv/JKAAAA2Ba2EkR/uqrunuQKI6IAAABcXVsJoicnuXGSj664FgAAALaBrQTRX0yyN8nOJI9bbTkAAACsu63cvuVT3f2sJJ9adTEAAACsv02DaFXtSPJPVfVLSc4bUxIAAADrbNHU3McnuTTJ65L06ssBAABg3S2amvv8JBcmuSzJ5asvBwAAgHW36Yhod/9LVb2vu988qiAAAADW21ZWzb1LVd027iMKAADAEmwliL4syfFJ/mG1pQAAALAdbOX2LXed233rimsBAABgG9jKiOiOJDfNtGgRAAAAXC2bBtGqumuS85P8ZdxHFAAAgCVYNDX3lCS/leTbu/viAfUAAACw5hYF0TskeWSSb62qMwbUAwAAwJpbdB/R7xhVCAAAANvDVlbNBQAAgKXZchCtqlNWWQgAAADbwxczInr8qooAAABg+1h0+5anJOkkleQrh1QEAADAWts0iCb5/SQXd/f7q+qOA+oBAABgzS2amnuvJN89b3/bimsBAABgG1g0InqXJF1VF83bz119SQAAAKyzRUH0sfPXTvKGFdcCAADANrCVEdHbZwqi70zywZVXBAAAwFpbFERv2t2PT5Kq+pkB9QAAALDmFgXRo6rq5plu3/JlA+oBAABgzS0Kou9LctcN2wAAAHC1LLp9y7uS3Gr+967VlwMAAMC6WzQi+l3d/YQkqarTk/zt6ksCAABgnS0aEb3sKrYBAADgS7JoRPTtVfULmRYrevNmDavq+5OclGTvvOuc7j73alcIAADAWlk0IvrVSd4///uqq2pUVbdL8pm5vwu6+4wkJ19F29Oqak9V7dm7d++BmgAAALDGFgXRr0ty6yTvSfLnm7S7Z6YFjU5Ict3NOuzus7p7V3fv2rlz5xdTKwAAAGtg06m53f2Yqjohya8neegm7Z6TJFW1I8l1qmp3krOXWSgAAADrYdMgWlWvTPLxJGcmOS7Jezdr391PXFplAAAArKVFixU9Z8N2J0lVfVV3f2R1JQEAALDOFk3NPdBKufdM8rurKQcAAIB1t2ixogOppVcBAADAtrFpEK2qI6vqOvP2MfPuf1p5VQAAAKytRSOiD0ny4/P2A5Oku9++0ooAAABYa4sWK9qRpKvq5knc9BMAAICrbVEQ3Xe7lrsl+bcV1wIAAMA2sGjV3Bfv266qR66+HAAAANbdpkF0npKbTCvl7lh9OQAAAKy7RVNz75ak5+33btYQAAAAtmLRqrk3THJJkhOSHL76cgAAAFh3i4LoDZJ8Y3c/MckxC9oCAADAQouC6LcnuUNVPSXJPQfUAwAAwJpbdI3od2ZaqAgAAACWYlEQ/dckb0jywfnxGastBwAAgHW3aGruCUlem+SoJL+z+nIAAABYd4tGRO+X5Lgkb0vy0dWXAwAAwLpbNCJ61yRHJjkxye7VlwMAAMC6WzQi+pIkn+3uv6+qbxtREAAAAOtt0YjonZLcfd6+42pLAQAAYDtYNCL6XUlSVTszhdLnrrwiAAAA1tqmQbS7vyNJquorklw4pCIAAADW2qZTc6vqUVV1kyTPSPLMMSUBAACwzhZdI3pkku9I8pQk7119OQAAAKy7RUH0X5Ic3d3vS/KeAfUAAACw5hYF0dsmuVFVnZFpsSIAAAC4WhatmvsfSa6f5NzufsuAegAAAFhzm46IdvevJzk3ycOq6hZjSgIAAGCdbToiWlXnJXlHkj9Pcvck7xtQEwAAAGts0dTc70/S8/bhK64FAACAbWDRYkWnJLlPd38wyXcOqAcAAIA1tyiIXjvJ9arqWltoCwAAAAstmpr7ZfPX3Zmn6FbVYd192UqrAgAAYG1tGkS7+8kH2P2AJL+7mnIAAABYd1/KdNtaehUAAABsG1sOolV17Lz5iRXVAgAAwDbwxYyI/nCSdPdrVlQLAAAA28Cm14hW1bdnWqSokpwwpCIAAADW2qJVcy/LvFpukpevuBYAAAC2gUVB9Igkd88URt+08moAAABYe4uuEb1Ddz++u5+Q5OtHFAQAAMB6WzQieklV7Qurl6y6GAAAANbfoiB6oyRPzLRYUW/eFAAAABbbNIh295NHFQIAAMD2sGhEdEuq6huT3CPJjiSfmXef093nLqN/AAAA1seixYq2pLvPS3J5khskuaC7z0hy8jL6BgAAYL0sJYgmSXc/O8n5WXAtaVWdVlV7qmrP3r17l3V6AAAADhHLmpp73yS3TnLDJFdU1e4kZx+obXefleSsJNm1a5cFkAAAALaZpQTR7n5Nktcsoy8AAADW29Km5gIAAMBWCKIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMJogAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAMJYgCAAAwlCAKAADAUIIoAAAAQwmiAAAADCWIAgAAMJQgCgAAwFCCKAAAAEMdtoxOqup7kpyY5PAkl8+7z+nuc5fRPwAAAOtjKSOi3f1HSZ6W5MuTXNDdZyQ5+UBtq+q0qtpTVXv27t27jNMDAABwCFlKEK2qSvLEJC9J0pu17e6zuntXd+/auXPnMk4PAADAIWQpU3OTnJ7kKzNNzz2yqnYnOXtJfQMAALBGlhJEu/vJy+gHAACA9WfVXAAAAIYSRAEAABhKEAUAAGAoQRQAAIChBFEAAACGEkQBAAAYShAFAABgKEEUAACAoQRRAAAAhhJEAQAAGEoQBQAAYChBFAAAgKEEUQAAAIYSRAEAABhKEAUAAGAoQRQAAIChBFEAAACGEkQBAAAYShAFAABgKEEUAACAoQRRAAAAhhJEAQAAGEoQBQAAYChBFAAAgKEEUQAAAIYSRAEAABhKEAUAAGAoQRQAAIChBFEAAACGEkQBAAAYShAFAABgKEEUAACAoQRRAAAAhhJEAQAAGEoQBQAAYChBFAAAgKEEUQAAAIYSRAEAABhKEAUAAGAoQRQAAIChBFEAAACGEkQBAAAYShAFAABgKEEUAACAoQRRAAAAhlpaEK2qE6vq1VV1y6o6ff5352X1DwAAwHpYWhDt7ncleXWSo5Nc0N1nJDl5/3ZVdVpV7amqPXv37l3W6QEAADhErGpqbl/lN7rP6u5d3b1r586dKzo9AAAA11SHLaujqvrqJPdOcsskn6uq3UnOXlb/AAAArIelBdHu/nCSByyrPwAAANaTVXMBAAAYShAFAABgKEEUAACAoQRRAAAAhhJEAQAAGEoQBQAAYChBFAAAgKEEUQAAAIYSRAEAABhKEAUAAGAoQRQAAIChBFEAAACGEkQBAAAYShAFAABgKEEUAACAoQRRAAAAhhJEAQAAGEoQBQAAYChBFAAAgKEEUQAAAIYSRAEAABhKEAUAAGAoQRQAAIChBFEAAACGEkQBAAAYShAFAABgKEEUAACAoQRRAAAAhhJEAQAAGEoQBQAAYChBFAAAgKEEUQAAAIYSRAEAABhKEAUAAGAoQRQAAIChBFEAAACGEkQBAAAYShAFAABgKEEUAACAoQRRAAAAhhJEAQAAGEoQBQAAYChBFAAAgKEEUQAAAIYSRAEAABjqsFV0WlXflOTkJNXdT1rFOQAAADg0VXcvv9OqM7r79Kp6RJI/6O69G753WpLT5oe3SvLupRcAB7YjyfkHuwhgW/M5BBxsPocY7Wu6e+f+O1cyIrqZ7j4ryVmjzwtVtae7dx3sOoDty+cQcLD5HOKaYlVB9E+q6vRMI657F7YGAABg21hJEO3utyV52yr6BgAA4NBm1Vy2E1PCgYPN5xBwsPkc4hphJYsVAQAAwFUxIgoAAMBQgigAAABDDb99CyxbVT27u3+qqo5O8ogkF2W6R9YvJ/mRJCcnOTvJdZK8KsmvJnlqpvf/YUk6yTcn+VySf+nuV49+DsA1X1XdP8nXJqkk105yQpLXJPlgkvt398Or6o5JTknymSR/lenz5zcyfTa9McllSX4gyZvn798ryduTfG+SC5N8vLtfNJ/vpCSHdfcb5u0fTHJ4kid290dX+2yBa4qD8Nlz6yQ/nuRDSV6e5CHd/fNV9Z1Jrkjywrme705yz+5+6EpfANaWIMo6+PuqOjHJPZJ0d/9KVd04yQO7+8yq2jF/PXVuf16mD94/mR/fs7ufMLxq4FBz0yT/luR1mf7/ea/ufmlVPTLJ2VV1iyQ/sPHzpKp+LMlPJnlskrvOx+1NcrtMvwQmyQ9u8TPolUmOSHJUEkEUto/Rnz3HZAq0r+/uD1bVdavqsEzh9WeTvCHJ/ea6zl/6s2XbEERZBy9P8ugkN8r0IbsVf5rpL3mv3bejqh6Y5Ebd/WvLLhA49HX3L1fVLTPNqHh+klTVDZN8U6YZF7fNNMNio08nuUGSo/fb/8IkP5bkvfuOqar7JjkxyZ8nuVOSd+13zH2T3DzJqUt5QsAhYfRnT3c/r6reneTHqur4JH+W5AFJPtHdV1TVh5N8fZK/TXKb5T5bthNBlENed19UVTdK8vdJjqyqn0myM8kzNjnmL6rqJ+eHb6yqx2b60L501fUCh6aqOiXTdLTPZprKlkzTZU/v7n+tqicneVVV7Z7b/FWmSwV2J3l6pilxn0yS7v6Xqjpi7uMVVXV6ko8nuXTfvbjn6bjfN8/4+GimqXjvT/KouU9gGzgInz13yDT6eWym0c/zkuzJNLV3n+dk+uO/IMqXzO1bAAAAGMqquQAAAAwliAIAADCUIAoAAMBQgigAAABDCaIAAAAM5fYtAGw7VfWkJJ9Kct0k70hyWXe/4QBtPp3kiiR/lOQPu/sbqurhSb4yyT9muqXChd39rKo6J8nZSf4myYOSvDXJK5O8J9P9P8/OdJ++izLdguEt3f3eqjo1yS0z3Rj+d7r7U/P5T0ryk919v6p6ZpJ3J/lQrrx34J9kuvffLeY6P5LkrzPdruHcJK9Pcv/ufuJyXjUAWB5BFIDt6le7+7Kq+utsfl/OSzLd+P3vq+puSa4/779pkn9L8rr92l+c6Z59xyU5JVP43GdnpjB53as418X7Pf5EVd0qV85gOqm7H58kVfWLmULui+dA+7RMQfSq+gKAawxTcwHgqj23u58/b781ycMzjXimu385043in1pVN07ytu4+s7v/bm7/wSR3nr9m/v6jM41i7u9F87GX7Lf/1Umen+SP58e1hZrfMPf1vi20BYCDwogoANvVI6rqukmelOT7qurEJH/Q3R/d0OaRVXVFkj+bH+9O8t4k966qUzJNzf1spqm2d6qqRyXZF0RfmSm8PmR+fKeqelyuDKanVtX5SS7dsP3S7t674fyfTfLQuc3XJnlzVT0h09TcV2YKtQ+uqk8need8zL2q6oaZQvJN5po+0N2v/tJeJgBYvurug10DAAAA24gRUQCYzaOcXz4//L3uvnTw+e+U5Dbzwzd294dGnh8ARjEiCgAAwFAWKwIAAGAoQRQAAIChBFEAAACGEkQBAAAY6v8DmT9hl/E+c30AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1080 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def DL_ensemble_model(model,results):\n",
    "    method_comparisons=list(results[model].keys())\n",
    "    total_model_comparisons=len(method_comparisons)\n",
    "    groups={} \n",
    "    ensemble_methods=list(results[model][list(results[model].keys())[0]].keys())\n",
    "    algo=[]\n",
    "\n",
    "    for idx,methods in enumerate(method_comparisons):\n",
    "        algorithms=list(results[model][methods].keys())\n",
    "        accuracy_scores=[]\n",
    "        for i in range(len(algorithms)):\n",
    "            accuracy_scores.append(results[model][methods][algorithms[i]])\n",
    "\n",
    "        algo.append(methods)\n",
    "        groups[ensemble_methods[idx]]=accuracy_scores\n",
    "        barChart(model,methods,algorithms,'Performance Score',accuracy_scores)\n",
    "        lineChart(model,methods,algorithms,'Performance Score',accuracy_scores)\n",
    "   \n",
    "    groupedBarChart(groups,algo,model)\n",
    "\n",
    "DL_ensemble_model(model[5],results)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}