combined_stats.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "DATA_DIR_TRIVIA = 'data/triviaqa-unfiltered/'\n",
    "DATA_DIR_HOTPOT = 'data/hotpotqa-fullwiki/'\n",
    "DATA_DIR_GOOGLE = 'data/google-natural-questions/'\n",
    "DATA_DIR_ASKME = 'data/askme-qa/'\n",
    "\n",
    "trivia_ngrams_df = pd.read_csv(DATA_DIR_TRIVIA + 'ngrams-sorted.csv')\n",
    "hotpot_ngrams_df = pd.read_csv(DATA_DIR_HOTPOT + 'ngrams-sorted.csv')\n",
    "google_ngrams_df = pd.read_csv(DATA_DIR_GOOGLE + 'ngrams-sorted.csv')\n",
    "askme_10k_ngrams_df = pd.read_csv(DATA_DIR_ASKME + 'ngrams-sorted-10k.csv')\n",
    "askme_full_ngrams_df = pd.read_csv(DATA_DIR_ASKME + 'ngrams-sorted-full.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lib.ngrams import calculate_ratios\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "n_values = list(range(1, 9))\n",
    "k_values = [4, 8, 16, 32, 64, 128]\n",
    "\n",
    "datasets = {\n",
    "    'TriviaQA': trivia_ngrams_df,\n",
    "    'HotpotQA': hotpot_ngrams_df,\n",
    "    'Google NQ': google_ngrams_df,\n",
    "    'AskMe-10k': askme_10k_ngrams_df,\n",
    "    'AskMe-Full': askme_full_ngrams_df\n",
    "}\n",
    "\n",
    "all_ratios = {}\n",
    "top_1_percent_data = {}\n",
    "\n",
    "for name, df in datasets.items():\n",
    "    ratios, top_1_percent_ratios, total_counts = calculate_ratios(df, n_values, k_values)\n",
    "    ratios['Top 1%'] = top_1_percent_ratios\n",
    "    ratios['Total Count'] = total_counts\n",
    "    all_ratios[name] = ratios\n",
    "    top_1_percent_data[name] = top_1_percent_ratios\n",
    "\n",
    "ratio_df_list = []\n",
    "for dataset, ratios in all_ratios.items():\n",
    "    ratio_df = pd.DataFrame(ratios, index=[f'{n}-gram' for n in n_values])\n",
    "    ratio_df['Dataset'] = dataset\n",
    "    ratio_df_list.append(ratio_df)\n",
    "\n",
    "combined_df = pd.concat(ratio_df_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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enp7auHEjoTaQDAJtIIuoWbOm3N3dFRwcrFWrVsnX11cPPPCAxo4dq4ULF2rWrFkqWrSorl69qu3bt6tdu3Zq3769Jk+erLNnzyo+Pl6WZTFaG8jE4uPjJUmDBw9WoUKFFBoaquDgYL355pv68ssvNWHCBOXJk0cnTpzQhg0b9NRTT+nFF1/UzJkzFR8fb/dvx34AZD7h4eH6559/ZFmWWrZsqQIFCtz02uzm5mbPvf3iiy+qadOm9vvz5s3TlStXuL4DmVDisPrFF19U7969Uwy1pX/n2Pfz82NRSMAFOfp8njx5NGXKFLVp04ZQG0iBZRhyCWQZ7du311dffaWiRYtq3bp1Kl68uNP2f/75R+vWrdOSJUv0888/2+83bNhQVapU0YgRI5QjRw55eLCeLJCZnTp1Sk8//bS2bNmixx9/XCtWrLC3BQcH6+uvv9aKFSu0YcMG+/0nn3xSNWvW1CuvvKI8efLY7xtjGL0NZCKnTp1S1apVdebMGQ0ePFjjx49PdT91jNS+evWqateurd27dytXrlzatm2bSpQokQ6tB3ArEi8AOXv2bE2fPl1///23PD09NXXqVPXs2VOStHPnTjVs2FDe3t7asmWLU79OSEiQZVn2uSLxPrnWA5mLo39euHBB/fr10zfffKOYmBjVqVNHU6ZMUZUqVeyyjoUiJem///2vFixYIE9PT7Vr1069e/dmoUjcsxihDWQBjtGWHTt2VKFChXTlyhWtWrVKkuxvdWNjY1W2bFn16NFDDRo0cPr82rVrNXnyZNWuXVuvvfaaNm7cmL4HACBNChUqpBEjRkiSfvzxR82YMUPStQfWUqVKaejQofrtt9/0+uuvq127dpKk5cuXa+TIkapZs6bef/99/fHHH5Lk9OALIOMlDp0uXLiQ5L0bcXNzU3x8vLJly6a2bdvK29tbly5dsheMpZ8DmVNqR2onJCQoIiJCkpKM0E48v77jbwfCbCBzcfT5vHnzaurUqWrTpo28vLy0ceNG9e3b94YjtTt06KDY2FgtWrRI06dP1+bNmzPqMIC7ihHaQBZy7tw5NWvWTH/++acaN27sFGo7vtUdN26chg8fLkl6+eWXVapUKS1fvlx//fWXzp07Jx8fHyUkJOi5555Tr169VKNGjQw7HgApO336tLp06aJffvlFbdu21Zw5c+yHW8dPkqVr823Wr19f27dvl6enp2JjY+Xn5ycPDw8NGjRIjRo1Uv369TPyUAAkEhUVpUaNGmnbtm2qVq2avvvuO913331pDqR++eUXPfbYY5Kk1157TW+99dbdaC6AVLjZCGnH9vj4eHvO/MQjtb28vDR37lzVr19flSpVkoeHh1555RXlz5/fHpXt6elpTz/k7u4uLy8veXh4KCQkRBUrVrTPBwAyD8dI7dDQUPXr109LlixRTEyMateuralTp6Y4Urtjx46aP3++PDw81L59e73yyisKDAzMqMMA7goCbSCLcNwIr1ixQu3atVNERIQmT56s3r1728HWhAkTNGzYMElS165d1a9fP1WqVEnHjx/X3r179eqrr+rw4cO6ePGiatasqd9///2GC1EByFjjx4/X//73P0nSzz//rEcffVSS8w3vs88+q8WLF8vHx0c9evTQH3/8oT179igsLEyS9MADD6h69erq0aOH6tWrJy8vr4w5GCCLcDy8Jp4O4HodOnTQF198IenaryuaN2+e5ikD9u7dqypVqigmJkb9+vXT+++/z7QDQAZI3O927dql4OBg/fPPP3ZoVbJkSXshV+naryo9PT0lSR999JGmT5+uv/76S56enmrRooV++eUXXblyJU1t2Lt3r8qWLXvnDgrALUnu2u/4Iut2Q22mH8G9holwARd1o4fO5LY5/i5XrpyqVKmi33//XZs3b1afPn0kOQdf3bp1U9++fVWpUiVJUkBAgAICAlSnTh3Nnz9fBw8e1DvvvCN3d/cbPnADyBiOc8CAAQP0008/afXq1ZowYYIqV66sPHnyJAmzfX199b///U99+/ZV9uzZ9dlnn2nVqlX64osvdPDgQR08eFCVKlVSkyZNMvjIgHub45r6zz//aNOmTWrRooXy5s2bZPszzzyjX3/9VWfPntWQIUNUunRpp8ArNXV4eHjI399fMTExKlCggCQpJiZG3t7ed+XYACSV+J797bff1vz587V//357e86cOSVJb7zxhurVq6caNWrI09NTMTEx8vLyUo8ePSRJ06ZN099//62lS5fKzc1NtWrV0qVLl+yy4eHhypEjhyTp4sWL8vb2lr+/vyIiIrR8+XLCbCATSPxcferUKRUqVEiS5O7urvj4eHuhSElasmSJNm3apL59+zqF2o7pRzw8PPT5559LkubPn69vv/1WYWFhev3111W9evUMODrgLjAAXEpCQkKSv6OiokxERMRNyzpMnjzZWJZlLMsy69evNzNmzLD/7t69u9m1a1eSfcTHxyfZZ2xs7G0fD4C7IyEhwcTGxppXX33VWJZlSpYsaTZt2mRvb9++vbEsy/j5+Zm33nrLHD9+3Omzxhjz8ccfm8aNG5sBAwake/uBrGrPnj3GsiyTO3du89FHH5nQ0NAkZc6cOWOqVKliLMsyOXPmNL169TInT55MUz0TJ060r/2///77nWo+gFswePBgY1mWcXNzM/fdd595+OGHTd68eY2fn5+xLMt4enqaBg0amI8++sj+THR0tP169uzZpmLFisayLJMjRw4zceJEe1tUVJS5evWq/XdYWJiJiooyxhhz8eLFu39wANKkR48eJk+ePGbHjh1O78fFxRljjLlw4YLp0KGD8fX1Ne7u7qZevXpm+/btTmUTP6d36dLFWJZl8ufPb06cOHHX2w+kF6YcAVxI4p8h7927V7/++quCgoJ08OBBe7G3gIAAtWvXTg888ICyZ8/uNNee+f9RIJcuXVKbNm20evVqFS5cWCdPnpSUdGQ2ANdwo19KHD9+XIGBgTp16pReeOEFzZs3Ty+88IK+/PJL+fr6avjw4ercubOKFi0qKekvPE6fPq2CBQtKcv4ZI4C7Y+nSpXr++ecVGRmpEiVKaNiwYWrbtq1y584t6d+fHgcFBenRRx9VWFiYihQpoh49eujFF19UwYIFbzp1yPHjx9W3b18tW7ZMxhj16NFD3t7eyp49u7Jly6bSpUurSZMmypMnT3odNpBlTZo0SUOGDJEkvfvuu2ratKnKli2rU6dOaenSpVq5cqVWrVoly7Lk7++vgQMHatSoUZJkj9SWrs2pPXXqVO3Zs0dubm721ILStbn3fXx8JF27lru7u8uyLKYZAjKZzZs3q0mTJoqKilL58uW1YMECPfzww/b2W51+5KWXXtJLL73ktC/A1RFoAy7CcfGKjY3ViBEj9OuvvzqtbpxY6dKlVbJkSX3wwQcqWbJksvsaOnSo3n//fTsg79mzp3r27MlFDsiEIiMjFR4eru+++05nzpzRpUuX5OHhoTJlyqhevXq6//777WkCEofbjtfjx4/XyJEjVaBAAd13330KCgpKNsxO7PqHXB56gfQRFRWlFStWqG/fvjp58mSyoXZCQoIsy9Ls2bM1dOhQXblyRQEBAWrTpo369OmjEiVKOH0JLslpIdiZM2dq0KBBydafJ08edenSRQMHDrR/7gzg7jhz5ozatm2rDRs2aMSIERo+fLh8fX3t7fHx8YqMjNSAAQM0d+5c+/1BgwZpwoQJkpxD7evn1J46dap69uwp6cZffgPIHM6dO6fFixfrvffe0+HDh1WmTBktXLjwjoTawL2GQBtwAY4b0JiYGLVu3VorV66Ut7e3/Pz81LRpU4WHhysuLk4HDhzQoUOH7M8VKFBA77//vp544gl7Dj7Hvs6cOaPAwEAdPXpUpUqV0hdffMF8WkAmdPToUU2fPl2rV6/W9u3bk2zPlSuXnn76aTVv3lxt2rRJdh9r1qxR8+bNFR0dLUl2mN2pUycFBATc1fYDSLuoqCj98MMP6t+/f4qhtnTtwXf27NkaN26crl69qrx58+rBBx/U2LFjFRgYmORLqP379+vbb7/V8OHDJUmPPfaYfH19de7cOZ07d07ZsmVTo0aNNGDAABUpUiRdjxnIijZu3Kh69epJ+neB15S8+eabmjZtmi5cuCBJGjp0qN59911JN14ocsqUKXrppZckEWoDruDChQtatGiRxo0bp+PHj99yqM1gFNzzMmCaEwBp4JjLNiYmxjRr1sxYlmWKFCliJk2aZM+r5Size/du8/nnn5uAgADj7+9vLMsy+fLlM++//745deqUvc+4uDiTkJBghg8fbjw8PEyRIkXMN998Y28DkDns3bvXVKpUyZ7nNnv27KZcuXLmwQcfNH5+fvbcml5eXsbLy8uMHj3aac68xHPeDxw40J6fs0ePHub8+fMZcUgAUikyMtJ89dVXpkiRIvY8+LNmzUoyp/apU6fMtGnTTM6cOe1zhYeHh+nYsaN59913zS+//GJWrlxpXn31VVOvXj27zLBhw+x9xMTEmIiICBMVFWUuX76c3ocKZFkrV640bm5upmjRoubQoUPGmKT34on/njBhgilatKjdj99++217W+Lr/+zZs81DDz1kLMsy/v7+5v3337+7BwLgjjp//rz54IMPzP33328syzJly5ZN9ZzajRo1Mlu3bs2AVgPpi0AbcAFxcXHm5ZdfNpZlmYCAALNixQoTGRlpb3cs2Oiwa9cu07lzZ1OwYEF7YampU6easLAwp3IbNmwwHh4exrIs07VrV/v9lBaTBJB+9u7dawoVKmQsyzLVqlUzo0aNMn///be5ePGiuXjxotm5c6d57733TN26de0HW8uyTO/evZ0WfHGcH3799VcTEBBgvL29Tc+ePU1MTAx9HcjkUhtqR0REmFWrVplixYo5fdHlCLfd3d3tL7SKFCli3nnnHfuz8fHxKX4RBuDu+uGHH+zr9xdffJFiucT3+uPGjTO5c+c2lmWZQoUKmQULFiRbbvbs2aZq1ar2YnDJLTAL4O67/rqa+O8bXXNvJdTOkSOHsSzLPP744/bir8C9ikAbyMQcF7iff/7ZlCxZ0uTIkcPMmTPHxMTE3PQzR44cMcOHD7cfgvPly2dWrFhhjHEewTFs2DD7RjrxDTGAjHP06FH7IbRx48bmjz/+MBERESmW7927t9OIrcQjsB0Pt7GxsaZ58+b2rzwOHjxojCG8AtJbcr+Euv6L6cRSE2o7+vHx48fNuHHjTNOmTU22bNnsc0LOnDlN/vz5zRtvvGF++umnG7YFQPrZv3+/KV68uPH09DTdu3c3YWFhKV6XE58nXnvtNWNZlnF3dzetWrWyR3dfX27KlCmmbt265u+//757BwHASXJ92HG9Te66e6NrcVpD7VatWpmCBQua3bt338YRAK6BObQBFzB8+HCNGzdOFSpU0HfffadSpUql6nMnTpzQhAkTtGDBAoWGhqpo0aLatGmTihQpYs+h9/3336tz5866cuWK2rVrpxkzZihHjhx3+YgAJMcYo5iYGI0cOVLjx49X5cqV9dFHH6U4v71j/jxJmjhxoj799FPt2bNHkjRw4EBNnDhR0r9za27dulVt2rRRSEiI2rRpo88//9xp8SkAd5ejz/7999/as2ePKleurLJly9rbHddmc928l6mZUzvx+UCSDhw4oAsXLig8PFz33Xef8ubN67TII3PpAplD8+bN9dNPPylPnjz6/vvvVbt27ST92SFxv+3YsaPmz58vy7K0YMECPfvss8mWu3TpknLlypUuxwJkdYmv371799a5c+e0aNGiJOUGDRqkI0eOaMmSJZKSXsMTc8yp/e677+rEiRMqXbq0Fi1alOyc2hcvXlRERATrYCBryNA4HcANJSQkmNDQUHsOvFdffTXN+9i/f79p3LixPUqrV69eJjo62mn0RuvWre3tzLcFZKyIiAgTGBhoLMsyw4cPd5peKDmJ+/LkyZNNiRIl7P784YcfOpU9efKkeeSRR4xlWaZixYpm/fr1xhhGaQPpwdFX//rrL+Pj42MsyzLFihUzLVu2NLNnzzb79u1L8TPGpH76kRuN9qavA5mHo6+uXbvWlCxZ0liWZUqUKGFPG5ZSX3aMxjxy5IipVauWsSzLVK5cOcnaGDc6FwC48xJfY/v06WPfj2/cuNGp3Ny5c+1t3bt3t9+/0UjtM2fOmFGjRtnTDZUqVSrJSG36PLIahmUAmZhlWYqIiNCJEyckyV693KThhxWlS5fW6NGj7W+Kt2/fLklyc3NTXFycJKlv376yLEsPPvigqlSpcicPAUAaffPNN9qyZYs8PDzUvn17+fj43LC8m5ubEhISJEn9+vVT+/btJV07f8yZM0d//fWXXbZQoUJ65ZVXJEm7d+/WnDlz7LIA7i43Nzft2bNHtWvXVnR0tDw8PHTixAl9//336tWrl6pVq6bnnntOEydO1MGDBxUREeE0gtrHx0dPPPGEJk+erMKFC+vw4cMaN26cvvrqK128eNGpnpTQ14HMw9FXy5Urp4YNG8rX11dHjhxRly5ddPr0aafre2KOUZwFCxa079svXbqk6OjoZPcP4O4ziUZm9+3bV9OnT5dlWZo9e7Zq1qzpVDYgIECPPvqo/Pz8NHfuXHXt2lXStb4dHx+f7P4LFCigtm3bKnv27JKkgwcPql27dvrzzz/tMvR5ZDX8Lx7I5CIjI+2Lo5+fX5o/b4xR/fr19eKLL8rNzU1btmzRDz/8IEny8PCQJJUsWVJ9+vTRjh075OHhYQfdANLf2bNnJUnZsmXTfffdl+zD7PUSP/SOHTtWjz76qIwx2rdvn/755x9Jsrc/9thjatGihaR/zwEA0sfBgwcVHh5u91k/Pz8VKlRIJUuWVEREhL7++msNHTpUzZs31yOPPKK5c+dq3bp19uf9/Pz01FNP6b333lOhQoVSDLUBZJy0DDyRrgVVAwYM0P333y9J2rBhg3r37q0zZ86kGGobY+Tt7a327dvL09NTx44d0/79++9I+wGkTXJhtiTNmjVLXbp0STKVSNOmTTVixAjVq1dPXl5e+vTTT1MValeoUEFPP/20vLy8lCdPHgUHB6tp06ZOg1eArIRAG8jkChQooDx58kiSfvnlF125ciVNn3dcXMuXL2/fEF+4cMHebozR/fffr8mTJ9thNiEXkP4cN68hISGSpFy5cil37typHm2R+FcX/fv3V758+RQREaEPP/xQ0dHRTl+MlS1bVi+//LI9QjutD98Abk2LFi307bffKmfOnEpISFD27NlVp04dzZkzR6+99prq1asnSTp69Ki2bNmivn37qlGjRmrbtq2GDh2q4OBgRUREqF27dpo6daqKFSumw4cPa+zYsYTaQCaQONhyfKGcms9UqlRJc+bMUbZs2RQVFaVffvlFL730kk6dOiU3N7ckAZejDsuyFBsbe2cPAkCqpRRmz549O9kw23HP3aBBAw0fPlyNGjVKVajt+NvLy0vZsmXTwIEDlStXLp0/f571cJBlEWgDmZyXl5d9kTp8+LAuXrwoy7JS/Ob2eo6LZpMmTeTv7y/p2kJR0rURm9f//JgwG8gYjhvegIAASdKRI0f022+/SUp94Ozovw8//LD9k8TQ0FC7rzv2M378eH3wwQeSrt0gMw0BcPc5+l+rVq00Z84c5cqVS6dOndKaNWu0dOlSvfXWW1q9erV++uknjRw5UtWrV7f78ZIlSzRx4kQ1btxYjRo1svvvhAkTdN999+no0aMaM2aMvv76a0JtIIMkDrY6deqk8uXLa9WqVTf9nOP6XLduXS1btkxubm66cuWKVq5cqXbt2unYsWNOoZjjGcAYoz179sjd3V0PPfSQqlatencODECy0hpmS3K6H2/YsOENQ+3Ev5p2d3dXdHS0/vnnH3l7e+vRRx/VuHHjtG/fPpUqVepuHyqQKRFoA5mYMUY+Pj56+eWX5efnp0OHDmn48OGSrl3UUjMVgUNERISioqIkyf5JI4DMx/GLDEnau3evpLTNexsfH6/ChQurbt26sixLZ86c0alTp+z9JA7HjTEprqgO4M5K3P9at26tjz/+WLly5dKFCxc0e/Zs9enTR5GRkWratKleffVVrV+/Xt99953Gjh2rxo0bK1u2bAoJCdHff/+tPn366LnnntPkyZPl7e0td3d3HT9+XG+//bY+/fRTRUZGZvDRAlmP41rdu3dvzZs3T5L0/PPPpynUbtSokVatWqXcuXMrJiZGv//+u+rUqaPly5fba+o4Rm/u2bNH8+fPV3x8vB566CGu50A6Shxm9+rVyw6zP/zwwxTDbIdLly7Zr28Uant4eDg97+/cuVN//PGHChcurJo1a6pHjx4qU6bMXTg6wDUQaAOZmOMi+dBDD9mjq1evXm1fMN3c3G46ctOxj927d9sjOooXL25/HkDm8thjj+mhhx6SJL3zzjv2Qq6p5ejXkZGR9pdiuXLlsrcnDscZmQ2kr8Sh9n/+8x871L569armz5+vwYMH2wu7eXt7KzAwUMOGDdN3332nrVu36s0331SLFi2UPXt2xcXFaePGjTp27Jg8PDzsUPvixYv8/BjIILNnz9aMGTMkSdmzZ9e5c+fUvn17+xdXN+I4PzRs2FDLly9XtWrVlDNnTp08eVIdOnRQx44dNXbsWM2bN0+vv/66unTpok2bNqlYsWIaNWqU/awA4O5L/AXWzJkzZVmWJkyYoJ49e97wc5s3b1atWrU0d+5c+73kQu3WrVvbA1Li4uIUFBSk//3vfzp16pTq1aunuLg4pgxElmcZegHgEiZOnKihQ4dKkmrWrKmBAweqXbt2kq5NHXKjcPrMmTPq3bu3vv32W+XNm1cffPCB8uTJI09PT/n7+yt37ty6//77GdkBZAIRERF6/vnntWzZMvn5+em///2vRowYoSJFiqRpP48//rh+/vlnlS1bVhs2bFDevHmdticeWQIgfSXuf9999526du2qS5cuKWfOnOrQoYMmTpwob29vxcbGytPTM8l1fuPGjQoODtbcuXN1/PhxHTlyRJLzKDEA6Wv79u0aNmyYfvvtNxUuXFilS5fW7t27de7cOeXJk0eLFy9WkyZNbrofx/lh3759mjt3rn744YcU5+MuVaqUvv/+e5UtW/ZOHw6Amzh27JiaNWumQ4cOKS4uTsWLF9fvv/+uQoUKJbsu1R9//KGePXtq586deuCBB7Rnzx65ubnZz+Br167VpEmT9NtvvykiIkJly5ZVsWLFFB8fr+PHj2v//v0qWbKkfv31V3uAGpCVEWgDmZzjITYqKkp9+/a1F3Fr0KCBunTpok6dOkm6Ns2A42KY+EE5ISFB33zzjV5++WV7MUhvb2/FxcUpPj5e9913n9q2bau33npLOXPmzIAjBLKGlAJkxw1veHi44uPjlSNHDh06dEgNGzZUSEiIChcurIEDB6pz585O05HcyKpVq/Tss8/q4sWL6tmzp0aPHi0vLy8ZYxQfH5/q/QC4e1Ibaie+vl8fbF++fFkxMTH6+OOPlS1bNr3yyiuSnO8JAKSP0aNH6+2331Z8fLzeffdddezYUW+88YaWLl16y6H21atXde7cOb3zzjs6dOiQ1q9fLz8/P1WsWFG1atVS3759VaxYsXQ4OgDJCQoK0qBBgxQUFKTIyEiVKFFC69evV+HChZ1C7T/++EPdunXT33//rcqVK+vXX3+1B5skvh/4448/NH/+fH322WcKCwtzqqtEiRJasWIFX2AB/49AG8iEUhpxvXv3br355pv66quvJEkVK1ZUy5Yt9eabbyZb/tKlS1q7dq169+6tkJAQBQQEKCYmRtHR0bp06ZKyZcumJ554Qu+9954KFy58148LyKoS9+lDhw6pePHicnNzs290Dx8+rM6dO+uZZ55R586dlT17ds2ZM0fDhw/XhQsXVLx4cQ0cOFDPPPOMChYseMO6wsLCNHbsWI0bN85+r1ChQvLz81NERIRq1Kih559/Xs888wzTDgEZ7FZC7ZQ+70CYDaS/4OBg1a9fX2fOnFG7du20cOFCSdLBgwc1duxYff/992kOta+XkJBgTzFUtGhR+jqQSQQFBal///7asWOHHWpv2LBBhQoVUkJCgoKCgtStWzft3r1bDz74oNauXas8efI4Bd6Jr+ehoaHatWuXJk6caE8jVqNGDfXs2ZOR2UAiBNpAJnCzKUOu/9Z22rRpmj9/vr29Tp066tq1q6pUqaISJUpIuvZz5JUrV2rx4sU6d+6cmjRpok8//VSSdOHCBYWGhsrHx0elSpVS/vz5797BAbA1bdpUp0+f1scff6yHHnpI3t7eOnLkiBo2bKjjx4+rXbt2mj17tnLkyKGQkBDNmDFDH374oS5duqSiRYvq2WefVefOnVWhQgV7n4lvhi9fvqzPP/9c/fr1kyTlzp1bFy9elJubmxISEpQ9e3b17t1bXbp0YUV0IJO43VAbQMY7ceKEJk6cqD179uh///ufmjRpYl+fjxw5orfffvuWQ+2UfuHF1GFA5pFcqP3777/r6tWrat269Q3D7JTcLCMAsjoCbSCDJX5A/f3337V161Zt27ZNxYoVU/ny5fX8888nuZAdOXJEH374oSZMmOAUVIWHh6to0aJyd3fX4cOH7fJt2rTRF198IU9Pz3Q9NgD/+vXXX9WsWTNJUqNGjezpgxo1aqQTJ06obt26+uCDD+wFISVp//79mjNnjj7++GOFhoYqV65cKlSokF5//XVVr15dpUqVsm92V65cqV9++UWTJ0+WJPXt21fNmzfXxYsXFRERoYMHD6pixYqqW7eu7r///nQ/fgApI9QGXN+pU6d04MAB1ahRw16Y1dG3bzfUBpD5XR9qFy5cWNmzZ9c///yjChUqaN26dakOsyXnewO+wAKSItAGMlDii9krr7yiH3/80SmIlqR27dqpbdu2atmyZZJAesGCBfr666+1evXqJHNsSdKTTz6pxo0bq1+/fnJ3d0/1xRPAnXf58mV9+eWXGjJkiMLDw1WrVi0dPnxYZ8+eVZ06dTRz5kxVrFgxyeeOHTumJUuWaMKECTp9+rT9fsmSJVWsWDFFR0fLw8NDmzZtUmxsrCRp2LBhGjt2bLodG4DbR6gNuL7kQidCbSDrcITa27dvV1RUlCSpbNmy2rt3ryTxPA7cQQTaQAZJ/ED6n//8R8uWLZOvr6+yZcum2rVrKy4uTitWrJAkPfTQQ+rUqZNeeeUVeXl5KTY21g63L1++rNOnT2vjxo06duyYoqOjFRAQoGLFiumRRx6Rt7d3kvoAZIzQ0FCtXLlSPXr0sG9yK1WqpHnz5jmNzL5edHS09u7dq5dfflkhISE6ceJEkjKWZalRo0Zq166devbsKUlO5woAmd+NQu2OHTtq/Pjx8vb2ZqQW4GLSGmpHRETo6NGjKly4MIu2Ay7GEWpv2bJF8fHxKlasmP755x95eXkRaAN3EIE2kAESP4g+//zzWrhwofLmzas33nhDTZo00YMPPihJ+vrrr9WpUydFRkaqZMmS6tatmwYNGuR0MUzN3Fo8+AKZx59//qmmTZvq/PnzkqTq1atrxowZqlq1aop92dGHr169ql27dmn58uU6duyYTpw4IX9/fxUqVEj/+c9/VLFiRRUrVkwSX2IBrirxNXvp0qXq2rWrLl68qJw5c+qpp57SJ598wsMw4IJuFGovWrRIjzzyiCQpPDxc33zzjRYuXKjKlStryJAhyp07dwa3HkBabNu2zR6pHRkZqWLFiun3339X4cKFCbWBO4RAG7iLbhYkv/vuu3r11VeVN29effTRR2rWrJn8/PwkXRuZMW/ePL388st2+QceeEBdu3a1Q+3EYbajLsJrIPOKjY1Vw4YNtXnzZpUuXdr+VUXDhg01fvx4VatWLcVQO7kvrxwjsK8PrzkPABnjTs13mfizy5YtU+fOnXXp0iUNGjRIEyZMuGPtBZC+bhRqf/PNN6pdu7a+/vprTZgwQTt37lTlypW1atUq5cmTJ6ObDiCNrg+1ixcvrg0bNhBqA3cIgTZwF4SEhKhQoUJyc3NL8YF2//796tChg3bv3q0JEyaoR48e9tQA0dHRmj59uoYMGSJJeu6557RixQpdvnxZpUuXVqdOnTR48OAkoTaAzG/Dhg2aPHmyBgwYoL/++kuDBg1SZGRkqkJtyfnLK+naVCOcB4CMdTe+REq8z0WLFmnbtm0aP378XasPQPpw9N+jR4/qrbfeskPt3Llz66WXXtLKlSu1c+dO5c2bV2vWrLF/uQnA9RBqA3cPgTZwh3399dd677339Morr+i5555LMWSaNm2a+vXrpxYtWmjy5MkqUaKEvW3KlCkaMGCAJOmNN97QqFGjtHTpUrVu3VrStZHaXbp00aBBg+Tt7U2YBbiY6OhoeXt768qVK5o/f74GDx6cplAbQObh+IXElStXtH//fv3222+KjY1VfHy8WrZsqcKFCyt//vyS0h5EJ1ee6YQA1+fo24cPH9a7776rb7/9VufPn5evr68iIyOVJ08erV+/XuXLl8/opgK4BYkHntwo1OaaDtw6Am3gDjHG6Pjx4ypevLgkqXLlynrrrbf01FNPJVt++fLlatGihT788EN7ATdJmj9/vjp27ChJGjFihN58801725AhQzRp0iRJUvHixdWjRw97+hFGawGZT3LTAl3/flhYmBYsWJDqUPvQoUPKnz+/smfPnn4HAiBZjgfRkJAQ9e3bV9u2bdOxY8fs7QULFlS1atU0bNgw1atXz+kBF0DW5rgX2L17t/r06aMtW7YoMjJSuXLl0u+//06YDbigkydP6uzZs3r44Yed7v2TC7V///13FSpUiFAbuEUM/wLuEMuydP/992vWrFmSrk07Urdu3RTLP/nkk/r777+dwuz169era9eukqR+/frZYXZsbKwkqUqVKpIkHx8fHTlyRJ988olGjRql2NhYHo6BTCQhIUHSv6HV+fPnderUKXu7YzoiScqRI4c6dOigiRMnytfXV2vXrtXQoUO1bds2xcXFSfp3lMfs2bP1+OOP6/PPP1d0dHR6HhKA6yQkJMjd3V3Hjh1Tw4YN9e233yoqKkqVK1fWs88+qwoVKujixYtavny5WrZsqe+//16WZXG9BiDp2r3AlStXFBwcrLNnzyoyMlK5c+dmZDbgokJCQtStWzdVrVpVP/74o9P1vlq1apo8ebKqVq0qX19fHTlyROXLl9fp06cJs4FbRKAN3CGOAKtHjx5atGiRdu3a5bQiuSOQcpSTpHLlykmS4uLiFBsbqy+//FJxcXF69NFHNXToULu84yIXGBio3Llzq1q1aipQoICCg4MVHBzM3FtAJhIfHy83NzedPXtW77zzjpo3b65y5cqpRIkSaty4sbp166ajR486BdLZs2dPEmoPGTJEGzduVFRUlCTpk08+0UsvvaTg4GCFhYXJ29s7ow4RgK6FUadPn1br1q116NAh1axZU3PmzNEvv/yiL774Qtu3b9ekSZMUEBCgS5cuqVWrVjp06FBGNxtAOjh58qR27tx5wzJXr17V8uXLNXr0aO3Zs8eeZoQ5swHXc+LECfXv318//fSTJDnlAA6OULtmzZqSrv1K88qVK+naTuBeQgoG3CFubm72Twfbtm3rtG3QoEGqWLGiOnXq5FTOMZ2Ah4eHoqOjtXbtWknXRmIXKlTI3q/Dvn37dPHiRXXs2FEFCxbUjBkztGDBAnuBOEZ9ARnL8ZPBY8eOqW3btgoKClLimb3Wrl2rtWvXauvWrerUqZPat2+vgIAASf+G2pZlafDgwVq3bp0GDhyosmXLys/PT3PnzpUkDRgwQMOHD8+Q4wNwjTFGsbGxmjhxonbs2KEHH3xQkydPVmBgoF3Gy8tLR48e1fHjxyVJb7/9tt3fAdy7QkJC1L17d/30009asWKFHn/88WTLbdiwQcOGDdPx48eVN29erVu3jpHZQCaT0vSBiYWEhGjAgAFasmSJ3N3dtW7dOtWqVSvZda6qVaumd999V6NGjdJ7772n0qVLp8txAPciAm3gDkpuvtvatWtry5Ytatiwofz8/NS2bVt7uoHEF8SLFy/q3Llzkv79RjdxmcjISG3YsEHStQXlWrRooRYtWkgSKyQDmYAxRu7u7jpx4oSaNGmiQ4cOqUyZMqpZs6YqV66s0NBQrV27Vrt379bu3bs1efJkHTp0SEOGDLEXhc2ePbv++9//ys/PT7169dL27du1fft2+9wybNgwjR07VhILwwF3242urZZlycPDQ5s2bZK7u7t69uypypUrO123R4wYoQkTJkiSJk2apN69e8vT0zPd2g8g/Z04cUIDBgy44ShNhwcffND+Fdb69evtX24CyDjXh9CJXzuu74mv9ceOHdOQIUPsMHvt2rWqXbt2smG2Q61atfTtt9/Kx8fnLh4JcO8jAQPushdeeEFbtmzR2rVrlZCQIGOM2rVr5xRqO4KwAgUK6Pz58/rzzz917Ngx3X///ZKkqKgorVmzRp988ony5s2rqlWrSvr3gkuYDWQ8y7J06dIl9ezZ055+YOrUqXrooYfsG9YTJ05o27Ztevnll3Xy5El98803cnd31/Dhw1W4cGFJkr+/vzp27KgyZcpo5MiROnXqlCpUqKAmTZroxRdflESYDdxN33zzjZ5++ml5eHjcsK9t2rRJmzZtkr+/v5566in5+vra215//XW98847kqT3339fvXr1cgqzY2JiFBkZqZw5c97dgwFwR9zpUZqSFBAQoM2bN0uS/cU2gIyT+Jq/c+dO7du3TytXrlTOnDkVEBCgpk2bqly5cvLx8VF8fLwsy9KHH36or776Sl5eXvrtt99Up06dG4bZDoTZwO0jBQPuoOQefHv37i1/f39169ZN69evt9+/PtTOnz+/XnjhBb322mtatGiR/P391bBhQxUqVEgbNmzQnDlzdObMGXXu3Nn+SfPNLpQA0oejH2/fvl27du1Snjx59Prrr9tz5DnODUWLFlXRokVVvnx5NWnSRCdPntSyZctUqVIl9ejRQ8YYe1qiwMBALVmyRMYYeXp62je+hNnA3fPmm29q1KhReuGFFzRv3jy5u7un2OccIytLlSqlokWL2u+//vrrGjNmjKSkYbZj1PfOnTv1119/qVWrVsqXL186HBmAtEiPUZoSQTaQWSS+1k+ZMkUzZsxQcHCw09SBc+bMUWBgoKZMmaJcuXJJkrp27ap169ZpzJgxqQ6zAdwZBNrAHZL4Ivjxxx+rTZs28vPzk6enp7p06SJjjLp3755sqO14wB0wYICOHj2q2bNn6+OPP9bChQsVGxsrY4y9WOTs2bOd5uEGkPEcD7Q///yzQkJCVKxYMdWqVcvenjgMS0hIUJkyZfTTTz/p0Ucf1fHjx/Xhhx+qXbt29s2xo29ny5bNqR7HrzkA3HlHjx7VypUr5e7urgULFsjNzU2fffZZiqF23rx55e7urujoaPuXUq+99po9LdD1YbYxxi43ZcoUffnll7IsS126dGENDCATSc9RmgAyXkJCgt3nR40apTfffFOS9PDDD6tMmTLKnTu3li9frpMnT2revHnavXu3Vq5cqfz586t06dJavXq1vLy86PNAejMA7qjKlSsby7LM4cOHjTHGxMbG2tvmzp1rLMsylmWZBg0amC+//NLEx8cbY4z935MnT5pBgwYZy7KMh4eHsSzLlChRwnTo0MHeV+J9Asg8OnfubCzLMlWrVjXGGBMXF5dsOUd///TTT0327NmNZVlm5MiRxhhjEhIS0qWtAJJau3atefLJJ42Pj4+xLMt07NjR3nZ9fz5x4oTJkSOHsSzLTJ8+3bz++uv2NX7y5MkmJiYm2Tp++uknkydPHmNZlvnxxx/v6vEASJvE/Xzy5MmmTJkyxs3Nze7blmWZMmXKmI4dO5qLFy/aZffv32/q1KljVq9ebYz59zoPwHVMnz7d7ufvvPOO2bt3r73t/PnzpkuXLsbX19dYlmXat29PPwcyGCO0gTvon3/+0aFDhyRd+3Z31qxZ8vb2tr+t7dq1qySlOFJbkgoVKqSJEyfqiSeeUFhYmC5fvqxKlSrp4YcfdhrNDSDzcIzmio+Pl3RtKgJHXzXJzLXp6O81a9ZU/vz5dfXqVR09elSSGKkJZABHP23QoIEsy1JCQoJWr16tefPmSVKSkdoJCQkqUqSIunfvrilTpmjkyJEKDQ2VJE2bNk1du3ZNdgHIc+fOadmyZbp06ZJatmxpr4kBIOMxShPIunbs2KEZM2ZIurYIe58+feTv72/fH0RFRemHH35QVFSU6tWrpxEjRtDPgQxGDwTuoIIFC+qpp56SJP311192uC1du0mWrs2zNWfOHEnXVjT/8MMPtXjxYnt7XFycJKlJkyb6z3/+o06dOqlq1ar2NCOE2UDm43gAbtq0qSRp7969mjp1qiTZC78mp3z58qpdu7Ykaffu3fZ5AED6StxP69evr+HDh6tx48by9vbWvHnz1KlTJ0myQ23HQ2zTpk2VP39+hYaGys3NTe3atVOvXr3k6+uruLg4+0suSYqOjtYXX3yhGTNmyN3dXc8884zy58+f/gcLIFmOfv3BBx/YYfaYMWP0xRdfaOHChfrwww+1Y8cOtW3bVj4+Ptq+fbv69OljX7u9vLyc9gPAdQQHBys4OFgPP/ywnnvuOWXLlk0JCQmyLEsHDhxQ9erVdf78edWvX1+zZ89WxYoVM7rJQJbH1Ra4g3LmzKnu3btLuvYt7+effy7p2o2tI5CWbhxqe3h4pBhqcYMMZG7ly5dX8eLFJUkrVqzQxo0bJd041I6OjrbLJCQkpFgOwN2VllA7NjZWkvT444+rf//+kq59cf3XX39p/PjxkiQPDw/7y67g4GBNnz5dAwYMkCQNHz5cHTp0kCT6PJCJJDdKs2zZsnY/ZZQm4BqSu7beaODI8uXLFRsbq5o1a+qhhx6y160JDg5WgwYNdObMGTVo0ECzZs1SuXLlnD576tQpe1Aa13Qg/TDUE7jDmjRpopdeekkzZ87UF198oVatWikwMFCSnBZzvNn0I8lNUwAgc3JMQ1C9enW98MILGjNmjH777TeVKFFC2bJl00MPPWQH1okffA8dOqQjR47Izc1NzzzzDL/AADKYI9S2LEv169e3379++hFPT09FR0fL29tbw4YNU0REhN566y3t3btXw4cP17p161S/fn2VLFlSO3fu1MaNG7Vu3TpJ0sCBAzV69GhJYmoCIJNJbpSm4xp/4MABNWjQwB6lmVywBSDjJX6OHjlypEqWLKlOnTo5PYtf78qVK5JkD0yxLEvBwcGqX7++HWbPnDnTqc87BqJ8++23CggIUPPmzbmXB9IRvQ24C+rUqaOZM2fq9OnTCgoKUmBgoH3xvFGo7e7ursjISHXu3JkwG8hEHA+zMTExio+P16FDh2RZlooUKaKcOXPaozAl6c0339SRI0e0YMECzZ07V/Hx8erQoYOaNGnidAMdGRmp77//Xtu2bVO+fPlUqVKljDg0ANdJ/OXTjUJtb29vO9QePXq0cuTIoRkzZujEiRNauXKlVq5caX/Wzc1NhQoVUq9evfTaa69J+ve8AuDuSW6AyI2+SErtKM3rgy3p2ijN/Pnzp7h+BoC7L3Hf69Wrl2bOnKnSpUvLz89Pbdu2TTHULlKkiCTZ62HcLMyWrl3b//rrL/Xu3Vtly5ZVmTJlVLZs2XQ4SgASgTaQotTcAKd0s9qhQwd9/fXXWrZsmd566y098cQTKlmypL39+lDbsix169ZNa9asUfny5dW5c+e7dlwA0sYROoWEhOiNN97Qn3/+qT///FPx8fEqX768ypcvr8GDB6tcuXLKlSuXLMvS6NGjFR0dra+//lqffvqpdu3apccff1ydOnVSnjx5FBQUpI0bN+qtt96SJPXu3VuPP/54Bh8pkHU5FnF19PfE1+nUhtqDBg1SlSpVtHnzZs2cOVNxcXH2InMvvviiAgMD9dhjj0kizAbSA6M0gazH0edfeeUVzZw5U5J0+PBhvfbaazLG2L+Gvv4cUKFCBUnS/PnzVblyZQ0ZMkRnzpxR/fr1kw2zJeny5cuaPXu2pGtraZUqVepuHx6AxAwAJ+fPnzfx8fHGGGMSEhLs92NjY+3Xe/fudfpM4nJxcXHGGGO++eYbU7hwYePt7W3GjRtn4uPj7f06JP572rRpplKlSiYmJubOHQyA2+Loo0ePHjWlS5c2lmU5/fP09DSWZZmyZcua/v37mwMHDtifO3LkiOncubOxLMu4u7sby7JMgQIFTJEiRYybm5txc3MzlmWZIUOGJKkPQPpxXMMPHDhg+vXrZ/bv329vS9wn161bZ5o3b258fHyMZVmmY8eO9raoqCinfYaFhZmLFy+a0NBQc+nSJadt9HPg7kt8b/7yyy8by7JMmTJlzOLFi+33k+uLffr0cbo2HzhwwBQsWNBYlmUaNmyY5BnAYdeuXcayLFOuXDmzb9++O3w0ANLixIkTplatWsayLOPn52f8/f2NZVmmdOnSZtGiRXa5+Ph4p3uAmjVrGnd3d/s636RJkxT7vDHG/Pzzz6Z06dImZ86cZvbs2cYY53MPgLuLSfuARL766iu98MILWr16tb2qsYNjpEXLli3VsGFDTZ48WcHBwZL+/XmyJHvEVZ06dVSwYEHFxMTohx9+UFxcnD03tkPihSJ79+6tP//8U56envaiEgAylpubm86fP69nn31WwcHBqlixovr166cFCxZo4sSJat++vXLmzKn9+/fr888/18CBA7Vv3z65ubmpWLFi+uSTT/TOO++oVq1asixL586d08mTJ2WMUd26dfXee+/ZC8jFx8czly6QASzLUmhoqKpXr66pU6dq3LhxOnTokCTn6/SNFor09va2F4o0xih79uzKlSuXcufOrRw5cjjVRz8H7r4bjdJcvHixJOf+7ZB4lOaCBQvsaUYYpQm4jiJFiqhNmzaSJC8vLz344IPy9PTUoUOH9PrrrzudAxzP5g888IAeeeQRJSQkKDY2Vnny5FHXrl3tPp+QkKD4+Hi7jj179uitt95ScHCwAgMD1apVK0liqiEgPWVsng5kHgcPHrRHXTZo0MBs2rQpSZkBAwY4jc6sU6eO6du3r7lw4YI9OishIcEe8fHjjz8aX19fY1mWeeutt1KsO/E3uXyrC2QOjr742WefGcuyTLVq1UxQUJDTSMyrV6+azZs3m2LFihnLsoy/v79p3bq1OXTokNO+jh07ZlavXm2mTJli3nvvPfPLL7+YI0eO2Nsdv+wAkH4SX28vXbpkXn31Vfv63qFDB3Pw4EF7e2pHatOXgcyDUZpA1uO4Xl+9etU0bNjQZMuWzbz99tumR48e9q8my5Qp43QOcPwSOyYmxjRr1sw+Z9SvX98sW7bMaf+hoaHmxx9/NA0bNjSWZZn777/fBAcHp98BArARaAOJTJo0yViWZXLnzm0uXryYZHt4eLiZOXOm6dChg1OwXbFiRTNw4EDzxx9/OJU/ePCgeeSRR4xlWeapp54yFy5cMMZwkwtkZo5AKiIiwhhjTN++fY1lWcn+TNnx30OHDpmHH37YWJZl8ufPb9544w0THh6eqqkFOB8A6c/Rzy9fvmz+/PNPM3fuXDNp0iRTuXJl+9r+3//+l1AbcHHjx483lmWZXLlymZo1axovL69kA63E0w0OHz7cDr7y5s1r5s+f71QucR/fvXu3qV+/vrEsyzz22GPmzJkz6XdwAFIUGxtrRowYYSzLMnXr1jWRkZFm4MCBKYba0dHR9n8bNWrk9KzftWtXM3jwYDNt2jTz6KOPmvvvv99YlmWKFClywy+7ANxdBNrAdT799FNz6tQpp/eSC5y+/PJL06ZNG5M3b177wujt7W1GjRplli9fbpebMWOGfTH84osv7nr7Adw6R18/dOiQeeKJJ8ynn35qunTpYnLkyGGOHTuW7GccD7YHDx40hQsXtr/kSjyfduL9E2ADGcvRZ48fP26eeuopkydPHvs6nTNnTqeH2E6dOqU61O7cubO9jX4OZCxGaQI4e/asKV68uLEsy0yYMMEYY0zPnj1TPAc4foUZExNjOnXqZEqUKOF0T+BY/yZfvnymadOm9r0+gIxhGZNoQl8ASbz++uuqW7eumjVrlmRF5PPnz+vgwYMaMWKEDh8+bM+5mStXLrVs2VJ9+/ZVQECAhg0bpk8//VQ1atTQokWL7JXTAWQ+ly5dUtmyZXXu3Dk1atRIISEhunDhgg4fPqzs2bMn+5n4+Hi5u7vr559/Vtu2bXXlyhW99NJLmjFjRjq3HsCNOK7hx48f16OPPqoDBw6oYsWK+s9//mPPdf/9999ry5Yt2rlzpySpU6dOev3111WyZEmnfUjS+vXrNXbsWK1bt04RERFq0aKFli5dmlGHB+A6cXFxGj16tMaMGaM6dero119/1Wuvvab3339fbm5ueuCBB/TWW2+pXbt2kqSYmBh5eXkpJiZGjz32mNauXWvvq0uXLsqTJ4+KFSumpUuXav/+/Tp+/LgKFy6sX3/9Ndn5tQFkDMe9+dixYzVy5EjVr19fP/74ozw9PdWjRw/NnTs32XNAdHS0vL29FR8frxUrVmjt2rX6+eefdebMGRUtWlSlSpXS008/rcaNG6tAgQIZfJRAFpfRiTqQmTl+QtiiRQuzevVqe7TH9T8nvnLlitmwYYPp0aOHyZEjh/Hw8LDn6GvSpIlp2bKl8fT0NAUKFDA//fRTRhwKgJtIPKJy8ODBxs3Nzbi5uZkcOXKYPHnymO3btxtjbjydQEhIiKlXr56xLMs0b978rrcZQNpdvHjRNG3a1FiWZWrUqGG2bdtm/9TYYc2aNfYoLsfo65RGaq9fv948/vjjxrIs8+KLL6bbcQBIHUZpAveO5H4BdaN78w0bNti/pJo5c6b9/osvvpjiOSAmJsZpH5GRkebSpUtJ3geQsQi0gUSuv0C+/fbb9s3rk08+aX777TenOfaMMUnmyF2+fLkZNWqUfeG0LMt4enraf3fq1CldjgWAs+un/nBI/BPjxN544w2nB9dXXnkl2X1dzzHndokSJUxoaOidaj6AO2Tz5s2maNGixs/Pz8yePds+Bxjj/FB89OhRM3jwYPta3rFjR6cpBRKfB1atWmVmzJhh/82UI0Dm4OjT77zzjvH09DRNmjSxr/fdu3e/aagdFxdnli1bZgYNGmQqVapkChQoYKpWrWratWtnFi5cyJzZQDpKfG2dM2eOWbBgQYrbE3Pc09epU8fpOn79F1sLFy60tyVeLPb6/XKNBzIHAm1kKYkfPq//JjfxA23iclOmTEkx1E5p38YYs3PnTtOvXz9TqVIl+/P16tXjm10gAyTun+fOnTPGXDsHOPr9wYMHTalSpcy6deucPvf6668bDw8P4+bmZrJly2bmzJmT7D4Tc4z4KF68eLKLywLIWBMmTLAXgN63b98Nyx46dMh06dLFvo536NAhxZHaDiwKCdx9jNIEspbEfd7Rbz09PU2rVq3M0qVLzenTp5OUd3xm9erVpkiRIiZnzpzm559/dip3s1AbQOblltFTngDpJT4+Xm5uboqNjdXly5fl7u6u+Ph4e5uHh4ckqUGDBnrppZfsbX379tWUKVMkSStWrNCkSZO0du1aJSQkOO3fMZ+mJBljVLlyZb377rtau3atXn75Zb3wwgv67bff5Onpqbi4uPQ4ZAD/z9E/n376aVWvXl1HjhyRu7u7PDw8dOTIET366KM6ePCgRo4cqaioKLv/v/nmmxo+fLgkKSIiQjNmzNCiRYvsfcbHx8skWooiJCREhw8flru7u5o3b65cuXKl74ECuCk/Pz9ZlqVcuXLJx8dH5toAj2TLlihRQk8//bSKFCkiSVqwYIFGjhypI0eOSHK+9ju4u7vftbYDuHafbVmWJGnu3Ln64osvJP3b95Lrz3Xr1tXQoUMlSZ9//rkOHjwoSZo1a5ZefPFFJSQk6ODBg3r99dft67ynp6cSEhLs/Xl7eytnzpzy9PRMsR4Ad4ejz7/yyiv66KOP7LWtli1bpo4dO6pZs2b6/vvv7TWtLMuyP9OoUSPVqVNHYWFhGjVqlK5cuWLvd+bMmU7ngDfeeMPpXv/6Z34AmUjGZelA+nGM2IiOjjbly5c3lmWZCxcuJCnXsWNHexTWt99+6/St7NSpU1M1UjuxxN8kO14nHgkOIP3Mnj3b7sM1atQwV69eNWFhYaZo0aLGsizToEED8+eff9rlE4/0GjlypD39SOXKlc0HH3yQZP/h4eFm2rRpdh0ff/xxuhwXgLT5+OOP7X66bNmyVH2mVatWTnPo9ujRw76PYAQXkH4YpQlkXXv27DGFCxc27u7uxtPT0xQsWNA88sgjpnr16sayLOPr62tq165tJk2aZC5duuR0L//nn3+agIAAky9fPrNixQpjzL9TCxmT9BywePHidD8+AGlDoI17XuIw27FYm7+/v9m8ebMx5t8b488++8xYlmUKFixoPv/8c3Po0KEk+7pToTaA9BccHGy6d+9u8ufPbyzLMpUqVTKFChUylmWZ2rVrm7/++ivJZ1IKtR3z4S9atMgcOHDAfPXVV2bgwIH2+WHo0KHpeWgA0mD37t2mdOnSxrIs07ZtW3Ps2LEUyzoWi3z77bdN7ty5TYsWLex+PmTIELsc13cgffXq1csOn9zd3Y1lWSZnzpzmoYceMsuWLXOaGiixtm3b2nPphoWFOW0j1AYyv59++slUrVrVng6wcePGZuvWraZfv372Pb5lWaZx48Zm6NCh9jz3YWFh5tFHH02yplXiKYQc5wAfHx+TP39+880336T34QFIAwJt3NOSC7NLlChh1qxZk2Seve7duxsvLy8zd+7cGz6Y3kqoDSBjOfp0cHCw6dOnj8mdO7fdj6tVq2ZCQkJS7PeJzxVvvPGGcXd3t0Pt6/8VLFjQvPXWW8l+FkDmEBsba1q2bGn32Tlz5pjw8PAbfuZ///ufsSzLLF261AwbNszu8x999FE6tRqAA6M0gawn8X36zz//bCpXrmx/mfXf//7XJCQkmJ07d5o333zT+Pn5GU9PT/vZf+TIkebAgQNm8+bN9q86vv32W3t/ic8Rr7zyirEsy+TNm9ccOHAgPQ8RQBoRaOOelTjMrlu3rr1I2+rVq50C6IkTJ5qTJ0+aJk2amHz58pl//vnnpvsm1AZcj+OcsG7dOpMtWza7Dz/44IPm6NGjTmVS+qwxzgtFFi5c2Dz22GNm+vTpZsmSJeaPP/5I9jMA0sfNRko7RmIdOXLElClTxliWZe6//37z1VdfmStXrtjlEvffs2fPmscee8z4+/ub3bt3mz179phHHnnEWJZlHn/8cXPu3DlGaAPpjFGaQNaTXKjt4eFhLMsyzz77rP2rqs2bN5sJEyaYSpUq2ecCDw8P069fP1OiRAnj5eXl9CsrY5yv+wMGDDB///13+hwUgFtGoI17kuOCFBUVlSTMTqxZs2bGsizz/PPPm3LlyplmzZqlug5CbcD1XL582X6Qve+++0yuXLmMZVmmevXq5vDhw8aY1IfajulHGjZsaJYsWeJUlnMBkP4cfTQ8PNycP3/efPPNN+bbb781mzZtMrt3705S9ssvvzTFixe3Q+1p06aZ/fv3O5W7fPmyfb2vVauWOX/+vDHm2q81LMsy2bNnT7JvAHcPozSBrC25c4Cjn7du3dr+xUVcXJy5cuWKGTVqlHnyySeT/WXlyZMnnfbHWleAayHQxj0ncZgdGBhoLMsyAQEBJigoyOmCtWfPHlOyZEnj4eFh8ubNa3x9fU25cuXMqVOnUh1GJQ61W7RoYVauXMkoLSATi4iIMGPGjDEdO3Y0K1euND169DB58+a9pVA78ZzaNWvWdPpZMoE2kL4cfTMkJMR07drVVKlSxb4+e3l5mXz58pnhw4ebv//+2+6f58+fN3PmzDElSpQwlmWZ/Pnzm9q1a5sPP/zQrFixwsydO9ceqWlZlpk8ebJd3+bNm02+fPmMZVlm5cqVGXLMQFbFKE0g60np3vz6UPvpp5+2zwHGXLsnj4qKMjNnzjRNmzY13t7eSa7pAFwTgTbuKYmnGXGE2d7e3qZhw4bm1KlTxhjnoGnz5s2mdu3a9siO/Pnzm127djnt62YSh9qDBg26w0cE4E5xPABHRkbaoyyPHDliunfvfkdC7cDAQPPVV18lqQ/A3eXok0ePHjUPPvigHVq5ubmZAgUKOI3Gatq0qZkzZ479mdDQUPPdd9+Z8uXLO5XLkSOH09/XL/S6evVq++E58QhPAOmDUZpA1pH43nvmzJlmz549Tu9dfw5o06aNHWon7s8hISHmt99+M5988on9HoNQANdFoI17RnILQHp5edmrnj/zzDPm5MmTxhjnC9umTZtMYGCg8fHxMZZlmcDAQHPp0iVjTOovcO+8846pWrWq0/x7ADKeow/Hx8cnCZgdf6c11HaE4Q6E2kDGcfSxkJAQO5SuWrWqmTRpklm/fr3566+/zLhx40y7du3s8Kpy5cpm8uTJSebJ7tq1q6ldu7YdiFuWZerWrWsmTJjgVF94eLgZPHiwsSzLPPzww+bChQvpftxAVsUoTSDr6tOnj8mePbu5ePFikm03CrUTnwsSI8wGXBuBNu4JyS0A+cADD5gpU6bYD6U3CrU3btxoAgMD7Zvbjh07mrCwMGNM6i90jodqRnUAGe/6fnvhwgW7Tycu4yiX2lB75syZxsfHx2zYsMFpX4lD7Xr16pn58+ffhaMCkJzIyEh7apBq1aqZbdu2JbkWX7x40UycONEOtatWrWrmz59vEhIS7Ou3YyTn2rVrzcaNG822bdvsX3cZ8+91PigoyFStWtVYlmVeeuklc/Xq1fQ7WCALY5QmcG9KTf9bsWKFsSzLlClTxume/ka/1kjpHADg3kCgDZeX3Mjs4sWLm1WrVhljjFm3bl2qQm3HSG13d3fj5+dnunbtesuhNoCM4zgnnD171syYMcO0adPGlChRwpQrV840b97cTJ482fzzzz/GGOMUZl0falerVs0cOXLEGHPtXPHJJ5/Y5xLHnJuJzyEjR460py9q2rRpkgAdwN1x6tQp8/DDDxvLssy4ceOSjMpMbNasWXao3bJly2TvBxJL/PmYmBizc+dO06hRI2NZlildurT9xReA9MMoTeDecezYMTN+/Hhz7NixG5b74YcfjJubm6lVq5YJDw93eu5Obaid2ilFAbgGAm3cE6KiokzDhg3tMHv16tXGmH9vUNeuXZvqULtWrVrGzc3tlkNtABkn8Vy6tWvXNn5+fknmyvT39zf33Xdfsou4OkLt/PnzG8uyTKFChczo0aPNiy++aH9+8ODBydZpjDFDhgwxOXLkMLt37777BwvAGGPM4sWLjWVZxs/Pz2zfvj3ZMon7+pgxY+z+/O6776aqjsOHD5tZs2aZatWqGcuyTNGiRc2+ffvuSPsBXMMoTSBrOXbsmH39HjVqlAkJCUlSxtG3P//8c2NZlqldu3ayX04RagNZj5sAF2eMUYsWLbRu3To98MAD+uSTT9SoUSNJkpubmxISEtSgQQP99ttvcnd3V1hYmH755Rf17dtXp06dkoeHh+Li4iRJgYGBmjx5smrUqKGoqCgtXLhQ/fv315UrV+x9AcicEhIS5O7urhMnTqhJkybavHmzChcurKZNm2rIkCHq1q2bChUqJEk6e/asWrVqpY8++kgRERGSrp1LihUrptdff13PP/+8ihcvrtOnT2vUqFH66KOPJElDhgzRhAkTJMk+b7i7uys+Pl6SNH78eAUHB6tChQrpffhAluXr6yt3d3dJ0tWrV2WuDdhwKmNZlv1ehw4d7PuEr776SpcuXUrx+h4bG6vff/9djz32mF566SVt375dNWrU0OrVq1W2bNm7d1BAFnP8+HFNmjRJx48fv2G5hIQEWZal3Llzy93d3e7Xift406ZNNWHCBFWoUEEeHh765ptv9PzzzysmJkYeHh72NRtAxvLw8JCfn58iIyP18ccfa9asWTp58mSyZa9cuSLp2vP99dd4KfXngMT37QBcG4E2XJ5lWerevbsqVKigGTNm2A+pDo4gun79+nck1OYCCGRObm5uCg0NVdeuXXXo0CHVqlVL8+bN09dff61x48bpo48+0pYtW9S/f39VqlRJsbGx6tOnj7788ktJ1wLthIQE3X///Ro+fLjefvttNWjQQLlz59Zjjz2m6dOna9y4cZKk+Ph4eXh42HW7u7vbgVj+/PnT/+CBLMwYo/j4eEVGRurw4cOyLEuWZSUp53jv/vvvV8WKFSVJe/bs0dWrV+Xmlvwtsaenp/z9/VW+fHnVqFFD/fr109dff61SpUrdvQMCspjjx4+rWLFiGjVqlD7++ONkAy1HUBUaGipjjNzc3OTh4eHU1wm0ANcRHx+vQoUKad++fbr//vt1/Phxffrpp0lCbUcf9/T0lCTlzp1b3t7eye7zZueAp556SrGxsfaX4ABcG4E27gnt2rXT+vXr1bRp02S3326ovXjxYg0aNEiXL1/mAghkQo6b13Xr1mnnzp0qWLCgRo4cqcDAQGXPnl3StRvnokWLatiwYRo+fLhq1Kih2NhY9erVS2vXrrUDLWOM7rvvPj3//PNas2aNdu3apSVLlqhXr172fpI7D6QUiAG4uwIDA1WjRg1J0vTp07Vv374Uy8bGxkqSmjRpIn9/f3l6eiY70iuxhx9+WO+//74WLlyoMWPGKCAg4M41HgCjNIEsyNEHixYtqg0bNqQYajv6s6PvO4LtlCR3DqhcubIkacOGDTpz5szdOiQA6Yynb9wzcufOfcPttxpq16xZUzExMZozZ45mzJiRHocCIBmOG9nkOEZv/Pjjjzp//rwKFChgB1wOjp8mZ8+eXa1atVKfPn1Uvnx5xcbGqmfPnjp69Kjc3NzsfTlGXBcpUkR+fn6Srt1U86UWkLnkypVLlSpVkiQdOnRIixcv1tmzZ5Mt63gQDg4OVnh4uKKiom64b8dDcYkSJVSiRAn7XADgzmCUJpB1pSbUdvT98+fPS7o25d/Nvoi+/hwwatQo1a1bV0FBQSpatOjdPSgA6YZAG1nKrYbaAQEBqlOnjoYMGZLBRwBkTdu3b1eZMmW0ZMmSG5Zz3OyWLVtWefPmtfuyg+Om2NfXVy1atFDjxo0lSRcuXNCff/4p6d8gO7kR18lNYwDg7rnZQ2t8fLw8PT01YcIElS1bVqGhoZozZ44WLlyo06dPO5VzuHjxov78809ZlqX27dsrICAgxXro88DdxShNIGu72TkgJCTELidJefLkcbo2J75+J15Dw7Is+57+ySef1I8//sgaN8A9hkAbWU5aQ+1atWpp6dKlWrt2rdP7ANLHyZMn9dxzz+nMmTPq3r27vv/++xTLOhZ4/PvvvxUWFuY0z3VixhjlzJlTgwYNUo4cOXThwgUtW7ZMElOHAJlFfHy8LMtSeHi4Tp48qQULFujTTz/Vzz//rD/++EPSvw+4uXPn1uzZs1W8eHGdOHFCEyZM0Pvvv6+dO3c6lQsNDdWCBQu0YMECGWPUpEkTSQTXQEZilCaQtd3sHBAWFiZfX19Jkre3t4KDgxUaGqrQ0FCFhITowoULioiI0Llz53Tu3DlFR0crOjpa//zzj/2Ftr+/f0YeIoC7IPknfeAed32o3aRJE6dQe+rUqSpUqJDi4uLk4eGhBx98UFLSheAA3H1ubm6qXbu2oqL+r707j4qq/v84/hxAFtcUt0TCzC33rVRwByNTMc3sa7kggbl8ywrXzMK1o6g/+4maKYlWmv4yc61UXDM0DXfSUlExwRVRVARm5veHZ24gi1bKkq/HOZ4zzNz7ufeD5zJzX/O+75tCXFwcvXr1YunSpXTp0sVYxmKxYGdnR/Pmzfnhhx9ITExk69at+Pn5YbVas4RVJpOJ1NRUPDw8qF27Nrt27eLq1at5PDMRyYmtV/25c+cYPnw4Bw8e5MiRIwDGTR8HDx6Mn58fPj4+ADz77LOEhYXx5ptvEhsby7x581i6dCkDBgygXLlyJCcnEx0dbdwIdvTo0fj7+wNk+3dCRPLO3YFWy5YtOXPmDBEREQAMGDAANze3XKs0bT9nrNC0VWna2dnRqVMn2rZtq2BLpACyt7cnPT09278BFovF+CJ76dKlhIeHU7ZsWSwWC1evXqVkyZIULVqUpKQk4M4N2mNjY3Fzc+OXX37RDdtF/qVM1nt9tS3yL2b7gLtjxw7at2+P2WymVKlSPPfcc0yfPl3VGyL5zHaCGh8fz6RJk1i5ciXx8fEULVo0S6gNsHPnTlq1agXASy+9xFdffWWcJOfUK/P5559nw4YN+Pr6sn79eiwWi/pqiuQj2/F65swZnn/+eY4ePYqTkxPp6emUK1eOS5cuGVdLNWnShO7duzNq1ChMJhNpaWkcOHCAgIAADh8+nGVsW8XmqFGjmDx5cqbtiUj+sx2PZ8+eNQItd3d3+vXrx7BhwwgLC+P9998nKCiI4cOHU6ZMGeDOFVouLi64uLiQnJwMQKlSpYA7vfVr1Kih41ykgLCdg0PmL6AAo6As498ADw8Pbt++zfnz5zO1Esko4xUZcKctUXR0tFGYJiL/Pgq05ZGXMdT29vY2TpLfe+89Jk6cmM97JyL3G2rblhs7diyTJ0/GarXyxhtvMHfu3BzH/vXXX+nYsSNnzpxh1qxZDBkyJK+mJSK5iI+Pp0OHDsTExNCkSRMCAwN55plnKF++PJs2bSIqKor58+cD8Pjjj9O/f38mTJhgnBBfu3aN6dOns3fvXrZv327cPK5r1660a9eO3r17AwqzRQqi7AKtypUr07dvX/bs2cPGjRspXrw4N2/eVJWmSCGTMczetWsXUVFRVKpUiY4dO1KyZEkg+y+2nJ2dadeuHa+88gpVq1bFbDaTnp7OrVu3KFKkCA4ODiQnJ2O1WnF0dKRWrVpUrVo1P6cqIg+ZAm0R/nxj/fHHH2ndujV169YlOjpa7UVECoi/Uqm9a9cuJkyYwHfffQdAUFAQ06ZNo2jRopmCq5SUFObOnUtwcDBPPPEEX375JV5eXnk+NxHJLDU1leDgYGbPnk3Dhg0JDw+nfv36WYLnTz75hDfffBOz2Yy7uztDhw7l3XffNV63vbcfPnyYYsWKYWdnR+XKlY1xFGaL5C9VaYo8WjK+73766afMnDnTuArr+++/x8vLyzj/ti0bFxeHl5cXZ8+excPDg4CAAIKCgqhYsWJ+TkVECgCldSL82VO7ZcuW7Nu3jzp16hg3gFSoLZL/bCeojz/+OO+99x6AEWr36tWLJUuW4OfnB0Dz5s0JDAzkxo0bbN++nfnz53Pu3Dk6duxIp06dKFOmDPv372fLli2EhIQAEBgYqDBbpIC4efMmu3btAuDFF1+kTp06xglwxtBr4MCBuLi40L9/f+Li4li1ahVt27alcePGmU6a69Spk6W3rtVqVZgtko/uVaXp4OCQpaf26dOncXZ25vnnn1eVpkghk7Gl3+TJk3n//fcB8PX1pUWLFrRp0ybT8raWge7u7kZLwdOnTzN//nzS0tIYMGCA0R707i/EROTRoAptkQwy3lBGYbZIwWM7AY6Pj2fcuHEsW7aMpKQkXFxc+OqrrzJVaq9evZqIiAhWrVqF1WqlWLFiFC1alAoVKnDmzBmuXbsGwLBhw5g6dWqm8UUk//zwww907NgRR0dHNm/ejKenZ5ZlMh6rs2bNYujQoQCMGTOGCRMm5On+ishfoypNkUdLxnPs8ePHGwUlY8aMoVevXtSuXRvI/nN4dldruLu74+/vzxtvvEGlSpXydC4iUnDorF0kg4zf6irMFsk7Fy9e5PLly/dczs7OzqjULlGiBElJSdjb23Pr1i169erFmjVrjGX9/PwICQlh6tSpFC1a1NjO4cOHuXbtGg0aNGDq1KlGmG02mxVmizwk2bUGyImLiwv29vakpqZy/vx5AO6uv7BdWQXwxhtv0KNHDwDCw8P5448/siwvIgXD3VWaAwcO5OjRo/j6+jJ69GjatGmT6TP43VWaTzzxhFGlOWfOHM6ePWssa7VadeyLFEC2c+yFCxcaYfaUKVMYNWqUEWbbPofffQw7ODiQmppK5cqV2blzJx4eHsTFxbFw4ULmz59PXFxcns5FRAoOJXYiIpKvoqOjCQgIwM/Pj6FDh+Lq6prr8rdu3SI0NJTp06cDd1qMxMbGcu7cOXr16pWpp3b9+vWpX78+zz33HLGxsezevZvixYtTv359qlatytNPPw2ol67Iw2KryrJ9WbRkyRLS0tKoV68ejRs3znE9s9kMwB9//AFkfxmxbUxHR0fq1KnD119/zcWLF0lOTtZlxyIFkNVqNY7bv1KlaW9vT3p6Ou7u7kb7kTNnzrBo0SJMJpNRpanjXqRgslqtXLt2jf/7v/8D7tzfxt/fn2LFigFZr4w+duwYDg4OWK1WqlWrhqOjI2lpabi5uWVqQRQaGkqRIkUYOXKkPseLPILUckRERPJNYmIidevWJT4+npo1a9KvXz8CAwMpW7ZstsvbwmzbSfDs2bMJCgrinXfeYcWKFSQkJGS5UWTGyxyzozYjIg+H7di6cOECa9as4auvviIyMhJnZ2fatWvHlClTqFu3bpb10tPT8fX1ZcuWLbi5ubF27VoaNGiQ7TZsX0b99NNPvPDCC9y6dYuff/45x+VFJP8tXLiQ119/HbhTpTl48GAj2LId09m9d6empuLo6Mgff/xhBFqVK1fm9ddfJyAgAHd39zyfi4jcn8OHD1O/fn0AFi9eTO/evbMsEx4ezrZt21i+fDnFixfH3t6eSZMmERgYCGT+G1C7dm2uX7/O0aNHqVGjRp7ORUQKBp3Bi4hIvilWrBijRo2idOnSHDt2jAULFrBgwQIuXboEZG4zcHeYPX36dAYNGoSDgwMjRoyge/fuPP7449y8eTNT+5F7VWwpzBZ58GyXDh8/fpzAwEBGjhxJZGQkJUqUoF69etSrV49r165l2x7AZDLh6emJvb09iYmJzJkzh1OnTmW7HVtF1oEDB7h27RppaWlGMCYiBYvVaiUpKSnXKs2MVZbHjh3jxIkTHD9+HCBLlaaHhwdnz54lNDSUzz//3LiyQ0QKnlu3bmFvb0+lSpWMYBvu3Aj60KFD+Pv7ExQUxBdffEFqaipXrlzh4sWLDBgwgE8//RS48zcgPT0dNzc3fv31V44dO6YwW+QRpgptERHJV6mpqSxatIjg4GCSk5OpWrUqgYGBvP7665QrVw6482F32rRpmcLsd955B4C0tDSKFClCfHw8kyZNYuXKlcTHx2ep1BaRvGGrzI6JiaFLly7ExsZSpUoVmjdvzogRI6hWrRrFixfPdYzExETat2/PgQMHqFixIn369OGNN96gatWqRp9c25dR165dY/jw4YSHh9O9e3eWLl2KnZ2d2g+IFECq0hQp/LK7guJeV0QePXrUaCs0YMAAxo0bR1JSEuHh4WzZsoW9e/diMpno1KkTzZs3Jy4ujl27dnHgwAFKlSrFjh07jKu61CpQREA9tEVEJJ85OjrSr18/AIKDgzl58iQLFiwAMNqPhIaGMm7cOCBzmG2xWChSpIhxo8gxY8YAGKF27969+eKLLxRqi+QRW5h97Ngx2rVrx8WLF/Hy8uK9996jWbNmlClTxqjKzunk12w2U7p0aVasWIGPjw+nTp1i8eLFnD17lqFDh/Lss88a6126dIlly5Yxf/58ADp06KCTXJECzFalWaFChSxVmidOnGD69OksXrzYeP7KlSvAnQDMYrEwYMCALFWaN27coHr16nk+F5FHUcb37oMHD+Lm5oarq6vxXE5hd61atZgwYQJjx47l008/5ccffyQ+Pp7ExEQA3NzcmD17Nl5eXri6umKxWJg4cSIHDx7EbDZz48YNYzy9z4sIqEJbREQKiOwqtfv27cuNGzcIDQ0FsobZGduF2D5A2yq1V69ezdmzZ4E7H7iz69UrIg/e6dOnefHFFzlw4ADt2rXj448/pnbt2vds7xMXF2f0wLVVX+3bt4/u3btz+vRpHBwccHZ2ZsCAAZQtW5bbt29z8OBBVq5cCcDIkSP56KOPgHtXionIP6cqTZFHV0BAABEREXTu3JkXX3yRvn37Ym9vj8lkyvHYPH78OOHh4UyZMsV4rk6dOjz33HMEBQVRq1Yt4M/P+Lt378bb25ubN2/y7bff4ufnl2fzE5GCT4G2iIgUGHeH2q6urly+fBmAWbNmMWTIECDnGzlmDLUnTpzIvHnz6N27NxEREXk5DZFH1o0bNwgJCWH69OnUr1+fuXPn0qJFi3uut3nzZnr27MngwYMZP3488OfxHBcXx6uvvsqRI0e4evVqpvVsrUVGjBjBpEmTAIVcInkhpyrN7F6/+7lJkyYxduxYAGrXrn1fVZrjxo2jWLFibNy4kWbNmuXRLEUkO4MHD+aTTz4B7lRLm81m/Pz8aN68Of/973+ztBXL+Pfg5s2b/PTTTxw5cgSTycTLL79MyZIlKVasmHEFl8lk4tatW0ybNo0PP/yQhg0bsmnTJsqUKZO3ExWRAk0tR0REpMDI2H7k3XffC05FhQAAGeBJREFU5fLly5hMJjp27GiE2enp6Tg4ZP/2ZTKZjPYjo0ePpk2bNvTs2RNQyCXyMNlOVi9evMimTZsA6NatGw0aNLjnutu2bSMoKIgrV64wceJEihUrxsiRIzGZTKSnp+Pu7s7atWv56quv2Lx5M1FRUcbN37p3746npye9evUCdJyL5BVbOPVXqjRt67zyyiskJyczZcoUYmJigNyrNH19fZk6dSrJycmcP38+j2cqIhmZzWYcHR0xmUyYTCbq1avH/v37Wb16NatXr2bJkiUEBATQtm1bGjZsCGC8nzs4OODi4oKPjw8+Pj7Zjm/7OxETE2Pc4L1ly5YULVo0T+YnIoWHKrRFRKTASU1NJSIiguDgYKM3ZkBAAP7+/lSoUOGe699dGaaQSyRvjB8/npCQEMqWLUtUVBRPPfVUrstv27aNgIAAYmNjeeyxx4wK7I8++oiRI0cCWY/f06dP4+joiNVqpVKlSsbzOV25ISIPh6o0RR5NK1eupGfPnpjNZsLCwqhVqxaTJ0/m0KFDXLx4ERcXF5ydnRk1ahSenp54eXkZ6+bUlsj2fGpqKkeOHOHdd99l27Zt1KxZk++//x4PD4+8nKKIFAIKtEVEpEDKrqd2YGCgcaNIESl4/P39Wbx4Md26dWPFihW59tO1VWYfP36cZs2a0blzZ5YuXWpUbGYMteHPwFr9sUXyn9lsJjg4mFmzZmEymahfvz779+83Xq9bt26WKk348yqr3I7jjK/98ssvDBo0iL179/Lf//6XqVOn4uzs/DCnJiL3oU+fPnz55ZdUqVKF6OhoLBYLv//+Ox988AFHjx4lLi4OgMqVK+Pj48PQoUN54oknKF26tHGM3/1FdHx8PGvWrOHTTz8lOjqaihUrsmXLFmrWrJlf0xSRAkxlLCIiUiDZ2o9Mnz6d4sWLc/LkSRYsWMCCBQu4dOlSfu+eiNwlOTmZo0ePAlCiRIlclz158iRdu3bl+PHjeHl5ERUVxZgxY3jttdeME9fRo0dnunGU7aRXYbZI/rO3t6dNmzbY2dlhsVgIDAxk06ZNtG/fnnLlynH48GHGjBmDt7c3oaGh7Ny5EyDHlmE2Gas09+3bx7Bhw9i7dy81a9YkODhYYbZIPrO1/HrppZcoX748V65cYc2aNZQpU4ZmzZqxatUqFixYwODBg3FyciI+Pp6IiAheeeUV+vTpQ1RUFNevXwf+fF8/f/48X3/9NR06dGDUqFFER0fTpEkTo0JbRCQ7qtAWEZECTZXaIoWD2Wymbdu27Ny5E09PTyIjI3Fycspx+f/85z8cOHCAffv2GSFVeno6M2bMICIiwgjHP/jgA0JCQvJiCiLyF6lKU+TRdPXqVXx9fdmzZw+enp5s27YtS3u/9evX89NPP/HZZ5+RkJAAgJOTE35+fjz33HO8/vrrAJw4cYJ33nmHtWvX4u7ujo+PDx9++CFPPPFEns9LRAoPBdoiIlLg3SvUVgsCkfxltVpJS0uje/furF+/nkaNGrFx40bKlCmTJazKeLza2g+kp6djZ2eHnZ0dKSkphIWFMWfOHE6dOkW9evX45Zdf7lnZKSJ5x9bb/ttvv2XgwIGkpKQwa9Ys+vTpA0BKSgo7duxg1apVhIeHk56ejtlspkaNGlSrVo0xY8ZQp04dSpYsaYx5/vx5duzYQUhICOfOnePq1as0adKEJUuWUL169fyaqojcxfa+vnHjRnr27ElSUhJhYWEMHjw40+s24eHhBAUFGT/bbuL+4osv0qZNGwYMGMDevXvZs2cP9evXp2nTpjz22GN5PS0RKWTUckRERAq87NqPLFy4kPnz53PhwgWF2SL5zGQy4ejoiI+PDwD79u1j7ty5AEbf64zL2n52cHDAYrHg4OCAnZ0d6enpODs7M2zYMMqXLw/As88+a/TcFZGCwVaJ2bZtWzw8PLh27Rrz5s0z2hE4OzvToUMHwsLCWLFiBSNHjqRixYr89ttvrF+/nvbt2xMUFER4eLgxZnJyMosXLyYmJoYSJUrQv39/VqxYoTBbpICxhdVPPfWUcXxGRUVlWsb2t2DDhg1GmN2uXTt69+5NkyZNAPj2228JDg6mdevW7Nq1C19fX3x8fBRmi8h9UYW2iIgUGrZK7REjRpCUlETx4sVZsWIFHTp0yO9dExEgMjKSl19+maSkJGrXrs3HH39M+/bt//I4q1ev5sUXXwRgy5YttGnT5gHvqYj8U6rSFJG5c+cyZMgQAJYvX06PHj2MK7EiIyONz+je3t6EhITg5eXF4cOHiYyMJCQkBKvVyrVr13B3d2fHjh1qMyIi900V2iIiUmjYKrWnTp0KQPfu3RVmixQg3t7edO7cGavVytGjR/niiy84cuTIXxojISGB1atXYzKZ6NevHy1atFB1tkgBpCpNkUeX7X25R48eeHt7A7Bs2TLjysmNGzcan9F9fHwYPXo0TZs2BaBu3boMHTqUyMhIgoODadq0KWvXrlWYLSJ/iSq0RUSk0Ll9+za//PILnp6ewJ+9PEUk/9iqMU+fPk3v3r3ZuXMnDg4OvPXWWwQGBlKrVi2AXHvep6amEhYWxrBhw3B1dWX+/PlGpbaIFFyq0hR5NFksFkaMGMGMGTMoW7Yshw4d4syZMzRr1gy4E2aPGjWK1q1bZ2oflvFeGrZ2YyIif4UCbRERKdQUZosULGlpaXzzzTdMnjyZQ4cO4eDgQP/+/fH396dFixbAnRNgW7sBW5XnlStXWLJkCW+99RYAEydO5L333gNyD8FFJP/Yjs2LFy/y6quvEhkZyUsvvcTs2bMpX748GzduxNfXF/gz2PLy8sLJyckYIzo6mnXr1rFmzRrCw8OpV69efk1HRP4C2/GfmJhIq1atiImJoXbt2sTExABZw2wRkQdJgbaIiIiIPFDJycksXLiQefPmERMTg4ODA56envTs2ZPBgwdn6a27efNm1q5dy8yZMwEYNmyY0Vro7mVFpOBRlabIo8lisWA2mxk7diwzZswA7hzPHTp0YPjw4bRt21Zhtog8FAq0RUREROSBu379Ot9++y1hYWHs2bPHqMju1KkTHh4etG7dmri4OI4cOcJ3333H+fPnAXj//fcZP348oCswRAoDVWmKyO7du/Hy8sJisfDkk0+yZMkS4wstEZGHQYG2iIiIiDwUKSkpxMTEMHnyZL755ptMrzk4OJCeng7cublcixYtePXVVxk0aBCgMFukMFGVpoiMHj2aKVOmULx4cRYtWkS3bt3ye5dE5F9MgbaIiIiIPHTh4eEcPHiQ5cuXY7FYuH37NqVLl6ZcuXIMGjSIpk2bGr1zFWaLFE6q0hR5dK1atYq+ffty8+ZNhg4dSmhoaKZ7ZYiIPEgKtEVERETkobm7B3ZCQgJpaWkkJiZSqVIlnJycKFGihPG6bgApUripSlPk0dWrVy+WLVuGs7MzO3bsoEmTJvm9SyLyL6WvykRERETkobm7MqtixYq4u7tTv359ypYtmynMBhRmixRyzZs3p0SJEty6dYudO3ditVqxWCz5vVsi8hDZ6iSDgoJwd3cnJSWFSZMmkZiYmM97JiL/Vgq0RURERERE5IHo2rUrL7zwAmazmTlz5hAdHa2WAyL/crYvoxs0aECFChUAiIqK4vfff8/P3RKRfzF9shAREREREZF/TFWaIo82V1dXPvroIwDOnz9vhNsiIg+aAm0RERERERH5x1SlKSINGzakW7duxMTE4OHhkd+7IyL/UroppIiIiIiIiDxQkZGRdOjQAYDY2FgFWyKPkNTUVBwdHfN7N0TkX0wV2iIiIiIiIvJAqUpT5NGlMFtEHjZVaIuIiIiIiMgDpypNEREReRgUaIuIiIiIiIiIiIhIoaCWIyIiIiIiIiIiIiJSKCjQFhEREREREREREZFCQYG2iIiIiIiIiIiIiBQKCrRFREREREREREREpFBQoC0iIiIiIiIiIiIihYICbREREREREREREREpFBRoi4iIiIiIiIiIiEihoEBbRERERERERERERAoFBdoiIiIiIiIiIiIiUig45PcOiIiIiIgUZlu3bqVdu3ZZnre3t6dkyZKUKlUKd3d3mjRpQsuWLenSpQuOjo75sKciIiIiIoWfKrRFRERERB4Cs9lMYmIip06dYseOHcycOZMePXpQuXJlJk6cSHp6+kPdvslkwmQyERIS8lC3UxD4+/tjMpmoUqVKfu+KiIiIiDxkqtAWEREREXlABg0axODBg42fk5OTSUxM5ODBg0RGRrJp0yYuXrzI2LFjWbNmDWvXrqVcuXL5uMciIiIiIoWLAm0RERERkQekfPny1K1bN8vzHTt2ZOTIkcTExNC7d2/27dvHzz//TLdu3di8ebNakIiIiIiI3Ce1HBERERERySO1a9dm586dNGrUCICdO3cye/bsfN4rEREREZHCQ4G2iIiIiEgecnFx4fPPP8dkMgEwbdo00tLSMi2TmJjIwoUL6d27N7Vr16Z48eI4OjpSsWJFfH19+fTTT0lNTc12/CpVqhhjA4wbN87op2375+/vn2md+Ph45syZQ48ePahevTrFihXDyckJNzc3unbtyrJly7BYLLnOKyUlhf/93/+lbdu2lCtXjiJFilCmTBlq1qxJx44dmTFjBqdOncpxfbPZzKJFi+jcuTOVKlXCyckJV1dXWrZsyYwZM7h161aWdUJCQjCZTCxatAiA06dPZ5lrxt+FzebNm+nVqxdPPvkkLi4uFC1aFA8PD5o3b86wYcPYvHlzrnMVERERkfxjslqt1vzeCRERERGRwmrr1q20a9cOgA8//PC+b8Lo6+vLhg0bgDuV2p6ensZrVapU4fTp07mu36hRI9avX0/FihUzPX8/6/br14+IiAjgTpDs6Oh4z8C6Q4cOfPPNNxQvXjzLa/Hx8fj4+BATE5PrGMHBwUybNi3L82fOnMHPz48DBw7kuG61atVYt24dNWrUMJ4LCQlh3LhxuW4TIOMpzzvvvMPMmTNzXd7V1ZVLly7dc1wRERERyXvqoS0iIiIikg98fHyMQHvHjh2ZAm2z2UyzZs3o3LkzjRo1okKFCqSmphIbG8sXX3zB999/z759+/jPf/7D1q1bM427YcMGUlNTqVevHpD1RpUApUuXNh7bwt727dvTsWNH6tWrR7ly5bh+/TonT55k/vz5REVFsXHjRoYMGWJUQ2f05ptvGmF279696d69O5UqVcLe3p74+Hj27t3LqlWrsv09XL58mZYtWxIXF4eTkxNBQUG0adOGKlWqkJyczIYNG/j44485fvw4HTt2JDo6mlKlSgEwePBgevTowfvvv8+qVauoVKkSP/zwQ46/87Vr1xphdv369Rk0aBBPP/00pUqV4urVqxw5coRNmzbx888/5ziGiIiIiOQvVWiLiIiIiPwDf7dCOzIyEh8fHwACAgIIDw83Xvv999+pXr16jusuXLiQgIAAADZt2oS3t3eWZWytNu61T1arlRMnTlCtWrUcl/nwww8ZP348JpOJY8eOZdq3lJQUSpYsSVpaWo4V2DZXrlyhTJkymZ577bXXWLJkCR4eHmzZsoUnn3wyy3r79u2jVatW3Lhxg/fee49JkyZlet3f359Fixbh4eGRa1uTvn378vnnn+Ph4cHhw4ezrTbPaT9FREREpGBQD20RERERkXzg6upqPE5MTMz0Wm5hNkD//v1p2LAhAN9+++0/2g+TyZRrmA3wwQcfULZsWaxWK6tXr8702pUrV4we4K1bt851nLtD4lOnTrFs2TIAwsLCsg2z4U57lSFDhgAYrVL+joSEBAAaN26cY5id3X6KiIiISMGhQFtEREREJB9kDFSvX7+e43JWq5WEhAR+++03Dh8+bPxzc3MDyLXv9N9hsVg4d+4cx44dM7b166+/Urly5Wy35+rqiqOjIwCff/456enp972tdevWYTabKVq0KB07dsx1WVtYfu7cOc6cOfNXpmR4/PHHAdi+fTsnTpz4W2OIiIiISP5SD20RERERkXyQMcQuWbJkltfXrVvH3Llz2b59e66B94O4eaHVauXLL78kPDyc3bt3c+vWrfvenpOTE6+88gqff/45X3/9NXv27KFnz560bdsWT09PHnvssRzH2rt3LwA3b97EweH+T00SEhJ44okn7nt5m759+7J48WIuX75M3bp16dq1K76+vrRq1eqeVeoiIiIiUjCoQltEREREJB9kDIYztriwWq0EBgbSuXNn1q1bl2uYDeQaPt+PlJQUOnXqRJ8+fdi6des9x8vu9bCwMLp06QLA6dOnCQ0NpVOnTri6uvLMM88QGhpKUlJSlvUuXLjwt/b55s2bf2s9b29vwsLCcHFxISUlhWXLlhEQEED16tWpXLkyAwcOfOAV7yIiIiLyYCnQFhERERHJB/v27TMe16xZ03j82WefGTeIbNiwIREREfz6669cu3aN9PR0rFYrVquVPn36AHcC8H9i0qRJfPfddwC0adOG5cuXc/z4cZKTkzGbzcb2WrVqleP2SpYsyerVq9m9ezfBwcE0adIEe3t7LBYLe/fuZcSIEdSoUYOoqKhM65nNZgDKli3LoUOH7vvfM88887fnO2TIEE6dOsX//M//8MILL1CqVCkA/vjjD+bNm0ejRo14//33//b4IiIiIvJwqeWIiIiIiEg+2Lhxo/G4ZcuWxuP58+cDUK1aNX766SdcXFyyXf/KlSv/eB+sVisLFiwAoFWrVmzevBk7u+xrXu5ne88++yzPPvsscKelytatW4mIiOCbb77hwoULvPTSS5w4ccKYk+3GmNevX+fpp5/G3t7+H8/pfpQvX563336bt99+G4vFwv79+1m5ciVhYWFcvXqVSZMm8cwzz9C1a9c82R8RERERuX+q0BYRERERyWOHDx8mMjISAHd3d5o2bWq8duTIEQD8/PxyDLOtVivR0dH/eD+uXLlCQkICAC+//HKOYXZycjLHjh37S2OXKFGCLl26sGLFCt566y0A4uPj+fHHH41lGjVqBMDt27eNftp/h8lk+tvr2tnZ0bhxYyZMmGD8nwAsX778b48pIiIiIg+PAm0RERERkTx069Yt+vbta7TuGDZsWKYbIqanpwNw48aNHMdYtWoV8fHxuW7H2dkZuBMW58S2rXttb8GCBZmW/au8vb2Nxxl7h3fp0sUIo2fOnPm3x7+fud6Pxo0bU7p0aeDB3GxTRERERB48BdoiIiIiInkkJiaGli1bGv2z27Rpw6BBgzItU716dQDWrFmTbZuPEydOMGTIkHtu6/HHHzeWz0m5cuV47LHHAFi6dGm2gfCePXsYO3ZsjmOcPHmSbdu25bovGzZsMB4/+eSTxuOaNWvy8ssvA/DVV18xY8aMXMeJjY1l6dKlWZ63zfXChQu53kRz2bJlud70cu/evSQmJmbZTxEREREpONRDW0RERETkAblw4QKHDx82fr5x4waJiYkcPHiQyMhINm7caFRmN2/enK+//poiRYpkGqNv374MHz6cc+fO0aJFC0aOHEndunVJSUlh8+bNzJw5k9u3b9O4ceNc2454enoSGxvL6tWrmTdvHl5eXkYlc8mSJSlfvjx2dna89tprzJ49m4MHD9KyZUveffddqlevTlJSEuvXr2fOnDkUL16cSpUq8dtvv2XZzpkzZ2jXrh21a9emW7duNG3aFDc3NwDi4uJYtmyZ0b6jYcOGNGvWLNP6c+fOZe/evZw8eZLg4GBWrVpF3759qVOnDk5OTly+fJkDBw7w/fffs3nzZrp160avXr2yzBXAYrEwcOBA3nzzTcqWLWu8Xq1aNQBGjhzJwIED6dq1K61bt6ZGjRoUK1aMy5cv8+OPPzJr1iwA7O3tCQwMzPF3KyIiIiL5x2T9p7dFFxERERF5hG3dupV27drd9/LlypXj7bffZsSIEZlajdikpaXRuXPnTFXNGbm4uLBo0SLWrVvHokWL8PDw4NSpU1mW279/P82bN8+26rpfv35EREQAkJSURNu2bdm/f3+22ytTpgwrV67kgw8+YNu2bbRp04atW7car9/v/GvVqsX69euzrXxOSEigZ8+e7Nix457j9O/fn88++yzTcxaLBS8vL3bt2pXtOrZTnipVqnD69Olcx3dycuKTTz7B39//nvsiIiIiInlPFdoiIiIiIg+BnZ0dJUqUoFSpUnh4eNCkSRNatWpF586dcXR0zHG9IkWKsG7dOubOncvixYuJiYnBarXi5uaGj48PQ4cOpVatWqxbty7X7Tds2JCoqChCQ0PZuXMn58+fzzbcLlWqFDt37mTGjBksX76c33//HQcHB9zd3enUqRNDhw6lcuXKOW6nVatWbN26lR9++IFdu3YRFxfH+fPnSUlJoUyZMjRo0IDu3bvj7++Pk5NTtmNUrFiR7du3s27dOpYuXUpUVBQJCQmkpaXx2GOPUb16dVq0aIGfnx+tW7fO9ne9YcMGpk6dypo1azhx4gQ3btzg7tqdLVu2sGbNGrZv385vv/1GQkICiYmJFC1alKeeegpvb28GDRpE1apVc/3dioiIiEj+UYW2iIiIiIiIiIiIiBQKuimkiIiIiIiIiIiIiBQKCrRFREREREREREREpFBQoC0iIiIiIiIiIiIihYICbREREREREREREREpFBRoi4iIiIiIiIiIiEihoEBbRERERERERERERAoFBdoiIiIiIiIiIiIiUigo0BYRERERERERERGRQkGBtoiIiIiIiIiIiIgUCgq0RURERERERERERKRQUKAtIiIiIiIiIiIiIoWCAm0RERERERERERERKRQUaIuIiIiIiIiIiIhIoaBAW0REREREREREREQKBQXaIiIiIiIiIiIiIlIo/D+1kj837iNNtQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data = []\n",
    "labels = []\n",
    "for k in k_values:\n",
    "    for dataset in datasets.keys():\n",
    "        mean_value = combined_df[combined_df['Dataset'] == dataset][k].mean()\n",
    "        plot_data.append(mean_value)\n",
    "        labels.append(f'{k} ({dataset})')\n",
    "\n",
    "plt.rcParams.update({'font.size': 20})\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "bar_width = 0.8 / len(datasets)\n",
    "index = list(range(len(k_values)))\n",
    "\n",
    "for i, dataset in enumerate(datasets.keys()):\n",
    "    start_index = i * bar_width\n",
    "    bar_positions = [x + start_index for x in index]\n",
    "    dataset_values = plot_data[i::len(datasets)]\n",
    "    ax.bar(bar_positions, dataset_values, bar_width, label=dataset)\n",
    "\n",
    "ax.set_xticks([r + bar_width * (len(datasets) / 2) for r in index])\n",
    "ax.set_xticklabels([f'Top {k}' for k in k_values])\n",
    "ax.set_xlabel('Top k n-grams')\n",
    "ax.set_ylabel('Sum of Ratios')\n",
    "ax.set_title('Sum of Top k Ratios for Different Datasets')\n",
    "ax.legend()\n",
    "\n",
    "plt.rcParams.update({'font.size': 20})\n",
    "\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "top_1_percent_means = {dataset: sum(ratios) / len(ratios) for dataset, ratios in top_1_percent_data.items()}\n",
    "datasets = list(top_1_percent_means.keys())\n",
    "values = list(top_1_percent_means.values())\n",
    "ax.bar(datasets, values)\n",
    "ax.set_xlabel('Datasets')\n",
    "ax.set_ylabel('Sum of Top 1% Ratios')\n",
    "ax.set_title('Sum of Top 1% Ratios for Different Datasets')\n",
    "\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "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": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}