data-visualization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notebook dedicated to the data visualization for our RIMEL project\n",
    "## Authors : \n",
    "- Fabien Airaud\n",
    "- Axel Delille\n",
    "- Yvann Ponce\n",
    "- Apoorva Srinivas Appadoo\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: matplotlib in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (3.9.3)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (1.3.1)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (4.55.3)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (1.4.7)\n",
      "Requirement already satisfied: numpy>=1.23 in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (2.1.3)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (24.2)\n",
      "Requirement already satisfied: pillow>=8 in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (11.0.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (3.2.0)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (2.9.0.post0)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\axel\\appdata\\roaming\\python\\python312\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "[notice] A new release of pip is available: 24.2 -> 24.3.1\n",
      "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
     ]
    }
   ],
   "source": [
    "%pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from collections import defaultdict\n",
    "import json, os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the data to visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_previous_result(file_path):\n",
    "    with open(file_path, 'r') as file:\n",
    "        results = json.load(file)\n",
    "    return results\n",
    "\n",
    "input_file = \"output.json\"\n",
    "data = load_previous_result(input_file)\n",
    "\n",
    "output_dir = \"./diagram\"\n",
    "os.makedirs(output_dir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize the number of usage for each tool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Aggregate the total number of usages per tool\n",
    "usage_by_tool = defaultdict(int)\n",
    "for entry in data:\n",
    "    usage_by_tool[entry['tool']] += entry['number']\n",
    "\n",
    "# Prepare data for plotting\n",
    "tools = list(usage_by_tool.keys())\n",
    "total_usages = list(usage_by_tool.values())\n",
    "output_path = os.path.join(output_dir, \"total_usage_comparison.png\")\n",
    "\n",
    "# Plot the data\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(tools, total_usages, color=\"lightcoral\")\n",
    "plt.title(\"Total Usage of Each Tool\", fontsize=16)\n",
    "plt.xlabel(\"Tool\", fontsize=12)\n",
    "plt.ylabel(\"Total Number of Usages\", fontsize=12)\n",
    "plt.xticks(rotation=45, ha=\"right\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(output_path)  # Save as PNG file\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize data usage for command in each tool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ScnNzU/bs2XXjxo17/p2633no2rWroqKiNGbMGK1cuVJFixZVlSpV7qsPAI8PQjcA4Ing5eUlFxcXXb16VYcOHVKpUqXSbHfx4kXrpeN58+ZNtT44OFh9+vRRnz59JN18svPLL7+sLVu26OOPP9Z7770nSfrhhx8k3bxPuHv37qn6uf3SVUnWM6fnzp3TtWvX0gwFt3/NkHTzDLGzs7P+/fdfjR071ubJ0xmVUktMTMwd26ScNbzXWfP0atiwoQYMGKDY2FjNnz8/1ZPdb2UYhr799ltJUuPGjW2uMkg5y3vlypU0tz127FiqZWbMYXoEBQXp4MGDCg8PV4UKFe5rW39/f7366qt69dVXJUn79+9X165dtXHjRg0ZMkRRUVEPXF/KZ5vyWacl5RjJrONAkho0aKD+/fvr8uXL+vXXX9W0adNM6Tcj871//37t2rVLfn5+mjt3bqpfBqX1d/lBVatWTYUKFdKSJUsk3fz6PQBPLu7pBgA8EVIediZJP//88x3bpTwUzNPT0/r1SXdTsWJF68OzoqOjrctTgnu+fPlSbXP27FktXbo01fKgoCDrZaizZs1Ktf7GjRtp1m5vb6/atWtL+r+w/6BS7l++ePGifv3111Tr//33X+t3ar/wwguZss+CBQtaHxQ1aNAgXb58+Y5tp0yZol27dsnBwUGDBw+2WZcS/vbt25dqO8MwrPdu38qMOUyP+vXrZ9o+ixUrpvDwcEm2x+KDSPlO7Tlz5qR5H/vcuXN16dIlubq6KjQ0NFP2Kd08FlK+MmvAgAH3fIbC2bNn73pPdYqMzHfKvnPlypXm1Rd3+v72B9WzZ095e3vLz89PHTt2NGUfAB4NhG4AwBNj8ODBslgsmjlzpvVJ1LfauHGj3nrrLUk3f9C/9UnNc+fO1Zo1a1JdmpyQkKDFixdLsg3YxYsXlyR98cUXunHjhnV5bGysOnXqpNjY2DRr7Nu3ryQpIiJCf/31l3V5cnKyhg4dqhMnTqS5XUREhBwcHDRo0CBFRUWleQn1nj179Msvv6S5/e2cnJzUq1cvSTfn4tazwwkJCXrjjTf0zz//KH/+/Bl6gNidfPbZZwoODlZMTIxq1KiR6h7axMREjR8/Xm+88Yakm/NbsmRJmza1atWSJH377bfau3evTd3h4eHasmVLmvvO7DlMj0GDBsnDw0Pjx4/XuHHjbI6VFDExMTbBbsWKFVq0aFGqZwUYhqGFCxdKSvuXPRnRsmVL5c2bV6dOnVL//v2VmJhoU9eAAQMk3bzc3cnJKVP2mWLy5MkqVKiQYmJi9Pzzz2vdunWp2ty4cUNff/21ypUrl+YvWW6XkfkuUqSI7O3ttXv3buuD5VIsWLBAn3zyyf0PLh0GDBig8+fP68yZM4/ErQIATJRV31UGAIAZJk6caNjb2xuSjAIFChgtWrQw2rRpY1SoUMGwWCyGJKNNmzZGYmKizXYp35Ht4+Nj1K5d22jfvr3RqFEjw8/Pz5Bk5M6d2zhx4oS1/ZEjRwwPDw/ruubNmxuNGjUy3N3djcDAQKNr165pfjdyYmKiUb9+fUOS4ejoaNSrV89o06aNUbBgQcPZ2dl4/fXXDUnGq6++mmpsP/zwg5EjRw5DkpEnTx6jTp06Rvv27Y369esbefLkMSQZrVu3Tvdc/ffff0bNmjUNSYazs7Px4osvGq1btzby5s1rSDK8vb2NrVu3ptouo9/TneLEiRNGaGioIcmwWCxGxYoVjTZt2hiNGjUyfH19rd97PG3atDv20bhxY2vdtWvXNho1amTkyZPHcHNzs36Wt3+Hs2FkbA5Tvqd75cqVd6znTt8bbRg3v3fbx8fHkGT4+fkZNWrUMNq3b280aNDAKFiwoCHJqFSpkrX9J598Yp2DsLAwo127dkbTpk2t393s7u5u7Nix417TbHW37+k2DMPYvHmz4eXlZUgy8uXLZ7Ru3dp48cUXDScnJ0OSUbdu3VTf1X638d6PM2fOGGFhYdbvu86fP7/RuHFjo23btkaNGjUMFxcX61xs2rQpXfu/3/k2jP/7+29nZ2dUr17daNu2rVG+fHlDkjFs2DBrfbe70/Jb3f493elxr+/pdnV1NSpVqnTH1/vvv5/ufQEwH/d0AwCeKH379lW1atX06aefas2aNVq0aJESExPl6+urxo0bq0uXLmrUqFGq7Tp37ixnZ2etW7dOe/fu1erVq+Xu7q68efOqX79+6t69u82Dl/Lnz68dO3Zo2LBhWrt2rRYuXKiAgAC1bdtWw4cP1+eff55mffb29po/f74mTJigyMhIrVy5Uq6urqpatarmzZunuXPnSlKa9xy3bNlSFStW1KRJk7R06VKtX79eSUlJ8vf3V6FChdS7d+/7Oivt6OioxYsXa/r06frmm2+0du1axcfHKygoSH369FF4eHim3sebIk+ePNq8ebPmzJmjOXPmaMuWLYqOjrae2c2RI4e2b99ufXp6WubMmaMPPvhA33//vVatWiVPT0/VrFlTI0aM0Nq1a++4XWbPYXpUq1ZNf/75pz799FP99ttv2rJli+Lj4+Xn56e8efPq5Zdftrm/vWHDhoqNjdXatWt18OBB/fHHH3J2dlZQUJCGDBmiXr16KU+ePJlWX8WKFRUdHa2PPvpIv//+u+bOnStHR0eVK1dOHTt2VLdu3e750LuM8vPz08qVK7V48WLNmjVLGzZs0PLlyxUfHy9vb29VrlxZL730kjp06CAvL6909Xm/8y3d/K760qVLa8qUKdq2bZuio6MVEhKi2bNnq3Xr1vrggw/MGH6GXblyRZs2bbrj+mLFij3EagDci8Uw7vG9KgAA4KGpUaOGVq5cqZ9//lnNmjXL6nIeqtjYWL3wwgvasWOH6tSpo19//fWRfRI7AADpxT3dAAA8ZNHR0anuNb1x44aGDx+ulStXys/PTy+++GIWVZd13N3dtWTJEhUvXlz/+9//1Lp1a5t7jAEAeBxxphsAgIcsLCxM0dHRKlOmjAIDA3Xp0iXt3r1bp0+flpOTk+bOnat69epldZlZ5tSpU5o+fboMw1D9+vVVqVKlrC4JAIAMI3QDAPCQzZw5UzNnztSuXbt04cIFGYahXLly6YUXXtCAAQNUokSJrC4RAABkEkI3AAAAAAAm4Z5uAAAAAABMQugGAAAAAMAkfE83YKLk5GSdOnVKrq6uslgsWV0OAAAAgExiGIauXLmiXLlyyc7uzuezCd2AiU6dOqWgoKCsLgMAAACASU6cOKE8efLccT2hGzCRq6urpJt/Ed3c3LK4GgAAAACZJS4uTkFBQdaf+e+E0A2YKOWScjc3N0I3AAAA8AS6122kPEgNAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADBJtqwuAHgajN95QU4uN7K6DAAAAOCxNqScT1aXcN840w0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkeqdBtGIa6d+8uLy8vWSwWRUdHZ3VJd7Vq1SpZLBZdvnw5q0tJU3rqs1gsmjdv3kOr6XHTuXNnNWnSJKvLAAAAAPCYeqRC9+LFixUZGamFCxfq9OnTKlWqVFaX9MQ7ffq06tevn9Vl3NHw4cNVtmzZu7YJDg6WxWK546tz584PpVYAAAAAuF22rC7gVocPH1ZgYKCee+65O7a5ceOGHBwcHmJVWcswDCUlJSlbNnM+qoCAAFP6fVAp406PLVu2WNtu2LBBzZs314EDB+Tm5iZJcnZ2Nq1OAAAAALibR+ZMd+fOndWnTx8dP35cFotFwcHBkqSwsDD17t1b/fr1k4+Pj+rWrStJWr16tZ555hk5OjoqMDBQQ4YMUWJiorW/sLAw9enTR/369ZOnp6f8/f01ffp0Xbt2TV26dJGrq6sKFSqk33///a51xcfHKzw8XEFBQXJ0dFShQoX01Vdf3bH9unXrVLVqVTk7OysoKEh9+/bVtWvXrOu//fZbVahQQa6urgoICFC7du109uxZ6/qUS8J///13hYaGytHRUevWrcu08dzu1svLjx49KovFoh9++ME6hooVK+qvv/7Sli1bVKFCBbm4uKh+/fo6d+6ctY+US7Dfe+89+fr6ys3NTT179tSNGzds5rFv377y8/OTk5OTnn/+eW3ZsuWu4/7uu+/03nvvaefOndaz1pGRkanG4Ovrq4CAAAUEBMjLy0uS5Ofnp4CAAGXPnl09e/ZU7ty5lSNHDoWEhGjWrFk22//0008KCQmRs7OzvL29VatWLZvP7FZbtmyRr6+vPvroo/uaZwAAAABPp0cmdE+cOFHvv/++8uTJo9OnT9sEsqioKDk4OGj9+vWaOnWq/v77b7344ouqWLGidu7cqc8//1xfffWVPvjgA5s+o6Ki5OPjo82bN6tPnz567bXX1LJlSz333HPavn276tSpow4dOuj69et3rKtjx46aNWuWJk2apH379mnatGlycXFJs+3hw4dVr149NW/eXLt27dKcOXO0bt069e7d29omISFBI0aM0M6dOzVv3jwdPXo0zcufhwwZotGjR2vfvn0qXbp0po0nPSIiIjRs2DBt375d2bJlU7t27TR48GBNnDhRa9eu1aFDh/Tuu+/abLN8+XLt27dPq1at0qxZs/TLL7/ovffes64fPHiwfv75Z0VFRWn79u0qVKiQ6tatq4sXL95x3LVr19aAAQNUsmRJnT59WqdPn1br1q3vayz//fefQkND9dtvv2nPnj3q3r27OnTooM2bN0u6eXl927Zt1bVrV2v9zZo1k2EYqfpasWKFateurQ8//FDh4eH3VQcAAACAp5PFSCtdZJEJEyZowoQJOnr0qHVZWFiY4uLitH37duuyt99+Wz///LP27dsni8UiSZoyZYrCw8MVGxsrOzs7hYWFKSkpSWvXrpUkJSUlyd3dXc2aNdM333wjSfrnn38UGBiojRs36tlnn01Vz19//aWiRYtq6dKlqlWrVqr1q1at0gsvvKBLly7Jw8ND3bp1k729vaZNm2Zts27dOlWvXl3Xrl2Tk5NTqj62bt2qihUr6sqVK3JxcbH2OW/ePDVu3NhmHu53PLfXlxaLxaK5c+eqSZMmOnr0qPLnz68vv/xSr7zyiiRp9uzZatu2rZYvX64aNWpIkkaPHq3IyEjt379f0s0z3QsWLNCJEyeUI0cOSdLUqVM1aNAgxcbG6t9//5Wnp6ciIyPVrl07STd/+RAcHKx+/fpp0KBBdxz38OHDNW/evHQ/VC89Y27QoIGKFSumsWPHavv27QoNDdXRo0eVL1++VG07d+6sy5cvq1OnTurYsaO+/PLLuwb/+Ph4xcfHW9/HxcUpKChIEWuOyMnFNV1jAAAAAJC2IeV8sroEq7i4OLm7uys2NtZ6a2taHpkz3XcTGhpq837fvn2qXLmyNXBLUpUqVXT16lWdPHnSuizlDLEk2dvby9vbWyEhIdZl/v7+kmRzefetoqOjZW9vr+rVq6erzp07dyoyMlIuLi7WV926dZWcnKyYmBhJ0rZt29SwYUPlzZtXrq6u1r6PHz9u01eFChVS9f+g40mvW/eT0uft+7l9H2XKlLEGbkmqXLmyrl69qhMnTujw4cNKSEhQlSpVrOuzZ8+uZ555Rvv27bPpJ61xP4ikpCSNGDFCISEh8vLykouLi5YsWWKd7zJlyqhmzZoKCQlRy5YtNX36dF26dMmmj02bNqlly5b69ttv73mmfdSoUXJ3d7e+goKCMnU8AAAAAB4vj0XozpkzZ4a2y549u817i8VisywltCcnJ6e5/f0+gOvq1avq0aOHoqOjra+dO3fq4MGDKliwoK5du6a6devKzc1NM2fO1JYtWzR37lxJsrn/WUp7zA86nvRKq8/blz3oPu4ko5/1nYwZM0YTJ05UeHi4Vq5cqejoaNWtW9c63/b29lq6dKl+//13lShRQpMnT1bRokWtvySRpIIFC6pYsWL6+uuvlZCQcNf9DR06VLGxsdbXiRMnMnU8AAAAAB4vj0Xovl3x4sW1ceNGm/tu169fL1dXV+XJkyfT9hMSEqLk5GStXr06Xe3Lly+vvXv3qlChQqleDg4O2r9/vy5cuKDRo0eratWqKlas2AOflX5U7Ny5U//++6/1/R9//CEXFxcFBQWpYMGC1nvyUyQkJGjLli0qUaLEXft1cHBI91PM07J+/Xo1btxYL7/8ssqUKaMCBQror7/+smljsVhUpUoVvffee9qxY4ccHBysvwyRJB8fH61YsUKHDh1Sq1at7hq8HR0d5ebmZvMCAAAA8PR6LEP366+/rhMnTqhPnz7av3+/5s+fr4iICPXv3192dpk3pODgYHXq1Eldu3bVvHnzFBMTo1WrVumHH35Is314eLg2bNig3r17Kzo6WgcPHtT8+fOtD1LLmzevHBwcNHnyZB05ckS//vqrRowYkWn1ZqUbN27olVde0d69e7Vo0SJFRESod+/esrOzU86cOfXaa69p0KBBWrx4sfbu3atXX31V169ft947fifBwcGKiYlRdHS0zp8/b3O/dHoULlxYS5cu1YYNG7Rv3z716NFDZ86csa7ftGmTRo4cqa1bt+r48eP65ZdfdO7cORUvXtymHz8/P61YsUL79+9X27ZtbZ6UDwAAAAB38liG7ty5c2vRokXavHmzypQpo549e+qVV17RsGHDMn1fn3/+uVq0aKHXX39dxYoV06uvvnrHr5MqXbq0Vq9erb/++ktVq1ZVuXLl9O677ypXrlySbn61VWRkpH788UeVKFFCo0eP1tixYzO95qxQs2ZNFS5cWNWqVVPr1q3VqFEjDR8+3Lp+9OjRat68uTp06KDy5cvr0KFDWrJkiTw9Pe/ab/PmzVWvXj298MIL8vX1TfV1X/cybNgwlS9fXnXr1lVYWJgCAgLUpEkT63o3NzetWbNGL774oooUKaJhw4Zp3Lhxql+/fqq+AgICtGLFCu3evVvt27d/oDPwAAAAAJ4Oj9TTy/F4SnnCd8r3feP/pDzRkKeXAwAAAA+Op5cDAAAAAAArQjcAAAAAACbJltUF4PEXGRmZ1SUAAAAAwCOJM90AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYJFtWFwA8DfqX8Zabm1tWlwEAAADgIeNMNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACbJltUFAE+D8TsvyMnlRlaXAZhmSDmfrC4BAADgkcSZbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJITuJ8TRo0dlsVgUHR2d1aWk6VGvDwAAAADMQOgGAAAAAMAkhG7cl4SEhKwuId1u3LhhSr+GYSgxMdGUvgEAAAA8WQjdj5nk5GR9/PHHKlSokBwdHZU3b159+OGHabbds2eP6tevLxcXF/n7+6tDhw46f/68df3ixYv1/PPPy8PDQ97e3mrQoIEOHz5sXZ9ySficOXNUvXp1OTk5aebMmercubOaNGmikSNHyt/fXx4eHnr//feVmJioQYMGycvLS3ny5NGMGTPua2zHjh1Tw4YN5enpqZw5c6pkyZJatGhRuscTFham3r17q1+/fvLx8VHdunXVrl07tW7d2mY/CQkJ8vHx0TfffGOd01GjRil//vxydnZWmTJl9NNPP1nbr1q1ShaLRb///rtCQ0Pl6OiodevW3dfYAAAAADydCN2PmaFDh2r06NF65513tHfvXn3//ffy9/dP1e7y5cuqUaOGypUrp61bt2rx4sU6c+aMWrVqZW1z7do19e/fX1u3btXy5ctlZ2enpk2bKjk52aavIUOG6I033tC+fftUt25dSdKKFSt06tQprVmzRuPHj1dERIQaNGggT09Pbdq0ST179lSPHj108uTJdI+tV69eio+P15o1a7R792599NFHcnFxSfd4JCkqKkoODg5av369pk6dqvbt22vBggW6evWqtc2SJUt0/fp1NW3aVJI0atQoffPNN5o6dar+/PNPvfnmm3r55Ze1evXqVPMwevRo7du3T6VLl05zDPHx8YqLi7N5AQAAAHh6WQzDMLK6CKTPlStX5Ovrq08//VTdunWzWXf06FHlz59fO3bsUNmyZfXBBx9o7dq1WrJkibXNyZMnFRQUpAMHDqhIkSKp+j9//rx8fX21e/dulSpVytrnhAkT9MYbb1jbde7cWatWrdKRI0dkZ3fz9zbFihWTn5+f1qxZI0lKSkqSu7u7vvzyS7Vp0yZVfWkpXbq0mjdvroiIiFTr0jOesLAwxcXFafv27dY2iYmJCgwM1Pjx49WhQwdJUrt27ZScnKzZs2crPj5eXl5eWrZsmSpXrmzdrlu3brp+/bq+//57rVq1Si+88ILmzZunxo0b3/HzkaThw4frvffeS7U8Ys0RObm43nVb4HE2pJxPVpcAAADwUMXFxcnd3V2xsbFyc3O7YzvOdD9G9u3bp/j4eNWsWfOebXfu3KmVK1fKxcXF+ipWrJgkWS8hP3jwoNq2basCBQrIzc1NwcHBkqTjx4/b9FWhQoVU/ZcsWdIauCXJ399fISEh1vf29vby9vbW2bNn06yvZMmS1rrq168vSerbt68++OADValSRREREdq1a9d9jUeSQkNDbfaTLVs2tWrVSjNnzpR08+z+/Pnz1b59e0nSoUOHdP36ddWuXdum72+++cam3zvNw+2GDh2q2NhY6+vEiRP33AYAAADAkytbVheA9HN2dk5326tXr6phw4b66KOPUq0LDAyUJDVs2FD58uXT9OnTlStXLiUnJ6tUqVKpHkCWM2fOVH1kz57d5r3FYklz2e2XqqdYtGiR9aFsKePq1q2b6tatq99++03/+9//NGrUKI0bN059+vRJ13juVGv79u1VvXp1nT17VkuXLpWzs7Pq1asnSdbLzn/77Tflzp3bZjtHR8d7zsPtHB0dU20HAAAA4OlF6H6MFC5cWM7Ozlq+fHmqy8tvV758ef38888KDg5WtmypP+YLFy7owIEDmj59uqpWrSpJD/XhYPny5UtzeVBQkHr27KmePXtq6NChmj59uvr06XPP8dzNc889p6CgIM2ZM0e///67WrZsaf0FQYkSJeTo6Kjjx4+revXqDzwuAAAAALgVl5c/RpycnBQeHq7BgwdbL3/+448/9NVXX6Vq26tXL128eFFt27bVli1bdPjwYS1ZskRdunRRUlKSPD095e3trS+++EKHDh3SihUr1L9//ywY1f/p16+flixZopiYGG3fvl0rV65U8eLF0zWee2nXrp2mTp2qpUuXWi8tlyRXV1cNHDhQb775pqKionT48GFt375dkydPVlRUlGljBQAAAPB04Ez3Y+add95RtmzZ9O677+rUqVMKDAxUz549U7XLlSuX1q9fr/DwcNWpU0fx8fHKly+f6tWrJzs7O1ksFs2ePVt9+/ZVqVKlVLRoUU2aNElhYWEPf1D/X1JSknr16qWTJ0/Kzc1N9erV0yeffJKu8dxL+/bt9eGHHypfvnyqUqWKzboRI0bI19dXo0aN0pEjR+Th4aHy5cvrrbfeMmWcAAAAAJ4ePL0cMFHKEw15ejmedDy9HAAAPG14ejkAAAAAAFmM0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJgkW1YXADwN+pfxlpubW1aXAQAAAOAh40w3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgkmxZXQDwNBi/84KcXG5kdRl4QEPK+WR1CQAAAHjMcKYbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADBJhkN38eLFNXLkSB07diwz6wEAAAAA4ImR4dAdFBSkiIgIFSxYUNWqVdOXX36p2NjYzKwNAAAAAIDHWoZD9//+9z+dPHlSY8aM0b///qvu3bsrICBALVq00Pz585WQkJCZdQIAAAAA8Nh5oHu6/f399eabb2rLli3at2+fBg4cqOjoaDVr1kwBAQF6/fXXtWHDhsyqFQAAAACAx0qmPUitaNGiGjFihNatW6cWLVro0qVLmjp1qqpWrarChQvrs88+U3JycmbtDgAAAACAR16mhO5r167pu+++U7169ZQ3b17NnTtXDRo00A8//KC5c+eqaNGi6tu3r1577bXM2B0AAAAAAI+FbBndMCkpSUuWLNF3332nX3/9VdevX1doaKjGjRuntm3bysfHx9q2UaNGeuutt/TZZ59p2rRpmVI4AAAAAACPugyH7oCAAF28eFG5c+dWnz591LFjRxUvXvyO7UuXLq0rV65kdHcAAAAAADx2Mhy6X3rpJXXo0EE1atSQxWK5Z/s2bdqoTZs2Gd0dAAAAAACPnQzd0/3vv//Ky8tL169fT1fgBgAAAADgaZSh0O3s7Kxp06bpzJkzmV0PAAAAAABPjAw/vTw0NFR79uzJzFoAAAAAAHiiZDh0T5gwQbNnz9aXX36pxMTEzKwJAAAAAIAnQoYfpNa5c2fZ2dmpR48e6tu3r3Lnzi1nZ2ebNhaLRTt37nzgIgEAAAAAeBxlOHR7eXnJ29tbRYsWzcx6AAAAAAB4YmQ4dK9atSoTywAAAAAA4MmT4Xu6AQAAAADA3T1Q6I6Li9Po0aNVt25dlStXTps3b5YkXbx4UePHj9ehQ4cypUjcv6NHj8pisSg6OjqrS0nTo14fAAAAAGSGDF9efvLkSVWvXl0nTpxQ4cKFtX//fl29elXSzfu9p02bpmPHjmnixImZViyQVTp37qzLly9r3rx5WV0KAAAAgMdIhkP3oEGDdOXKFUVHR8vPz09+fn4265s0aaKFCxc+cIF4tCUkJCh79uxZXQYAAAAAPJIyfHn5//73P/Xt21clSpSQxWJJtb5AgQI6ceLEAxWHe0tOTtbHH3+sQoUKydHRUXnz5tWHH36YZts9e/aofv36cnFxkb+/vzp06KDz589b1y9evFjPP/+8PDw85O3trQYNGujw4cPW9SmXhM+ZM0fVq1eXk5OTZs6cqc6dO6tJkyYaOXKk/P395eHhoffff1+JiYkaNGiQvLy8lCdPHs2YMeO+xnbhwgW1bdtWuXPnVo4cORQSEqJZs2bZtLly5Yrat2+vnDlzKjAwUJ988onCwsLUr18/a5v4+HgNHDhQuXPnVs6cOVWpUiWbBwFGRkbKw8NDS5YsUfHixeXi4qJ69erp9OnTkqThw4crKipK8+fPl8VikcVi4UGCAAAAANIlw6H733//la+v7x3XX7lyJaNd4z4MHTpUo0eP1jvvvKO9e/fq+++/l7+/f6p2ly9fVo0aNVSuXDlt3bpVixcv1pkzZ9SqVStrm2vXrql///7aunWrli9fLjs7OzVt2lTJyck2fQ0ZMkRvvPGG9u3bp7p160qSVqxYoVOnTmnNmjUaP368IiIi1KBBA3l6emrTpk3q2bOnevTooZMnT6Z7bP/9959CQ0P122+/ac+ePerevbs6dOhgfXaAJPXv31/r16/Xr7/+qqVLl2rt2rXavn27TT+9e/fWxo0bNXv2bO3atUstW7ZUvXr1dPDgQWub69eva+zYsfr222+1Zs0aHT9+XAMHDpQkDRw4UK1atbIG8dOnT+u5555L9zgAAAAAPL0shmEYGdmwQoUKKlq0qGbOnKkLFy7I19dXy5YtU40aNSRJzz//vOzt7bV69epMLRj/58qVK/L19dWnn36qbt262aw7evSo8ufPrx07dqhs2bL64IMPtHbtWi1ZssTa5uTJkwoKCtKBAwdUpEiRVP2fP39evr6+2r17t0qVKmXtc8KECXrjjTes7Tp37qxVq1bpyJEjsrO7+XucYsWKyc/PT2vWrJEkJSUlyd3dXV9++aXatGmTqr70atCggYoVK6axY8fqypUr8vb21vfff68WLVpIkmJjY5UrVy69+uqrmjBhgo4fP64CBQro+PHjypUrl7WfWrVq6ZlnntHIkSMVGRmpLl266NChQypYsKAkacqUKXr//ff1zz//WMeYnnu64+PjFR8fb30fFxenoKAgRaw5IicX13SPE4+mIeV8sroEAAAAPCLi4uLk7u6u2NhYubm53bFdhs909+vXT7Nnz9ZHH32k2NhYSTcvdT506JA6dOigjRs36s0338xo90iHffv2KT4+XjVr1rxn2507d2rlypVycXGxvooVKyZJ1kvIDx48qLZt26pAgQJyc3NTcHCwJOn48eM2fVWoUCFV/yVLlrQGbkny9/dXSEiI9b29vb28vb119uzZNOsrWbKkta769etLuhnUR4wYoZCQEHl5ecnFxUVLliyx1nPkyBElJCTomWeesfbj7u6uokWLWt/v3r1bSUlJKlKkiM3YV69ebXPpfI4cOayBW5ICAwPvWOvdjBo1Su7u7tZXUFDQffcBAAAA4MmR4Qepvfzyyzp27JiGDRumt99+W5JUr149GYYhOzs7jRw5Uk2aNMmsOpEGZ2fndLe9evWqGjZsqI8++ijVusDAQElSw4YNlS9fPk2fPl25cuVScnKySpUqpRs3bti0z5kzZ6o+bn+YmsViSXPZ7Zeqp1i0aJESEhJsxjVmzBhNnDhREyZMUEhIiHLmzKl+/fqlqudurl69Knt7e23btk329vY261xcXO5af0YuAhk6dKj69+9vfZ9yphsAAADA0ynDoVuS3n77bXXo0EE///yzDh06pOTkZBUsWFDNmjVTgQIFMqtG3EHhwoXl7Oys5cuXp7q8/Hbly5fXzz//rODgYGXLlvpjv3Dhgg4cOKDp06eratWqkqR169aZUnda8uXLl2rZ+vXr1bhxY7388suSbl5J8ddff6lEiRKSbj6sL3v27NqyZYvy5s0r6ebl5X/99ZeqVasmSSpXrpySkpJ09uxZ67gywsHBQUlJSfds5+joKEdHxwzvBwAAAMCT5YFCtyTlzZuXy8iziJOTk8LDwzV48GA5ODioSpUqOnfunP78889Ul5z36tVL06dPV9u2bTV48GB5eXnp0KFDmj17tr788kt5enrK29tbX3zxhQIDA3X8+HENGTIki0Z2U+HChfXTTz9pw4YN8vT01Pjx43XmzBlr6HZ1dVWnTp2sT0j38/NTRESE7OzsrE/UL1KkiNq3b6+OHTtq3LhxKleunM6dO6fly5erdOnSeumll9JVS3BwsJYsWaIDBw7I29tb7u7ufFUaAAAAgHvK8D3deDS88847GjBggN59910VL15crVu3TvNe5Fy5cmn9+vVKSkpSnTp1FBISon79+snDw0N2dnays7PT7NmztW3bNpUqVUpvvvmmxowZkwUj+j/Dhg1T+fLlVbduXYWFhSkgICDVLQvjx49X5cqV1aBBA9WqVUtVqlRR8eLF5eTkZG0zY8YMdezYUQMGDFDRokXVpEkTm7Pj6fHqq6+qaNGiqlChgnx9fbV+/frMGiYAAACAJ1iGn15+69nEu0nPJblAZrl27Zpy586tcePG6ZVXXsnqcqxPNOTp5U8Gnl4OAACAFOl9enmGLy9/9913U4XupKQkHT16VPPmzVPRokXVoEGDjHYPpMuOHTu0f/9+PfPMM4qNjdX7778vSWrcuHEWVwYAAAAADxC6hw8ffsd1p0+f1rPPPpvmdz8DmW3s2LE6cOCAHBwcFBoaqrVr18rHhzOSAAAAALLeAz9ILS2BgYHq2bOnRowYobZt25qxC0DSzaeTb9u2LavLAAAAAIA0mfYgtZw5cyomJsas7gEAAAAAeOSZErr37NmjSZMmcXk5AAAAAOCpluHLy/Pnz5/m08svX76s2NhY5ciRQ/PmzXuQ2gAAAAAAeKxlOHRXr149Vei2WCzy9PRUwYIF1aZNG3l5eT1wgQAAAAAAPK4yHLojIyMl3fxe5CtXrsjHx0fZspnyXDYAAAAAAB5LGbqn+9ixY+rdu7fy5csnNzc35c6dW05OTgoODtbgwYN17NixzK4TAAAAAIDHzn2H7gULFqh06dKaMmWK7O3t1bBhQ7Vr104NGjSQnZ2dxo4dq7Jly+q3336zbjNs2LBMLRoAAAAAgMfBfV0Pvm/fPrVq1Ur58+fXtGnTVLVq1VRt1q5dq549e6p169baunWrRo0ape+++04ffPBBphUNAAAAAMDj4L5C98iRI+Xt7a1169bd8SFpVatW1dq1a1W6dGmFhoYqPj5eo0aNypRiAQAAAAB4nNzX5eUrVqzQK6+8cs+nknt5ealr1676999/FRkZqcGDBz9QkQAAAAAAPI7uK3RfuHBBwcHB6WqbP39+2dvb6+WXX85IXQAAAAAAPPbuK3T7+PgoJiYmXW1jYmLk5+eXoaIAAAAAAHgS3FfoDgsL01dffaWLFy/etd3Fixf11VdfqUaNGg9UHAAAAAAAj7P7Ct1vvfWWLly4oGrVqmnDhg1pttmwYYOqV6+uCxcuaOjQoZlSJAAAAAAAj6P7enp5iRIl9P3336tjx46qWrWqgoODVaZMGbm6uurKlSvatWuXYmJi5OzsrO+//14lSpQwq24AAAAAAB559xW6JalZs2YqW7asPv74Yy1cuFDz5s2zrsuVK5e6d++ugQMHqmDBgplZJwAAAAAAj537Dt2SVKBAAU2dOlWSFBcXpytXrsjV1VVubm6ZWhwAAAAAAI+zDIXuW7m5uRG2AQAAAABIw309SA0AAAAAAKQfoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAk2TL6gKAp0H/Mt5yc3PL6jIAAAAAPGSc6QYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAEySLasLAJ4G43dekJPLjawuA7cZUs4nq0sAAADAE44z3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmOSRCt2GYah79+7y8vKSxWJRdHR0Vpd0V6tWrZLFYtHly5ezupQ0Per1PWwWi0Xz5s3L6jIAAAAAPEUeqdC9ePFiRUZGauHChTp9+rRKlSqV1SUhHTp37qwmTZpkdRlWw4cPV9myZVMtP336tOrXr//wCwIAAADw1MqW1QXc6vDhwwoMDNRzzz13xzY3btyQg4PDQ6wqaxmGoaSkJGXL9kh9VI+lgICArC4BAAAAwFPmkTnT3blzZ/Xp00fHjx+XxWJRcHCwJCksLEy9e/dWv3795OPjo7p160qSVq9erWeeeUaOjo4KDAzUkCFDlJiYaO0vLCxMffr0Ub9+/eTp6Sl/f39Nnz5d165dU5cuXeTq6qpChQrp999/v2td8fHxCg8PV1BQkBwdHVWoUCF99dVXd2y/bt06Va1aVc7OzgoKClLfvn117do16/pvv/1WFSpUkKurqwICAtSuXTudPXvWuj7lkvDff/9doaGhcnR01Lp16zJtPLcbP368QkJClDNnTgUFBen111/X1atXrevTOms8YcIE6+czfPhwRUVFaf78+bJYLLJYLFq1apUkaffu3apRo4acnZ3l7e2t7t272/SdcoZ85MiR8vf3l4eHh95//30lJiZq0KBB8vLyUp48eTRjxgyb/YeHh6tIkSLKkSOHChQooHfeeUcJCQmSpMjISL333nvauXOntZ7IyEhJqS8vT299Y8eOVWBgoLy9vdWrVy/rvgAAAADgXh6Z0D1x4kS9//77ypMnj06fPq0tW7ZY10VFRcnBwUHr16/X1KlT9ffff+vFF19UxYoVtXPnTn3++ef66quv9MEHH9j0GRUVJR8fH23evFl9+vTRa6+9ppYtW+q5557T9u3bVadOHXXo0EHXr1+/Y10dO3bUrFmzNGnSJO3bt0/Tpk2Ti4tLmm0PHz6sevXqqXnz5tq1a5fmzJmjdevWqXfv3tY2CQkJGjFihHbu3Kl58+bp6NGj6ty5c6q+hgwZotGjR2vfvn0qXbp0po3ndnZ2dpo0aZL+/PNPRUVFacWKFRo8eHC6tx84cKBatWqlevXq6fTp0zp9+rSee+45Xbt2TXXr1pWnp6e2bNmiH3/8UcuWLbOZC0lasWKFTp06pTVr1mj8+PGKiIhQgwYN5OnpqU2bNqlnz57q0aOHTp48ad3G1dVVkZGR2rt3ryZOnKjp06frk08+kSS1bt1aAwYMUMmSJa31tG7dOlXd6a1v5cqVOnz4sFauXKmoqChFRkZaQzwAAAAA3IvFMAwjq4tIMWHCBE2YMEFHjx61LgsLC1NcXJy2b99uXfb222/r559/1r59+2SxWCRJU6ZMUXh4uGJjY2VnZ6ewsDAlJSVp7dq1kqSkpCS5u7urWbNm+uabbyRJ//zzjwIDA7Vx40Y9++yzqer566+/VLRoUS1dulS1atVKtX7VqlV64YUXdOnSJXl4eKhbt26yt7fXtGnTrG3WrVun6tWr69q1a3JyckrVx9atW1WxYkVduXJFLi4u1j7nzZunxo0b28zD/Y7n9vrS46efflLPnj11/vx5STfPZM+bN8/moXa3f06dO3fW5cuXbc4iT58+XeHh4Tpx4oRy5swpSVq0aJEaNmyoU6dOyd/fX507d9aqVat05MgR2dnd/P1PsWLF5OfnpzVr1tiM88svv1SbNm3SrHns2LGaPXu2tm7deseapZtnuufOnasmTZrcV32HDx+Wvb29JKlVq1ays7PT7Nmz06wlPj5e8fHx1vdxcXEKCgpSxJojcnJxvdf04yEbUs4nq0sAAADAYyouLk7u7u6KjY2Vm5vbHds9Mme67yY0NNTm/b59+1S5cmVr4JakKlWq6OrVqzZnRFPOEEuSvb29vL29FRISYl3m7+8vSTaXd98qOjpa9vb2ql69errq3LlzpyIjI+Xi4mJ91a1bV8nJyYqJiZEkbdu2TQ0bNlTevHnl6upq7fv48eM2fVWoUCFV/w86nrQsW7ZMNWvWVO7cueXq6qoOHTrowoUL93W2PC379u1TmTJlrIFWuvkZJScn68CBA9ZlJUuWtAbulDHcOqaUcd46pjlz5qhKlSoKCAiQi4uLhg0blmr+MrO+lMAtSYGBgXed31GjRsnd3d36CgoKuq+6AAAAADxZHovQfWswuh/Zs2e3eW+xWGyWpYT25OTkNLd3dna+r/1dvXpVPXr0UHR0tPW1c+dOHTx4UAULFrRe0uzm5qaZM2dqy5Ytmjt3rqSbD4i7VVpjftDx3O7o0aNq0KCBSpcurZ9//lnbtm3TZ599ZlOPnZ2dbr8YIjPvab7XmFKWpYxp48aNat++vV588UUtXLhQO3bs0Ntvv51q/sys727zO3ToUMXGxlpfJ06cMKUuAAAAAI+Hx/KR2MWLF9fPP/8swzCsQXP9+vVydXVVnjx5Mm0/ISEhSk5O1urVq9O8vPx25cuX1969e1WoUKE01+/evVsXLlzQ6NGjrWdAUy6Jzgrbtm1TcnKyxo0bZz3b/MMPP9i08fX11T///GMz17dftu3g4KCkpCSbZcWLF1dkZKSuXbtm/QXC+vXrZWdnp6JFi2a45g0bNihfvnx6++23rcuOHTt2z3puZ1Z9jo6OcnR0zPD2AAAAAJ4sj8WZ7tu9/vrrOnHihPr06aP9+/dr/vz5ioiIUP/+/W0uVX5QwcHB6tSpk7p27ap58+YpJiZGq1atShVMU4SHh2vDhg3q3bu3oqOjdfDgQc2fP9/6cK68efPKwcFBkydP1pEjR/Trr79qxIgRmVbvvfz9998qVqyYNm/eLEkqVKiQEhISrPV8++23mjp1qs02YWFhOnfunD7++GMdPnxYn332WaonpAcHB2vXrl06cOCAzp8/r4SEBLVv315OTk7q1KmT9uzZo5UrV6pPnz7q0KGD9TL4jChcuLCOHz+u2bNn6/Dhw5o0aZL1aoFb64mJiVF0dLTOnz9vc491CrPqAwAAAIBbPZahO3fu3Fq0aJE2b96sMmXKqGfPnnrllVc0bNiwTN/X559/rhYtWuj1119XsWLF9Oqrr9p8BditSpcurdWrV+uvv/5S1apVVa5cOb377rvKlSuXpJtnjSMjI/Xjjz+qRIkSGj16tMaOHZvpNd9JQkKCDhw4YL1fu0yZMho/frw++ugjlSpVSjNnztSoUaNstilevLimTJmizz77TGXKlNHmzZs1cOBAmzavvvqqihYtqgoVKsjX11fr169Xjhw5tGTJEl28eFEVK1ZUixYtVLNmTX366acPNIZGjRrpzTffVO/evVW2bFlt2LBB77zzjk2b5s2bq169enrhhRfk6+urWbNmperHrPoAAAAA4FaP1NPLgSdNyhMNeXr5o4mnlwMAACCjnqinlwMAAAAA8DgidAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYJJsWV0A8DToX8Zbbm5uWV0GAAAAgIeMM90AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3Y+Ro0ePymKxKDo6OqtLSdOjXN/w4cNVtmzZrC4DAAAAwFOG0I2nwsCBA7V8+fKsLgMAAADAUyZbVheAR09CQoKyZ8+e1WVkKhcXF7m4uGR1GQAAAACeMpzpfgQlJyfr448/VqFCheTo6Ki8efPqww8/TLPtnj17VL9+fbm4uMjf318dOnTQ+fPnresXL16s559/Xh4eHvL29laDBg10+PBh6/qUS8LnzJmj6tWry8nJSTNnzlTnzp3VpEkTjRw5Uv7+/vLw8ND777+vxMREDRo0SF5eXsqTJ49mzJhxX2M7duyYGjZsKE9PT+XMmVMlS5bUokWL0j2en376SSEhIXJ2dpa3t7dq1aqla9euSZJWrVqlZ555Rjlz5pSHh4eqVKmiY8eOSUp9eXlycrLef/995cmTR46OjipbtqwWL16cal5++eUXvfDCC8qRI4fKlCmjjRs33td4AQAAADzdCN2PoKFDh2r06NF65513tHfvXn3//ffy9/dP1e7y5cuqUaOGypUrp61bt2rx4sU6c+aMWrVqZW1z7do19e/fX1u3btXy5ctlZ2enpk2bKjk52aavIUOG6I033tC+fftUt25dSdKKFSt06tQprVmzRuPHj1dERIQaNGggT09Pbdq0ST179lSPHj108uTJdI+tV69eio+P15o1a7R792599NFH1jPQ9xrP6dOn1bZtW3Xt2lX79u3TqlWr1KxZMxmGocTERDVp0kTVq1fXrl27tHHjRnXv3l0WiyXNOiZOnKhx48Zp7Nix2rVrl+rWratGjRrp4MGDNu3efvttDRw4UNHR0SpSpIjatm2rxMTEO44vPj5ecXFxNi8AAAAATzEDj5S4uDjD0dHRmD59eqp1MTExhiRjx44dhmEYxogRI4w6derYtDlx4oQhyThw4ECa/Z87d86QZOzevdumzwkTJti069Spk5EvXz4jKSnJuqxo0aJG1apVre8TExONnDlzGrNmzUqzvrSEhIQYw4cPT3Pdvcazbds2Q5Jx9OjRVNteuHDBkGSsWrUqzb4jIiKMMmXKWN/nypXL+PDDD23aVKxY0Xj99ddtxvLll19a1//555+GJGPfvn13HF9ERIQhKdUrNjb2jtsAAAAAePzExsam62d9znQ/Yvbt26f4+HjVrFnznm137typlStXWu9XdnFxUbFixSTJegn5wYMH1bZtWxUoUEBubm4KDg6WJB0/ftymrwoVKqTqv2TJkrKz+79DxN/fXyEhIdb39vb28vb21tmzZ9Osr2TJkta66tevL0nq27evPvjgA1WpUkURERHatWtXusdTpkwZ1axZUyEhIWrZsqWmT5+uS5cuSZK8vLzUuXNn1a1bVw0bNtTEiRN1+vTpNOuKi4vTqVOnVKVKFZvlVapU0b59+2yWlS5d2vrnwMBASbrjeKWbVynExsZaXydOnLhjWwAAAABPPkL3I8bZ2Tndba9evaqGDRsqOjra5nXw4EFVq1ZNktSwYUNdvHhR06dP16ZNm7Rp0yZJ0o0bN2z6ypkzZ6r+b3+YmsViSXPZ7Zeqp1i0aJG1pi+//FKS1K1bNx05ckQdOnTQ7t27VaFCBU2ePDld47G3t9fSpUv1+++/q0SJEpo8ebKKFi2qmJgYSdKMGTO0ceNGPffcc5ozZ46KFCmiP/74I93zmZZbx5tyqfqdxitJjo6OcnNzs3kBAAAAeHoRuh8xhQsXlrOzc7q+3qp8+fL6888/FRwcrEKFCtm8cubMqQsXLujAgQMaNmyYatasqeLFi1vPDD8M+fLls9aTO3du6/KgoCD17NlTv/zyiwYMGKDp06enazzSzeBbpUoVvffee9qxY4ccHBw0d+5ca9/lypXT0KFDtWHDBpUqVUrff/99qrrc3NyUK1curV+/3mb5+vXrVaJECTOmAgAAAMBTitD9iHFyclJ4eLgGDx6sb775RocPH9Yff/yhr776KlXbXr166eLFi2rbtq22bNmiw4cPa8mSJerSpYuSkpLk6ekpb29vffHFFzp06JBWrFih/v37Z8Go/k+/fv20ZMkSxcTEaPv27Vq5cqWKFy+ervFs2rRJI0eO1NatW3X8+HH98ssvOnfunIoXL66YmBgNHTpUGzdu1LFjx/S///1PBw8etPZ9u0GDBumjjz7SnDlzdODAAQ0ZMkTR0dF64403HuZ0AAAAAHjC8T3dj6B33nlH2bJl07vvvqtTp04pMDBQPXv2TNUu5WxteHi46tSpo/j4eOXLl0/16tWTnZ2dLBaLZs+erb59+6pUqVIqWrSoJk2apLCwsIc/qP8vKSlJvXr10smTJ+Xm5qZ69erpk08+Sdd43NzctGbNGk2YMEFxcXHKly+fxo0bp/r16+vMmTPav3+/oqKidOHCBQUGBqpXr17q0aNHmnX07dtXsbGxGjBggM6ePasSJUro119/VeHChR/mdAAAAAB4wlkMwzCyugjgSRUXFyd3d3fFxsZyfzcAAADwBEnvz/pcXg4AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJsmV1AcCTzDAMSVJcXFwWVwIAAAAgM6X8jJ/yM/+dELoBE124cEGSFBQUlMWVAAAAADDDlStX5O7ufsf1hG7ARF5eXpKk48eP3/UvIjJfXFycgoKCdOLECbm5uWV1OU8d5j9rMf9Zh7nPWsx/1mL+sw5znzUMw9CVK1eUK1euu7YjdAMmsrO7+dgEd3d3/gHMIm5ubsx9FmL+sxbzn3WY+6zF/Gct5j/rMPcPX3pOrPEgNQAAAAAATELoBgAAAADAJIRuwESOjo6KiIiQo6NjVpfy1GHusxbzn7WY/6zD3Gct5j9rMf9Zh7l/tFmMez3fHAAAAAAAZAhnugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbMMlnn32m4OBgOTk5qVKlStq8eXNWl/TYGzVqlCpWrChXV1f5+fmpSZMmOnDggE2bsLAwWSwWm1fPnj1t2hw/flwvvfSScuTIIT8/Pw0aNEiJiYkPcyiPpeHDh6ea22LFilnX//fff+rVq5e8vb3l4uKi5s2b68yZMzZ9MPcZFxwcnGr+LRaLevXqJYljPzOtWbNGDRs2VK5cuWSxWDRv3jyb9YZh6N1331VgYKCcnZ1Vq1YtHTx40KbNxYsX1b59e7m5ucnDw0OvvPKKrl69atNm165dqlq1qpycnBQUFKSPP/7Y7KE9Fu42/wkJCQoPD1dISIhy5sypXLlyqWPHjjp16pRNH2n9fRk9erRNG+Y/bfc6/jt37pxqbuvVq2fThuM/Y+4192n9H2CxWDRmzBhrG479RxOhGzDBnDlz1L9/f0VERGj79u0qU6aM6tatq7Nnz2Z1aY+11atXq1evXvrjjz+0dOlSJSQkqE6dOrp27ZpNu1dffVWnT5+2vm79zyQpKUkvvfSSbty4oQ0bNigqKkqRkZF69913H/ZwHkslS5a0mdt169ZZ17355ptasGCBfvzxR61evVqnTp1Ss2bNrOuZ+wezZcsWm7lfunSpJKlly5bWNhz7mePatWsqU6aMPvvsszTXf/zxx5o0aZKmTp2qTZs2KWfOnKpbt67+++8/a5v27dvrzz//1NKlS7Vw4UKtWbNG3bt3t66Pi4tTnTp1lC9fPm3btk1jxozR8OHD9cUXX5g+vkfd3eb/+vXr2r59u9555x1t375dv/zyiw4cOKBGjRqlavv+++/b/H3o06ePdR3zf2f3Ov4lqV69ejZzO2vWLJv1HP8Zc6+5v3XOT58+ra+//loWi0XNmze3acex/wgyAGS6Z555xujVq5f1fVJSkpErVy5j1KhRWVjVk+fs2bOGJGP16tXWZdWrVzfeeOONO26zaNEiw87Ozvjnn3+syz7//HPDzc3NiI+PN7Pcx15ERIRRpkyZNNddvnzZyJ49u/Hjjz9al+3bt8+QZGzcuNEwDOY+s73xxhtGwYIFjeTkZMMwOPbNIsmYO3eu9X1ycrIREBBgjBkzxrrs8uXLhqOjozFr1izDMAxj7969hiRjy5Yt1ja///67YbFYjL///tswDMOYMmWK4enpaTP34eHhRtGiRU0e0ePl9vlPy+bNmw1JxrFjx6zL8uXLZ3zyySd33Ib5T5+05r9Tp05G48aN77gNx3/mSM+x37hxY6NGjRo2yzj2H02c6QYy2Y0bN7Rt2zbVqlXLuszOzk61atXSxo0bs7CyJ09sbKwkycvLy2b5zJkz5ePjo1KlSmno0KG6fv26dd3GjRsVEhIif39/67K6desqLi5Of/7558Mp/DF28OBB5cqVSwUKFFD79u11/PhxSdK2bduUkJBgc9wXK1ZMefPmtR73zH3muXHjhr777jt17dpVFovFupxj33wxMTH6559/bI51d3d3VapUyeZY9/DwUIUKFaxtatWqJTs7O23atMnaplq1anJwcLC2qVu3rg4cOKBLly49pNE8GWJjY2WxWOTh4WGzfPTo0fL29la5cuU0ZswYm1spmP8Hs2rVKvn5+alo0aJ67bXXdOHCBes6jv+H48yZM/rtt9/0yiuvpFrHsf/oyZbVBQBPmvPnzyspKcnmB1tJ8vf31/79+7OoqidPcnKy+vXrpypVqqhUqVLW5e3atVO+fPmUK1cu7dq1S+Hh4Tpw4IB++eUXSdI///yT5meTsg53VqlSJUVGRqpo0aI6ffq03nvvPVWtWlV79uzRP//8IwcHh1Q/9Pr7+1vnlbnPPPPmzdPly5fVuXNn6zKO/YcjZa7Smstbj3U/Pz+b9dmyZZOXl5dNm/z586fqI2Wdp6enKfU/af777z+Fh4erbdu2cnNzsy7v27evypcvLy8vL23YsEFDhw7V6dOnNX78eEnM/4OoV6+emjVrpvz58+vw4cN66623VL9+fW3cuFH29vYc/w9JVFSUXF1dbW7jkjj2H1WEbgCPpV69emnPnj029xRLsrlnLCQkRIGBgapZs6YOHz6sggULPuwynyj169e3/rl06dKqVKmS8uXLpx9++EHOzs5ZWNnT56uvvlL9+vWVK1cu6zKOfTxtEhIS1KpVKxmGoc8//9xmXf/+/a1/Ll26tBwcHNSjRw+NGjVKjo6OD7vUJ0qbNm2sfw4JCVHp0qVVsGBBrVq1SjVr1szCyp4uX3/9tdq3by8nJyeb5Rz7jyYuLwcymY+Pj+zt7VM9tfnMmTMKCAjIoqqeLL1799bChQu1cuVK5cmT565tK1WqJEk6dOiQJCkgICDNzyZlHdLPw8NDRYoU0aFDhxQQEKAbN27o8uXLNm1uPe6Z+8xx7NgxLVu2TN26dbtrO459c6TM1d3+jQ8ICEj14MzExERdvHiRvw+ZJCVwHzt2TEuXLrU5y52WSpUqKTExUUePHpXE/GemAgUKyMfHx+bfGo5/c61du1YHDhy45/8DEsf+o4LQDWQyBwcHhYaGavny5dZlycnJWr58uSpXrpyFlT3+DMNQ7969NXfuXK1YsSLV5VFpiY6OliQFBgZKkipXrqzdu3fb/ECQ8gNbiRIlTKn7SXX16lUdPnxYgYGBCg0NVfbs2W2O+wMHDuj48ePW4565zxwzZsyQn5+fXnrppbu249g3R/78+RUQEGBzrMfFxWnTpk02x/rly5e1bds2a5sVK1YoOTnZ+suQypUra82aNUpISLC2Wbp0qYoWLcrlnfeQErgPHjyoZcuWydvb+57bREdHy87OznrZM/OfeU6ePKkLFy7Y/FvD8W+ur776SqGhoSpTpsw923LsPyKy+kluwJNo9uzZhqOjoxEZGWns3bvX6N69u+Hh4WHz1GDcv9dee81wd3c3Vq1aZZw+fdr6un79umEYhnHo0CHj/fffN7Zu3WrExMQY8+fPNwoUKGBUq1bN2kdiYqJRqlQpo06dOkZ0dLSxePFiw9fX1xg6dGhWDeuxMWDAAGPVqlVGTEyMsX79eqNWrVqGj4+PcfbsWcMwDKNnz55G3rx5jRUrVhhbt241KleubFSuXNm6PXP/4JKSkoy8efMa4eHhNss59jPXlStXjB07dhg7duwwJBnjx483duzYYX069ujRow0PDw9j/vz5xq5du4zGjRsb+fPnN/79919rH/Xq1TPKlStnbNq0yVi3bp1RuHBho23bttb1ly9fNvz9/Y0OHToYe/bsMWbPnm3kyJHDmDZt2kMf76PmbvN/48YNo1GjRkaePHmM6Ohom/8LUp7GvGHDBuOTTz4xoqOjjcOHDxvfffed4evra3Ts2NG6D+b/zu42/1euXDEGDhxobNy40YiJiTGWLVtmlC9f3ihcuLDx33//Wfvg+M+Ye/3bYxiGERsba+TIkcP4/PPPU23Psf/oInQDJpk8ebKRN29ew8HBwXjmmWeMP/74I6tLeuxJSvM1Y8YMwzAM4/jx40a1atUMLy8vw9HR0ShUqJAxaNAgIzY21qafo0ePGvXr1zecnZ0NHx8fY8CAAUZCQkIWjOjx0rp1ayMwMNBwcHAwcufObbRu3do4dOiQdf2///5rvP7664anp6eRI0cOo2nTpsbp06dt+mDuH8ySJUsMScaBAwdslnPsZ66VK1em+W9Np06dDMO4+bVh77zzjuHv7284OjoaNWvWTPWZXLhwwWjbtq3h4uJiuLm5GV26dDGuXLli02bnzp3G888/bzg6Ohq5c+c2Ro8e/bCG+Ei72/zHxMTc8f+ClStXGoZhGNu2bTMqVapkuLu7G05OTkbx4sWNkSNH2oRCw2D+7+Ru83/9+nWjTp06hq+vr5E9e3YjX758xquvvprqpALHf8bc698ewzCMadOmGc7Ozsbly5dTbc+x/+iyGIZhmHoqHQAAAACApxT3dAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwCAJ96qVatksVj0008/ZXUp6XLmzBm1aNFC3t7eslgsmjBhQlaXBADIIEI3AADIFJGRkbJYLHJyctLff/+dan1YWJhKlSqVBZU9ft58800tWbJEQ4cO1bfffqt69eql2e7o0aOyWCwaO3ZsmuvHjh0ri8Wio0ePmlgtAOBusmV1AQAA4MkSHx+v0aNHa/LkyVldymNrxYoVaty4sQYOHJjVpQAAHhBnugEAQKYqW7aspk+frlOnTmV1KQ/dtWvXMqWfs2fPysPDI1P6AgBkLUI3AADIVG+99ZaSkpI0evTou7ZLuTQ6MjIy1TqLxaLhw4db3w8fPlwWi0V//fWXXn75Zbm7u8vX11fvvPOODMPQiRMn1LhxY7m5uSkgIEDjxo1Lc59JSUl66623FBAQoJw5c6pRo0Y6ceJEqnabNm1SvXr15O7urhw5cqh69epav369TZuUmvbu3at27drJ09NTzz///F3HfOTIEbVs2VJeXl7KkSOHnn32Wf3222/W9SmX6BuGoc8++0wWi0UWi+Wufd6vrVu3qm7duvLx8ZGzs7Py58+vrl272rRJTk7WhAkTVLJkSTk5Ocnf3189evTQpUuX7rsvAHjacXk5AADIVPnz51fHjh01ffp0DRkyRLly5cq0vlu3bq3ixYtr9OjR+u233/TBBx/Iy8tL06ZNU40aNfTRRx9p5syZGjhwoCpWrKhq1arZbP/hhx/KYrEoPDxcZ8+e1YQJE1SrVi1FR0fL2dlZ0s1Lu+vXr6/Q0FBFRETIzs5OM2bMUI0aNbR27Vo988wzNn22bNlShQsX1siRI2UYxh1rP3PmjJ577jldv35dffv2lbe3t6KiotSoUSP99NNPatq0qapVq6Zvv/1WHTp0UO3atdWxY8dMmzvp5hn0OnXqyNfXV0OGDJGHh4eOHj2qX375xaZdjx49FBkZqS5duqhv376KiYnRp59+qh07dmj9+vXKnj17uvsCgKeeAQAAkAlmzJhhSDK2bNliHD582MiWLZvRt29f6/rq1asbJUuWtL6PiYkxJBkzZsxI1ZckIyIiwvo+IiLCkGR0797duiwxMdHIkyePYbFYjNGjR1uXX7p0yXB2djY6depkXbZy5UpDkpE7d24jLi7OuvyHH34wJBkTJ040DMMwkpOTjcKFCxt169Y1kpOTre2uX79u5M+f36hdu3aqmtq2bZuu+enXr58hyVi7dq112ZUrV4z8+fMbwcHBRlJSks34e/Xqdc8+U+ZwzJgxaa4fM2aMIcmIiYkxDMMw5s6da/2M7mTt2rWGJGPmzJk2yxcvXmyzPD19AQAMg8vLAQBApitQoIA6dOigL774QqdPn860frt162b9s729vSpUqCDDMPTKK69Yl3t4eKho0aI6cuRIqu07duwoV1dX6/sWLVooMDBQixYtkiRFR0fr4MGDateunS5cuKDz58/r/PnzunbtmmrWrKk1a9YoOTnZps+ePXumq/ZFixbpmWeesbkE3cXFRd27d9fRo0e1d+/e9E3CA0i5T3zhwoVKSEhIs82PP/4od3d31a5d2zr+8+fPKzQ0VC4uLlq5cmW6+wIAcE83AAAwybBhw5SYmHjPe7vvR968eW3eu7u7y8nJST4+PqmW337/sSQVLlzY5r3FYlGhQoWsX6l18OBBSVKnTp3k6+tr8/ryyy8VHx+v2NhYmz7y58+frtqPHTumokWLplpevHhx63qzpNwXXr16dTVv3lzvvfeefHx81LhxY82YMUPx8fHWtgcPHlRsbKz8/PxSzcHVq1d19uzZdPcFAOCebgAAYJICBQro5Zdf1hdffKEhQ4akWn+nB4QlJSXdsU97e/t0LZN01/ur7yTlLPaYMWNUtmzZNNu4uLjYvE+5FzwrODk5SZL+/fffNNdfv37dpp3FYtFPP/2kP/74QwsWLNCSJUvUtWtXjRs3Tn/88YdcXFyUnJwsPz8/zZw5M80+fX19090XAIDQDQAATDRs2DB99913+uijj1Kt8/T0lCRdvnzZZrmZZ3xTzmSnMAxDhw4dUunSpSVJBQsWlCS5ubmpVq1ambrvfPny6cCBA6mW79+/37r+fvn6+ipHjhxp9itJBw4cUI4cOVJdCfDss8/q2Wef1Ycffqjvv/9e7du31+zZs9WtWzcVLFhQy5YtU5UqVdL1C4W79QUA4PJyAABgooIFC+rll1/WtGnT9M8//9isc3Nzk4+Pj9asWWOzfMqUKabV88033+jKlSvW9z/99JNOnz6t+vXrS5JCQ0NVsGBBjR07VlevXk21/blz5zK87xdffFGbN2/Wxo0brcuuXbumL774QsHBwSpRosR992lvb686depowYIFOn78uM2648ePa8GCBapTp471aoBLly6lugIg5Yx+ymXhrVq1UlJSkkaMGJFqf4mJidZfkqSnLwAAZ7oBAIDJ3n77bX377bc6cOCASpYsabOuW7duGj16tLp166YKFSpozZo1+uuvv0yrxcvLS88//7y6dOmiM2fOaMKECSpUqJBeffVVSZKdnZ2+/PJL1a9fXyVLllSXLl2UO3du/f3331q5cqXc3Ny0YMGCDO17yJAhmjVrlurXr6++ffvKy8tLUVFRiomJ0c8//yw7u4ydCxk5cqSeffZZlS9fXt27d1dwcLCOHj2qL774QhaLRSNHjrS2jYqK0pQpU9S0aVMVLFhQV65c0fTp0+Xm5qYXX3xR0s17tXv06KFRo0YpOjpaderUUfbs2XXw4EH9+OOPmjhxolq0aJGuvgAAhG4AAGCyQoUK6eWXX1ZUVFSqde+++67OnTunn376ST/88IPq16+v33//XX5+fqbU8tZbb2nXrl0aNWqUrly5opo1a2rKlCnKkSOHtU1YWJg2btyoESNG6NNPP9XVq1cVEBCgSpUqqUePHhnet7+/vzZs2KDw8HBNnjxZ//33n0qXLq0FCxbopZdeynC/xYsX16ZNmzR8+HB99dVXunjxory8vFS7dm1FRESoWLFi1rbVq1fX5s2bNXv2bJ05c0bu7u565plnNHPmTJsHwk2dOlWhoaGaNm2a3nrrLWXLlk3BwcF6+eWXVaVKlfvqCwCedhYjI08ZAQAAAAAA98Q93QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmOT/AYqyeiGYYRmvAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Organize data by tool\n",
    "data_by_tool = defaultdict(list)\n",
    "for entry in data:\n",
    "    data_by_tool[entry['tool']].append((entry['query'], entry['number']))\n",
    "\n",
    "# Plot for each tool\n",
    "for tool, queries in data_by_tool.items():\n",
    "    # Sort queries by number of uses in descending order\n",
    "    queries.sort(key=lambda x: x[1], reverse=True)\n",
    "    queries_names, queries_numbers = zip(*queries)\n",
    "    output_path = os.path.join(output_dir, f\"{tool}_usage.png\")\n",
    "    \n",
    "    # Create the plot\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.barh(queries_names, queries_numbers, color=\"skyblue\")\n",
    "    plt.title(f\"Usage of Queries for {tool}\", fontsize=16)\n",
    "    plt.xlabel(\"Number of Uses\", fontsize=12)\n",
    "    plt.ylabel(\"Query\", fontsize=12)\n",
    "    plt.gca().invert_yaxis()  # Invert y-axis for better readability\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(output_path)  # Save each plot as a PNG file\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}