{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "66ff1012",
   "metadata": {},
   "source": [
    "# Evaluate Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "779aa7ec",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad059105",
   "metadata": {},
   "source": [
    "#### Load the libaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2a55475c",
   "metadata": {
    "height": 115
   },
   "outputs": [],
   "source": [
    "from src.data_analysis import run_analysis\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21224ddf",
   "metadata": {
    "height": 30
   },
   "source": [
    "#### Load the Constants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "aeeac2f3",
   "metadata": {
    "height": 47
   },
   "outputs": [],
   "source": [
    "PATH = 'data/Portuguese.csv'\n",
    "MODEL = 'Llama-2-13b' # Llama-2-13b # Llama-2-70b # gpt-3.5-turbo # gpt-4\n",
    "TEMPERATURE = 0\n",
    "N_REPETITIONS = 1\n",
    "LANGUAGES = ['english', 'portuguese']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f86cbdd",
   "metadata": {},
   "source": [
    "#### See the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bd9308af",
   "metadata": {
    "height": 30
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>year</th>\n",
       "      <th>test</th>\n",
       "      <th>theme</th>\n",
       "      <th>subtheme</th>\n",
       "      <th>portuguese</th>\n",
       "      <th>english</th>\n",
       "      <th>answer</th>\n",
       "      <th>responses_english</th>\n",
       "      <th>responses_english_0</th>\n",
       "      <th>responses_portuguese</th>\n",
       "      <th>responses_portuguese_0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2022</td>\n",
       "      <td>Teórica I</td>\n",
       "      <td>Anatomia</td>\n",
       "      <td>cornea</td>\n",
       "      <td>Em qual região ocular células caliciformes são...</td>\n",
       "      <td>In which ocular region are caliciform cells ph...</td>\n",
       "      <td>D</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2022</td>\n",
       "      <td>Teórica I</td>\n",
       "      <td>Anatomia</td>\n",
       "      <td>retina</td>\n",
       "      <td>Assinale a alternativa que melhor correlaciona...</td>\n",
       "      <td>Mark the alternative that best correlates the ...</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2022</td>\n",
       "      <td>Teórica I</td>\n",
       "      <td>Anatomia</td>\n",
       "      <td>cornea</td>\n",
       "      <td>Ordene as três denominações celulares encontra...</td>\n",
       "      <td>Order the three cell names found in the cornea...</td>\n",
       "      <td>A</td>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2022</td>\n",
       "      <td>Teórica I</td>\n",
       "      <td>Anatomia</td>\n",
       "      <td>cornea</td>\n",
       "      <td>Sobre a membrana de Descemet da córnea, é corr...</td>\n",
       "      <td>Regarding Descemet's membrane of the cornea, i...</td>\n",
       "      <td>C</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2022</td>\n",
       "      <td>Teórica I</td>\n",
       "      <td>Anatomia</td>\n",
       "      <td>cornea</td>\n",
       "      <td>Sobre a camada lipídica do filme lacrimal, ass...</td>\n",
       "      <td>About the lipidic layer of the lacrimal film, ...</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>161</td>\n",
       "      <td>2022</td>\n",
       "      <td>Teórica II</td>\n",
       "      <td>Cristalino/Catarata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Após bloqueio retrobulbar para realização de c...</td>\n",
       "      <td>After retrobulbar block for phacoemulsificatio...</td>\n",
       "      <td>C</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>162</td>\n",
       "      <td>2022</td>\n",
       "      <td>Teórica II</td>\n",
       "      <td>Cristalino/Catarata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sobre a biometria em olhos tamponados por óleo...</td>\n",
       "      <td>Regarding biometrics in eyes covered with sili...</td>\n",
       "      <td>D</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>163</td>\n",
       "      <td>2022</td>\n",
       "      <td>Teórica II</td>\n",
       "      <td>Cristalino/Catarata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Assinale a alternativa que contém, respectivam...</td>\n",
       "      <td>Check the alternative that contains, respectiv...</td>\n",
       "      <td>A</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>164</td>\n",
       "      <td>2022</td>\n",
       "      <td>Teórica II</td>\n",
       "      <td>Cristalino/Catarata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sobre a prevenção de endoftalmite em cirurgia ...</td>\n",
       "      <td>Regarding the prevention of endophthalmitis in...</td>\n",
       "      <td>B</td>\n",
       "      <td>b</td>\n",
       "      <td>b</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>165</td>\n",
       "      <td>2022</td>\n",
       "      <td>Teórica II</td>\n",
       "      <td>Cristalino/Catarata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Após realizar as fraturas do núcleo com a técn...</td>\n",
       "      <td>After performing the core fractures with the d...</td>\n",
       "      <td>C</td>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>164 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ID  year        test                theme subtheme  \\\n",
       "0      1  2022   Teórica I             Anatomia   cornea   \n",
       "1      2  2022   Teórica I             Anatomia   retina   \n",
       "2      3  2022   Teórica I             Anatomia   cornea   \n",
       "3      4  2022   Teórica I             Anatomia   cornea   \n",
       "4      5  2022   Teórica I             Anatomia   cornea   \n",
       "..   ...   ...         ...                  ...      ...   \n",
       "159  161  2022  Teórica II  Cristalino/Catarata      NaN   \n",
       "160  162  2022  Teórica II  Cristalino/Catarata      NaN   \n",
       "161  163  2022  Teórica II  Cristalino/Catarata      NaN   \n",
       "162  164  2022  Teórica II  Cristalino/Catarata      NaN   \n",
       "163  165  2022  Teórica II  Cristalino/Catarata      NaN   \n",
       "\n",
       "                                            portuguese  \\\n",
       "0    Em qual região ocular células caliciformes são...   \n",
       "1    Assinale a alternativa que melhor correlaciona...   \n",
       "2    Ordene as três denominações celulares encontra...   \n",
       "3    Sobre a membrana de Descemet da córnea, é corr...   \n",
       "4    Sobre a camada lipídica do filme lacrimal, ass...   \n",
       "..                                                 ...   \n",
       "159  Após bloqueio retrobulbar para realização de c...   \n",
       "160  Sobre a biometria em olhos tamponados por óleo...   \n",
       "161  Assinale a alternativa que contém, respectivam...   \n",
       "162  Sobre a prevenção de endoftalmite em cirurgia ...   \n",
       "163  Após realizar as fraturas do núcleo com a técn...   \n",
       "\n",
       "                                               english answer  \\\n",
       "0    In which ocular region are caliciform cells ph...      D   \n",
       "1    Mark the alternative that best correlates the ...      B   \n",
       "2    Order the three cell names found in the cornea...      A   \n",
       "3    Regarding Descemet's membrane of the cornea, i...      C   \n",
       "4    About the lipidic layer of the lacrimal film, ...      B   \n",
       "..                                                 ...    ...   \n",
       "159  After retrobulbar block for phacoemulsificatio...      C   \n",
       "160  Regarding biometrics in eyes covered with sili...      D   \n",
       "161  Check the alternative that contains, respectiv...      A   \n",
       "162  Regarding the prevention of endophthalmitis in...      B   \n",
       "163  After performing the core fractures with the d...      C   \n",
       "\n",
       "    responses_english responses_english_0 responses_portuguese  \\\n",
       "0                   b                   b                    A   \n",
       "1                   B                   B                    B   \n",
       "2                   c                   c                    b   \n",
       "3                   b                   b                    b   \n",
       "4                   B                   B                    B   \n",
       "..                ...                 ...                  ...   \n",
       "159                 b                   b                    c   \n",
       "160                 b                   b                    c   \n",
       "161                 b                   b                    b   \n",
       "162                 b                   b                    B   \n",
       "163                 c                   c                    c   \n",
       "\n",
       "    responses_portuguese_0  \n",
       "0                        A  \n",
       "1                        B  \n",
       "2                        b  \n",
       "3                        b  \n",
       "4                        B  \n",
       "..                     ...  \n",
       "159                      c  \n",
       "160                      c  \n",
       "161                      b  \n",
       "162                      B  \n",
       "163                      c  \n",
       "\n",
       "[164 rows x 12 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "if N_REPETITIONS > 1:\n",
    "    df = pd.read_csv(f\"responses/{MODEL}_Temperature{str(TEMPERATURE).replace('.', '_')}_{N_REPETITIONS}Repetitions.csv\")\n",
    "else:\n",
    "    df = pd.read_csv(f\"responses/{MODEL}_Temperature{str(TEMPERATURE).replace('.', '_')}.csv\")\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d669e7ea",
   "metadata": {},
   "source": [
    "### Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "654fe983",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/datascience/NLP_Bias/Language_Bias/src/data_analysis.py:173: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_xticklabels(languages, fontsize=16)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  anatomy              5                 6     21                 23.809524   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                    28.571429  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  cornea              4                 1     10                      40.0   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                         10.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        theme  match_english  match_portuguese  Total  \\\n",
      "0  embryology              1                 1      2   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                      50.0                         50.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  genetics              0                 0      2                       0.0   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                          0.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  glaucoma              4                 2      9                 44.444444   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                    22.222222  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  oncology              1                 0      1                     100.0   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                          0.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          theme  match_english  match_portuguese  Total  \\\n",
      "0  pharmacology              5                 4      9   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                 55.555556                    44.444444  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        theme  match_english  match_portuguese  Total  \\\n",
      "0  refraction              9                11     31   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                 29.032258                    35.483871  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  retina              5                 1     12                 41.666667   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                     8.333333  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            theme  match_english  match_portuguese  Total  \\\n",
      "0  contact lenses              0                 0      3   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                       0.0                          0.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  cornea              4                 1     10                      40.0   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                         10.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         theme  match_english  match_portuguese  Total  \\\n",
      "0  cornea/lens              1                 0      1   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                     100.0                          0.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  glaucoma              4                 2      9                 44.444444   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                    22.222222  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              theme  match_english  match_portuguese  Total  \\\n",
      "0  glaucoma/uveitis              0                 0      1   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                       0.0                          0.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           theme  match_english  match_portuguese  Total  \\\n",
      "0  lens/cataract              3                 5      8   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                      37.5                         62.5  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        theme  match_english  match_portuguese  Total  \\\n",
      "0  low vision              1                 1      1   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                     100.0                        100.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 theme  match_english  match_portuguese  Total  \\\n",
      "0  neuro-ophthalmology              0                 1      7   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                       0.0                    14.285714  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    theme  match_english  match_portuguese  Total  \\\n",
      "0  ocular plastic surgery              4                 6     16   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                      25.0                         37.5  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             theme  match_english  match_portuguese  Total  \\\n",
      "0  oncology/ocular plastic surgery              1                 0      3   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                 33.333333                          0.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  optics              0                 1      1                       0.0   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                        100.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               theme  match_english  match_portuguese  Total  \\\n",
      "0  optics/refraction              1                 1      1   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                     100.0                        100.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          theme  match_english  match_portuguese  Total  \\\n",
      "0  pharmacology              5                 4      9   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                 55.555556                    44.444444  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   theme  match_english  match_portuguese  Total  \\\n",
      "0  pharmacology/glaucoma              0                 0      1   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                       0.0                          0.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        theme  match_english  match_portuguese  Total  \\\n",
      "0  refraction              9                11     31   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                 29.032258                    35.483871  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   theme  match_english  match_portuguese  Total  \\\n",
      "0  refraction/low vision              0                 0      2   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                       0.0                          0.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAIjCAYAAADFv4VQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAABbPUlEQVR4nO3de3zP9f//8ft7ZzbbjNnQnMUcQoSRM835kEpamUOUnCLHFFH4IFISqc8HOUQo5XwsLeQ0JIdFOUWG2IbZzPb6/eG399fbhr29Nvae2/VyeV/Y8/18vV6P13vv1+t93+vwfFsMwzAEAACA++b0sAsAAABwdAQqAAAAkwhUAAAAJhGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKuR4O3bskJubm06cOJEp8zt48KBcXFz0+++/Z8r84BiKFSumzp07P/Dlzp49WxaLRbt27Xrgy3ZER44c0TPPPCMfHx9ZLBYtW7bsYZckSapfv77q16//UJb9sN679yP1/X78+HG7prNYLHrvvfeypKaMcrhA9eeff+q1115TiRIl5OHhIW9vb9WuXVsff/yxrl279rDLs9vBgwf13nvv2f3mkaTBgwfLYrGoQ4cOmV9YDjJ8+HB17NhRRYsWtbYtW7ZMZcuWlY+Pj1q1aqUzZ86kma5169bq0aNHmvZy5cqpRYsWGjFiRIaWn7qDuPVRoEABNWjQQKtXr77/FUtHsWLF1LJly0ydJzLX8ePH07wf7vS4n/3Coy48PFz79+/XmDFjNHfuXFWrVu2BLdvM/jwzXbp0SS4uLvrmm28eah2PGpeHXYA9Vq5cqeeff17u7u7q1KmTKlSooOvXr+uXX37RoEGDdODAAc2cOfNhl2mXgwcPatSoUapfv76KFSuW4ekMw9DXX3+tYsWKafny5bp8+bLy5MmTdYU6qL1792rDhg3aunWrte2vv/5Shw4d1KFDB4WEhGjKlCnq0qWL1q5da+2zdu1a/fzzzzpy5Ei683399dfVvHlz/fnnnypZsmSGahk9erSKFy8uwzAUHR2t2bNnq3nz5lq+fDkhyAFERUXJycn836D+/v6aO3euTdukSZP0999/66OPPkrTFxl37do1bdu2TcOHD1fv3r0f+PLvtj9ft27dA6tj7dq1slgseuaZZx7YMjPLK6+8ohdffFHu7u52TXft2jW5uDzcSOMwgerYsWN68cUXVbRoUW3atEkFCxa0PterVy8dPXpUK1euNL0cwzCUkJCgXLlypXkuISFBbm5umbJTNeunn37S33//rU2bNik0NFTffvutwsPDH3ZZmerGjRtKSUmRm5vbfc9j1qxZKlKkiGrWrGltW7dunR577DHNmTNHFotFwcHBatiwoRISEuTh4aEbN26of//+GjFixB0/0Bo3bqy8efNqzpw5Gj16dIZqadasmc1fy926dVNAQIC+/vprApUDsHcHfyeenp56+eWXbdoWLlyoS5cupWl/1Nm7Dzh//rwkydfX9559r169Kk9PTzPl2cXMfsxeq1atUu3atTP0OmQ3zs7OcnZ2tns6Dw+PLKjGPg8/GWTQhAkTdOXKFf33v/+1CVOpSpUqpX79+ll/vnHjht5//32VLFlS7u7uKlasmN5++20lJibaTJd6imTt2rWqVq2acuXKpc8//1w//fSTLBaLFi5cqHfeeUeFCxdW7ty5FRcXJ0navn27mjZtKh8fH+XOnVv16tXTli1b0tR1+vRpdevWTYUKFZK7u7uKFy+unj176vr165o9e7aef/55SVKDBg2sh/l/+umne74e8+fPV7ly5dSgQQM1btxY8+fPT9MndR2++eYbjRkzRo899pg8PDzUqFEjHT161KbvkSNH1L59ewUGBsrDw0OPPfaYXnzxRcXGxkqSnn32WT355JM207Rq1UoWi0U//PCDtW379u2yWCw2p7JiYmL05ptvKigoSO7u7ipVqpTGjx+vlJQUa5/U0yAffvihpkyZYv29HTx4UJI0depUlS9fXrlz51bevHlVrVo1LViw4J6v07Jly9SwYUNZLBZr27Vr1+Tr62tt8/Pzk2EY1lPGn376qZKTk9WnT587ztfV1VX169fX999/f88a7sTX11e5cuWy/lVlGIaKFSumNm3apOmbkJAgHx8fvfbaa/e9vFQRERF6/vnnVaRIEbm7uysoKEj9+/dPc8q8c+fO8vLy0unTp9W2bVt5eXnJ399fAwcOVHJysk3ff//9V6+88oq8vb3l6+ur8PBw7du3TxaLRbNnz7b2u9N1JJ07d07zF/2HH36oWrVqKV++fMqVK5eqVq2qJUuWpJn22rVr6tu3r/Lnz688efKodevWOn36dLrXVJw+fVpdu3ZVQECA3N3dVb58ef3vf//L0Ot2+3Uoqadyt2zZogEDBsjf31+enp5q166d9YM9MyUmJmZoOatXr1adOnXk6empPHnyqEWLFjpw4IBNn9Tf7cmTJ9WyZUt5eXmpcOHCmjZtmiRp//79atiwoTw9PVW0aNF0t7WMbNeS9M8//+jw4cNKSkq66/rdax9w+PBhPffcc/Lz85OHh4eqVatms+957733rKf1Bw0aJIvFYn1Pvffee7JYLDp48KBeeukl5c2bV08//bQk6bffflPnzp2tl5EEBgaqa9eu+vfff9PUaGZ/nt57/9y5c9Y/rDw8PFSpUiXNmTPnjq/LzJkzra/LU089pZ07d6apMSUlRWvWrFGLFi3u+nr/9ddfev755+Xn56fcuXOrZs2aNgclDMNQ/vz5NWDAAJt5+/r6ytnZWTExMdb28ePHy8XFRVeuXEl3Wbt27ZLFYkmzbtL/HU1bsWKFpPSvodq1a5dCQ0OVP39+5cqVS8WLF1fXrl1t5pPe9r5nzx41a9ZM3t7e8vLyUqNGjfTrr7/a9MnM7dhhjlAtX75cJUqUUK1atTLU/9VXX9WcOXP03HPP6a233tL27ds1btw4HTp0SN99951N36ioKHXs2FGvvfaaunfvrjJlylife//99+Xm5qaBAwcqMTFRbm5u2rRpk5o1a6aqVatq5MiRcnJy0qxZs9SwYUNFRESoevXqkqQzZ86oevXqiomJUY8ePVS2bFmdPn1aS5YsUXx8vOrWrau+ffvqk08+0dtvv63g4GBJsv57J4mJiVq6dKneeustSVLHjh3VpUsXnT17VoGBgWn6/+c//5GTk5MGDhyo2NhYTZgwQWFhYdq+fbsk6fr16woNDVViYqL69OmjwMBAnT59WitWrFBMTIx8fHxUp04dff/994qLi5O3t7cMw9CWLVvk5OSkiIgItW7dWtLND2snJyfVrl1bkhQfH6969erp9OnTeu2111SkSBFt3bpVw4YN0z///KMpU6bY1Dpr1iwlJCSoR48ecnd3l5+fn7744gv17dtXzz33nPr166eEhAT99ttv2r59u1566aU7vk6nT5/WyZMn0wTBp556Sm+99Za+/vpr1axZU2PGjFGpUqWUN29enT9/XqNGjdK8efPk6up6199D1apVbV6Te4mNjdWFCxdkGIbOnTunqVOn6sqVK9ajEhaLRS+//LImTJigixcvys/Pzzrt8uXLFRcXlylHMBYvXqz4+Hj17NlT+fLl044dOzR16lT9/fffWrx4sU3f5ORkhYaGqkaNGvrwww+1YcMGTZo0SSVLllTPnj0l3dzJtmrVSjt27FDPnj1VtmxZff/996aPmH788cdq3bq1wsLCdP36dS1cuFDPP/+8VqxYYfNh0blzZ33zzTd65ZVXVLNmTW3evDndD5Po6GjVrFlTFotFvXv3lr+/v1avXq1u3bopLi5Ob7755n3V2adPH+XNm1cjR47U8ePHNWXKFPXu3VuLFi2631W/7+XMnTtX4eHhCg0N1fjx4xUfH6/p06fr6aef1p49e2xCa3Jyspo1a6a6detqwoQJmj9/vnr37i1PT08NHz5cYWFhevbZZzVjxgx16tRJISEhKl68uCT7tuthw4Zpzpw5OnbsWIYua0hvH3DgwAHVrl1bhQsX1tChQ+Xp6alvvvlGbdu21dKlS9WuXTs9++yz8vX1Vf/+/dWxY0c1b95cXl5eNvN+/vnnVbp0aY0dO1aGYUiS1q9fr7/++ktdunRRYGCg9dKRAwcO6Ndff7X+4ZXZ+/Nr166pfv36Onr0qHr37q3ixYtr8eLF6ty5s2JiYmwOEEjSggULdPnyZb322muyWCyaMGGCnn32Wf311182+6qdO3fq/Pnzat68+R1f4+joaNWqVUvx8fHq27ev8uXLpzlz5qh169ZasmSJ2rVrJ4vFotq1a+vnn3+2Tvfbb78pNjZWTk5O2rJli3U7i4iIUJUqVdK83qmqVaumEiVK6JtvvkmzX1i0aJHy5s2r0NDQdKc9d+6cnnnmGfn7+2vo0KHy9fXV8ePH9e23395x/STpwIEDqlOnjry9vTV48GC5urrq888/V/369bV582bVqFHDpn+mbMeGA4iNjTUkGW3atMlQ/7179xqSjFdffdWmfeDAgYYkY9OmTda2okWLGpKMNWvW2PT98ccfDUlGiRIljPj4eGt7SkqKUbp0aSM0NNRISUmxtsfHxxvFixc3mjRpYm3r1KmT4eTkZOzcuTNNjanTLl682JBk/PjjjxlaN8MwjCVLlhiSjCNHjhiGYRhxcXGGh4eH8dFHH6W7DsHBwUZiYqK1/eOPPzYkGfv37zcMwzD27NljSDIWL158x2Xu3LnTkGSsWrXKMAzD+O233wxJxvPPP2/UqFHD2q9169ZGlSpVrD+///77hqenp/HHH3/YzG/o0KGGs7OzcfLkScMwDOPYsWOGJMPb29s4d+6cTd82bdoY5cuXz+jLY7VhwwZDkrF8+fI0z/Xt29eQZEgy/Pz8rO+J7t27G02bNs3Q/BcsWGBIMrZv337XfrNmzbIu69aHu7u7MXv2bJu+UVFRhiRj+vTpNu2tW7c2ihUrZvOeS0/RokWNFi1a3LXPre/nVOPGjTMsFotx4sQJa1t4eLghyRg9erRN3ypVqhhVq1a1/rx06VJDkjFlyhRrW3JystGwYUNDkjFr1ixre7169Yx69eqlWX54eLhRtGjRu9Z5/fp1o0KFCkbDhg2tbbt37zYkGW+++aZN386dOxuSjJEjR1rbunXrZhQsWNC4cOGCTd8XX3zR8PHxSfd1uVXRokWN8PBw68+pv9fGjRvb/F769+9vODs7GzExMXed361atGiRZv3tXc7ly5cNX19fo3v37jbTnz171vDx8bFpT/3djh071tp26dIlI1euXIbFYjEWLlxobT98+HCa1zKj2/Wtyzp27NhdX4O77QMaNWpkVKxY0UhISLC2paSkGLVq1TJKly6dZh4TJ060mX7kyJGGJKNjx45plpve7/3rr782JBk///yztc3s/vz29/6UKVMMSca8efOsbdevXzdCQkIMLy8vIy4uzmad8uXLZ1y8eNHa9/vvv093//buu++meS/d/t598803DUlGRESEte3y5ctG8eLFjWLFihnJycmGYRjGxIkTDWdnZ2stn3zyiVG0aFGjevXqxpAhQwzDuLmt+/r6Gv3790+zzrcaNmyY4erqarMOiYmJhq+vr9G1a1drW+r7PfX98t133xmS0n3db3X7e7Rt27aGm5ub8eeff1rbzpw5Y+TJk8eoW7dumuVlxnbsEKf8Uk+zZfSi61WrVkmSzaFKSdYjOrdfa1W8ePE7puPw8HCb66n27t2rI0eO6KWXXtK///6rCxcu6MKFC7p69aoaNWqkn3/+WSkpKUpJSdGyZcvUqlWrdO8yufUUlL3mz5+vatWqqVSpUpJkPayf3mk/SerSpYvN+fs6depIunnIV5J8fHwk3Tz0Gh8fn+48Uv/6SP1rJSIiQo899pg6deqkyMhIxcfHyzAM/fLLL9b5SzePhtSpU0d58+a1vlYXLlxQ48aNlZycbPPXjyS1b98+zXVLvr6++vvvv9M9vH03qYfs8+bNm+a5jz/+WCdOnND27dt14sQJNWjQQHv37tVXX32ljz76SLGxsXr55ZdVuHBh1a9fX4cOHUozj9T5XrhwIUP1TJs2TevXr9f69es1b948NWjQQK+++qrNX1qPP/64atSoYfO7vHjxolavXq2wsDBT75tUt76fr169qgsXLqhWrVoyDEN79uxJ0//111+3+blOnTrW944krVmzRq6ururevbu1zcnJSb169cq0Oi9duqTY2FjVqVNHkZGRNsuWpDfeeMNm2ttP1xqGoaVLl6pVq1YyDMPmvRgaGqrY2Fib+dqjR48eNr+XOnXqKDk5OdOG6cjoctavX6+YmBh17NjRZv2cnZ1Vo0YN/fjjj2nm+eqrr1r/7+vrqzJlysjT01MvvPCCtb1MmTLy9fW1+Z3bs13Pnj3bejo7I27fB1y8eFGbNm3SCy+8oMuXL1uX9e+//yo0NFRHjhzR6dOnMzTv29/Lku37LCEhQRcuXLBec5n6nsiK/fmqVasUGBiojh07WttcXV3Vt29fXblyRZs3b7bp36FDB5t92e378Vvne6/TfatWrVL16tWtpz0lycvLSz169NDx48etp1lT32OpN/VERESoTp06qlOnjiIiIiRJv//+u2JiYmz2++np0KGDkpKSbPZ369atU0xMzF3vVE+9DmzFihX3PG2cKjk5WevWrVPbtm1VokQJa3vBggX10ksv6ZdffrHmilSZsR07RKBKPZ1y+fLlDPU/ceKEnJycrIEjVWBgoHx9fdO8QKmHsdNz+3Opd32Fh4fL39/f5vHll18qMTFRsbGxOn/+vOLi4lShQoUM1ZxRMTExWrVqlerVq6ejR49aH7Vr19auXbv0xx9/pJmmSJEiNj+nbpSXLl2yruOAAQP05ZdfKn/+/AoNDdW0adOs109JNy8UDAkJsW5EqRvW008/reTkZP366686ePCgLl68aLNhHTlyRGvWrEnzWjVu3FjSzcO5t0rvdzFkyBB5eXmpevXqKl26tHr16pXu9Wp3Yvz/Q/vpvS7Vq1e3Hqbu27evXn/9dZUtW1a9evXSqVOn9P3336tixYpq1aqVbty4ke58M7ozrV69uho3bqzGjRsrLCxMK1euVLly5dS7d29dv37d2q9Tp07asmWL9X26ePFiJSUl6ZVXXsnwOt/NyZMn1blzZ/n5+Vmvi6pXr54k2fzOpZsXet4ecPPmzWt970g3t7eCBQsqd+7cNv1u3/7stWLFCtWsWVMeHh7y8/OTv7+/pk+fblNj6rZ++/vm9mWfP39eMTExmjlzZpr3YpcuXSSlfS9m1L22r8xyr+Wk7psaNmyYZh3XrVuXZv3S+936+PjoscceS/Oe9vHxsVkfe7dre9z+uzx69KgMw9C7776bZnkjR460a3np7V8uXryofv36KSAgQLly5ZK/v7+1X+p7LSv25ydOnFDp0qXT3OSUeorw9s+pjLzPzp49q8jIyHsGqhMnTthc2nKnZT/55JPKnTt3mv1+3bp1tWvXLiUkJFifuzWcpadSpUoqW7aszSm0RYsWKX/+/GrYsOEdp6tXr57at2+vUaNGKX/+/GrTpo1mzZqV5nroW50/f17x8fF3XMeUlBSdOnXKpj0ztmOHuIbK29tbhQoVsnsgxYx+0KV3R9+dnku94HLixImqXLlyutN4eXnp4sWLGSvSTosXL1ZiYqImTZqkSZMmpXl+/vz5GjVqlE3bne6YuDVoTJo0SZ07d9b333+vdevWqW/fvho3bpx+/fVXPfbYY5JubjBjxoyxbkTDhw+Xr6+vKlSooIiICAUEBEiSTaBKSUlRkyZNNHjw4HRrePzxx21+Tu93ERwcrKioKK1YsUJr1qzR0qVL9dlnn2nEiBFp1vVW+fLlk5SxDWLRokU6dOiQfvjhByUnJ+ubb77RunXrVK1aNZUvX15ffPGFfv31V5udRup88+fPf8/5p8fJyUkNGjTQxx9/rCNHjqh8+fKSpBdffFH9+/fX/Pnz9fbbb2vevHmqVq1aujsHeyUnJ6tJkya6ePGihgwZorJly8rT01OnT59W586d01xQfD9329yNxWJJN+DefpF76nV5devW1WeffaaCBQvK1dVVs2bNytDNCLdLXa+XX375jtd2PfHEE3bPV8rY9pUZ7rWc1HWcO3duutdS3n5L+Z3ml5H1sXe7tsed9rkDBw6845mEjIb39PYvL7zwgrZu3apBgwapcuXK8vLyUkpKipo2bZpme3iYMvJ7Wb16tTw8PNSgQYNMWaarq6tq1Kihn3/+WUePHtXZs2dVp04dBQQEKCkpSdu3b1dERITKli2boSE+OnTooDFjxujChQvKkyePfvjhB3Xs2PGuwx1YLBYtWbJEv/76q5YvX661a9eqa9eumjRpkn799dc7Xrdlr8zYjh0iUElSy5YtNXPmTG3btk0hISF37Vu0aFGlpKToyJEjNhcERkdHKyYmxmaAR3uljjnk7e1t/WssPf7+/vL29r5nCLT3UPH8+fNVoUIF619mt/r888+1YMGCu4aMu6lYsaIqVqyod955R1u3blXt2rU1Y8YMffDBB5JuBqXr16/r66+/1unTp63BqW7dutZA9fjjj1uDlXTz9bpy5cpdX6uM8PT0tI4ddf36dT377LMaM2aMhg0bdsfbZcuWLSvp5pAbdxMfH69Bgwbp/fffl6+vr6Kjo5WUlKRChQpJurkTzps3b5rTCseOHZOTk5OpD4/Uo1633h3j5+dnPYUbFhamLVu2pLl4/37t379ff/zxh+bMmaNOnTpZ29evX3/f8yxatKh+/PFHxcfH2xyluv1OUunmX323n6KQ0v41vnTpUnl4eGjt2rU2wxXMmjUrzbJTUlJ07NgxlS5d+o7L9vf3V548eZScnGz6vZhdpe6bChQokOXrmFnbdUaknrJxdXXN9OVdunRJGzdu1KhRo2wG6r19/Lms2J8XLVpUv/32m1JSUmyOUh0+fNj6vL1WrlypBg0a3PUgQeq8o6Ki0rSnt+w6depo/Pjx2rBhg/Lnz6+yZcvKYrGofPnyioiIUERERIaHfenQoYNGjRqlpUuXKiAgQHFxcXrxxRczNG3NmjWtNxEtWLBAYWFhWrhwoc1p61T+/v7KnTv3HdfRyclJQUFBGVquPRzilJ90c1RwT09Pvfrqq4qOjk7z/J9//qmPP/5Ykqx3N9z+ITR58mRJuufh0LupWrWqSpYsqQ8//DDdW0RTb7N0cnJS27ZttXz58nS/MiI19aaOg3LrLah3curUKf3888964YUX9Nxzz6V5dOnSRUePHrXevZdRcXFxaU5nVaxYUU5OTjaHVWvUqCFXV1eNHz9efn5+1iMqderU0a+//qrNmzenOY/+wgsvaNu2bTaDZqaKiYlJs9z03H77spubm8qVKyfDMO56Tr1w4cIKCgq651d2jB8/Xnnz5rVeA5QvXz65uLhYdy4XLlzQ+fPn0/zVv3v3bpUvX956DZq9kpKStG7dOrm5uaW5E+iVV17RwYMHNWjQIDk7O2d4p3MvqX+F3fpXl2EY1m3nfoSGhiopKUlffPGFtS0lJcV6C/6tSpYsqcOHD9vcjrxv3740p3CdnZ1lsVhsjlwdP348zdeIpB6x+Oyzz2zap06dmmZ+7du319KlS9P9UMyKYQ4etNDQUHl7e2vs2LHpbheZuY72bNcZHTbhTgoUKKD69evr888/1z///JPmeTPrld72IKX97MiK/Xnz5s119uxZm1NgN27c0NSpU+Xl5WU9DZ9RSUlJWr9+fYY+35o3b64dO3Zo27Zt1rarV69q5syZKlasmMqVK2dtr1OnjhITEzVlyhQ9/fTT1tBYp04dzZ07V2fOnLnn9VOpgoODVbFiRS1atEiLFi1SwYIFVbdu3btOc+nSpTS/n9SzQ3c67efs7KxnnnlG33//vc3wC9HR0VqwYIGefvrpDN2ZbS+HOUJVsmRJLViwQB06dFBwcLDNSOlbt2613m4q3TxXGx4erpkzZyomJkb16tXTjh07NGfOHLVt29bU4VAnJyd9+eWXatasmcqXL68uXbqocOHCOn36tH788Ud5e3tr+fLlkqSxY8dq3bp1qlevnnr06KHg4GD9888/Wrx4sX755Rf5+vqqcuXKcnZ21vjx4xUbGyt3d3c1bNhQBQoUSLPsBQsWyDAM6xAFt2vevLlcXFw0f/78NLeE3s2mTZvUu3dvPf/883r88cd148YNzZ071/ohlCp37tyqWrWqfv31V+sYVNLNI1RXr17V1atX02xYgwYN0g8//KCWLVuqc+fOqlq1qq5evar9+/dryZIlOn78+D1PmT3zzDMKDAxU7dq1FRAQoEOHDunTTz9VixYt7nmjQps2bfTdd9/JMIx0/3o8efKkJk6cqJUrV1p3ri4uLmrTpo3efPNNnTx5Ut99950KFSpkc2Q0KSlJmzdvTnMx9N2sXr3aGtLOnTunBQsW6MiRIxo6dGiajbtFixbKly+fFi9erGbNmqX7friTo0ePWo8q3qpKlSp65plnVLJkSQ0cOFCnT5+Wt7e3li5daup6n7Zt26p69ep66623dPToUZUtW1Y//PCD9bT3ra97165dNXnyZIWGhqpbt246d+6cZsyYofLly9tcJNqiRQtNnjxZTZs21UsvvaRz585p2rRpKlWqlH777Tdrv6pVq6p9+/aaMmWK/v33X+uwCanXEt667P/85z/68ccfVaNGDXXv3l3lypXTxYsXFRkZqQ0bNmTZafoHxdvbW9OnT9crr7yiJ598Ui+++KL8/f118uRJrVy5UrVr19ann36aKcuyZ7u2d9iE9EybNk1PP/20KlasqO7du6tEiRKKjo7Wtm3b9Pfff2vfvn33NV9vb2/rsBFJSUkqXLiw1q1bl+5R7czen/fo0UOff/65OnfurN27d6tYsWJasmSJ9Yi0vd98kXqhdUYC1dChQ/X111+rWbNm6tu3r/z8/Ky/o6VLl9ocMQsJCZGLi4uioqJsvoqrbt26mj59uiRlOFBJN49SjRgxQh4eHurWrds9B8qeM2eOPvvsM7Vr104lS5bU5cuX9cUXX8jb2/uuQ0N88MEHWr9+vZ5++mm98cYbcnFx0eeff67ExERNmDAhw/XaJcP3A2YTf/zxh9G9e3ejWLFihpubm5EnTx6jdu3axtSpU21uqU1KSjJGjRplFC9e3HB1dTWCgoKMYcOG2fQxjDvfZp465MCdhhLYs2eP8eyzzxr58uUz3N3djaJFixovvPCCsXHjRpt+J06cMDp16mT4+/sb7u7uRokSJYxevXrZDGPwxRdfGCVKlDCcnZ3vOoRCxYoVjSJFitz19alfv75RoEABIykp6Y7rkHobburt7H/99ZfRtWtXo2TJkoaHh4fh5+dnNGjQwNiwYUOa+Q8aNMiQZIwfP96mvVSpUoYkm1tUU12+fNkYNmyYUapUKcPNzc3Inz+/UatWLePDDz80rl+/blPT7bc7G4ZhfP7550bdunWtr3XJkiWNQYMGGbGxsXd9LQzDMCIjI9PcHnyr559/3nj22WfTtEdHRxutWrUy8uTJYzz55JPGrl27bJ5fvXq1zdAVd5PesAkeHh5G5cqVjenTp99xKIQ33njDkGQsWLDgnstIlToMSHqPbt26GYZhGAcPHjQaN25seHl5Gfnz5ze6d+9u7Nu3L80QB+Hh4Yanp2eaZaTegn6r8+fPGy+99JKRJ08ew8fHx+jcubOxZcsWQ5LNLfiGYRjz5s0zSpQoYbi5uRmVK1c21q5dm+6wCf/973+N0qVLG+7u7kbZsmWNWbNmpbvsq1evGr169TL8/PwMLy8vo23bttbhJ/7zn//Y9I2OjjZ69eplBAUFGa6urkZgYKDRqFEjY+bMmRl6bdMbNuH227lTtzt7hkLJyLAJGV3Ojz/+aISGhho+Pj6Gh4eHUbJkSaNz58427+E7/W7r1auX7hAl6e0nM7Jdpy5LdgybkN4+wDAM488//zQ6depkBAYGGq6urkbhwoWNli1bGkuWLLnnPFLfN+fPn08z37///tto166d4evra/j4+BjPP/+8cebMmTS34RuGuf15ekOGREdHG126dDHy589vuLm5GRUrVrTZBu/1utxa48CBA41y5cql+9rd/t41jJuv53PPPWf4+voaHh4eRvXq1Y0VK1akO/1TTz2VZoiYv//+25BkBAUFpTvNnRw5csS6T/rll1/SPH/7sAmRkZFGx44djSJFihju7u5GgQIFjJYtW6bZJ6f3+4qMjDRCQ0MNLy8vI3fu3EaDBg2MrVu3pru8zNiOLf+/ECDHatSokQoVKpTm+9PMaNu2rSwWS5pBYjNT//799d///ldnz55NcwedI1i2bJnatWunX375xTrQ64Oyd+9eValSRfPmzVNYWNgDXTbwMJQrV04tW7bMuqMvuCeHuYYKuF9jx47VokWLMm1coEOHDmnFihV6//33M2V+6UlISNC8efPUvn17hwhTt39tTXJysqZOnSpvb+80I9Vn9bKlm9fAODk53fP6DCAnuH79ujp06GAdAgQPB0eogGzk3Llz2rBhg5YsWaJly5YpMjLyjsNzZCevvvqqrl27ppCQECUmJurbb7/V1q1bNXbsWA0bNixLlz1q1Cjt3r1bDRo0kIuLi1avXq3Vq1dbr1EBgAfBYS5KBx4FBw8eVFhYmAoUKKBPPvnEIcKUdHMwyUmTJmnFihVKSEhQqVKlNHXqVPXu3TvLl12rVi2tX79e77//vq5cuaIiRYrovffe0/Dhw7N82QCQiiNUAAAAJnENFQAAgEkEKgAAAJO4hioTpKSk6MyZM8qTJ899fes4AACPKsMwdPnyZRUqVOieA31mZwSqTHDmzJks+V4gAAAeFadOndJjjz32sMu4bwSqTJD6FQGnTp3Kku8HAgAgp4qLi1NQUJDdX7eT3RCoMkHqaT5vb28CFQAA98HRL5lx3JOVAAAA2QSBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADCJQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmEagAAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJhGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADCJQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmEagAAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJhGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADDJ4QLVtGnTVKxYMXl4eKhGjRrasWPHXfsvXrxYZcuWlYeHhypWrKhVq1bdse/rr78ui8WiKVOmZHLVAAAgJ3OoQLVo0SINGDBAI0eOVGRkpCpVqqTQ0FCdO3cu3f5bt25Vx44d1a1bN+3Zs0dt27ZV27Zt9fvvv6fp+9133+nXX39VoUKFsno1AABADuNQgWry5Mnq3r27unTponLlymnGjBnKnTu3/ve//6Xb/+OPP1bTpk01aNAgBQcH6/3339eTTz6pTz/91Kbf6dOn1adPH82fP1+urq4PYlUAAEAO4jCB6vr169q9e7caN25sbXNyclLjxo21bdu2dKfZtm2bTX9JCg0NtemfkpKiV155RYMGDVL58uUzVEtiYqLi4uJsHgAA4NHlMIHqwoULSk5OVkBAgE17QECAzp49m+40Z8+evWf/8ePHy8XFRX379s1wLePGjZOPj4/1ERQUZMeaAACAnMZhAlVW2L17tz7++GPNnj1bFoslw9MNGzZMsbGx1sepU6eysEoAAJDdOUygyp8/v5ydnRUdHW3THh0drcDAwHSnCQwMvGv/iIgInTt3TkWKFJGLi4tcXFx04sQJvfXWWypWrNgda3F3d5e3t7fNAwAAPLocJlC5ubmpatWq2rhxo7UtJSVFGzduVEhISLrThISE2PSXpPXr11v7v/LKK/rtt9+0d+9e66NQoUIaNGiQ1q5dm3UrAwAAchSXh12APQYMGKDw8HBVq1ZN1atX15QpU3T16lV16dJFktSpUycVLlxY48aNkyT169dP9erV06RJk9SiRQstXLhQu3bt0syZMyVJ+fLlU758+WyW4erqqsDAQJUpU+bBrhwAAHBYDhWoOnTooPPnz2vEiBE6e/asKleurDVr1lgvPD958qScnP7voFutWrW0YMECvfPOO3r77bdVunRpLVu2TBUqVHhYqwAAAHIgi2EYxsMuwtHFxcXJx8dHsbGxXE8FAIAdcspnqMNcQwUAAJBdEagAAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJhGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADCJQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmEagAAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJhGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADCJQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmEagAAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJhGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADCJQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmOVygmjZtmooVKyYPDw/VqFFDO3bsuGv/xYsXq2zZsvLw8FDFihW1atUq63NJSUkaMmSIKlasKE9PTxUqVEidOnXSmTNnsno1AABADuJQgWrRokUaMGCARo4cqcjISFWqVEmhoaE6d+5cuv23bt2qjh07qlu3btqzZ4/atm2rtm3b6vfff5ckxcfHKzIyUu+++64iIyP17bffKioqSq1bt36QqwUAABycxTAM42EXkVE1atTQU089pU8//VSSlJKSoqCgIPXp00dDhw5N079Dhw66evWqVqxYYW2rWbOmKleurBkzZqS7jJ07d6p69eo6ceKEihQpkqG64uLi5OPjo9jYWHl7e9/HmgEA8GjKKZ+hDnOE6vr169q9e7caN25sbXNyclLjxo21bdu2dKfZtm2bTX9JCg0NvWN/SYqNjZXFYpGvr+8d+yQmJiouLs7mAQAAHl0OE6guXLig5ORkBQQE2LQHBATo7Nmz6U5z9uxZu/onJCRoyJAh6tix411T8rhx4+Tj42N9BAUF2bk2AAAgJ3GYQJXVkpKS9MILL8gwDE2fPv2ufYcNG6bY2Fjr49SpUw+oSgAAkB25POwCMip//vxydnZWdHS0TXt0dLQCAwPTnSYwMDBD/VPD1IkTJ7Rp06Z7nsN1d3eXu7v7fawFAADIiRzmCJWbm5uqVq2qjRs3WttSUlK0ceNGhYSEpDtNSEiITX9JWr9+vU3/1DB15MgRbdiwQfny5cuaFQAAADmWwxyhkqQBAwYoPDxc1apVU/Xq1TVlyhRdvXpVXbp0kSR16tRJhQsX1rhx4yRJ/fr1U7169TRp0iS1aNFCCxcu1K5duzRz5kxJN8PUc889p8jISK1YsULJycnW66v8/Pzk5ub2cFYUAAA4FIcKVB06dND58+c1YsQInT17VpUrV9aaNWusF56fPHlSTk7/d9CtVq1aWrBggd555x29/fbbKl26tJYtW6YKFSpIkk6fPq0ffvhBklS5cmWbZf3444+qX7/+A1kvAADg2BxqHKrsKqeMoQEAwIOWUz5DHeYaKgAAgOyKQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmEagAAABMIlABAACYZPdI6ceOHVNERIROnDih+Ph4+fv7q0qVKgoJCZGHh0dW1AgAAJCtZThQzZ8/Xx9//LF27dqlgIAAFSpUSLly5dLFixf1559/ysPDQ2FhYRoyZIiKFi2alTUDAABkKxkKVFWqVJGbm5s6d+6spUuXKigoyOb5xMREbdu2TQsXLlS1atX02Wef6fnnn8+SggEAALKbDH2X39q1axUaGpqhGf777786fvy4qlataro4R5FTvocIAIAHLad8hmboCFVGw5Qk5cuXT/ny5bvvggAAAByN3Rel32rlypX66aeflJycrNq1a6t9+/aZVRcAAIDDuO9hE959910NHjxYFotFhmGof//+6tOnT2bWBgAA4BAydA2VJO3atUvVqlWz/vz4449r3759ypUrlyRp3759ql+/vi5dupQ1lWZjOeX8LwAAD1pO+QzN8BGq119/XW+++abi4+MlSSVKlNCkSZMUFRWl/fv3a/r06Xr88cezrFAAAIDsKsOBavv27SpYsKCefPJJLV++XP/73/+0Z88e1apVS3Xq1NHff/+tBQsWZGWtAAAA2VKGT/ml+uuvv9SzZ095enrq008/VaFChbKqNoeRUw5XAgDwoOWUz1C7L0ovUaKE1q5dq3bt2qlu3bqaNm1aVtQFAADgMDIcqGJiYjR48GC1atVK77zzjtq1a6ft27dr586dqlmzpvbv35+VdQIAAGRbGQ5U4eHh2r59u1q0aKGoqCj17NlT+fLl0+zZszVmzBh16NBBQ4YMycpaAQAAsqUMD+y5adMm7dmzR6VKlVL37t1VqlQp63ONGjVSZGSkRo8enSVFAgAAZGcZPkJVunRpzZw5U3/88YdmzJihokWL2jzv4eGhsWPHZnqBAAAA2V2GA9X//vc/bdq0SVWqVNGCBQs0ffr0rKwLAADAYWT4lF/lypW1a9eurKwFAADAIWXoCJWdQ1UBAAA8UjIUqMqXL6+FCxfq+vXrd+135MgR9ezZU//5z38ypTgAAABHkKFTflOnTtWQIUP0xhtvqEmTJqpWrZoKFSokDw8PXbp0SQcPHtQvv/yiAwcOqHfv3urZs2dW1w0AAJBt2PXVM7/88osWLVqkiIgInThxQteuXVP+/PlVpUoVhYaGKiwsTHnz5s3KerOlnDJsPgAAD1pO+Qy1+7v8kFZOeTMAAPCg5ZTPULu/yw8AAAC2CFQAAAAmEagAAABMIlABAACYRKACAAAwye5AFRkZqf3791t//v7779W2bVu9/fbb9xz4EwAAICeyO1C99tpr+uOPPyRJf/31l1588UXlzp1bixcv1uDBgzO9QAAAgOzO7kD1xx9/qHLlypKkxYsXq27dulqwYIFmz56tpUuXZnZ9AAAA2Z7dgcowDKWkpEiSNmzYoObNm0uSgoKCdOHChcytDgAAwAHYHaiqVaumDz74QHPnztXmzZvVokULSdKxY8cUEBCQ6QUCAABkd3YHqilTpigyMlK9e/fW8OHDVapUKUnSkiVLVKtWrUwvEAAAILtzsadzcnKyYmJi9PPPP6f5EuSJEyfK2dk5U4sDAABwBHYdoXJ2dtYzzzyjmJiYNM95eHjI1dU1s+oCAABwGHaf8qtQoYL++uuvrKgFAADAIdkdqD744AMNHDhQK1as0D///KO4uDibBwAAwKPGYhiGYc8ETk7/l8EsFov1/4ZhyGKxKDk5OfOqcxBxcXHy8fFRbGysvL29H3Y5AAA4jJzyGWrXRemS9OOPP2ZFHQAAAA7L7kBVr169rKgDAADAYdl9DZUkRURE6OWXX1atWrV0+vRpSdLcuXP1yy+/ZGpxAAAAjsDuQLV06VKFhoYqV65cioyMVGJioiQpNjZWY8eOzfQCAQAAsrv7ustvxowZ+uKLL2zGnapdu7YiIyMztTgAAABHYHegioqKUt26ddO0+/j4pDvgJwAAQE5nd6AKDAzU0aNH07T/8ssvKlGiRKYUBQAA4EjsDlTdu3dXv379tH37dlksFp05c0bz58/XwIED1bNnz6yoEQAAIFuze9iEoUOHKiUlRY0aNVJ8fLzq1q0rd3d3DRw4UH369MmKGgEAALI1u0dKT3X9+nUdPXpUV65cUbly5eTl5ZXZtTmMnDLKKwAAD1pO+Qy1+wjVpk2bVKtWLXl4eKhcuXJZURMAAIBDsTtQtW7dWjdu3NBTTz2l+vXrq169eqpdu7Zy5cqVFfUBAABke3ZflH7p0iVt3LhRzZo1044dO9SuXTv5+vqqdu3aeuedd7KiRgAAgGztvq+hSnXgwAFNnDhR8+fPV0pKipKTkzOrNoeRU87/AgDwoOWUz1C7T/n98ccf+umnn/TTTz9p8+bNSkxMVJ06dfThhx+qfv36WVAiAABA9mZ3oCpbtqz8/f3Vr18/DR06VBUrVpTFYsmK2gAAAByC3ddQ9e3bV4ULF9bo0aP1+uuva/jw4Vq3bp3i4+Ozoj4AAIBs776voYqJiVFERIQ2b96szZs368CBA6pSpYq2bNmS2TVmeznl/C8AAA9aTvkMtfsIVark5GQlJSUpMTFRCQkJSkxMVFRUVGbWBgAA4BDu65TfE088oYCAAL322ms6c+aMunfvrj179uj8+fNZUSMAAEC2ZvdF6f/884969Oih+vXrq0KFCllREwAAgEOxO1AtXrw4K+oAAABwWHaf8pszZ45Wrlxp/Xnw4MHy9fVVrVq1dOLEiUwtDgAAwBHYHajGjh1r/d6+bdu2adq0aZowYYLy58+v/v37Z3qBAAAA2Z3dp/xOnTqlUqVKSZKWLVum9u3bq0ePHqpduzYjpQMAgEeS3UeovLy89O+//0qS1q1bpyZNmkiSPDw8dO3atcytDgAAwAHYHaiaNGmiV199Va+++qr++OMPNW/eXNLNL0kuVqxYZteXxrRp01SsWDF5eHioRo0a2rFjx137L168WGXLlpWHh4cqVqyoVatW2TxvGIZGjBihggULKleuXGrcuLGOHDmSlasAAAByGLsD1bRp0xQSEqLz589r6dKlypcvnyRp9+7d6tixY6YXeKtFixZpwIABGjlypCIjI1WpUiWFhobq3Llz6fbfunWrOnbsqG7dumnPnj1q27at2rZtq99//93aZ8KECfrkk080Y8YMbd++XZ6engoNDVVCQkKWrgsAAMg57vurZx6GGjVq6KmnntKnn34qSUpJSVFQUJD69OmjoUOHpunfoUMHXb16VStWrLC21axZU5UrV9aMGTNkGIYKFSqkt956SwMHDpQkxcbGKiAgQLNnz9aLL76YobpyyrD5AAA8aDnlM9Tui9Klm9/jt2PHDp07d04pKSnWdovFoldeeSXTirvV9evXtXv3bg0bNsza5uTkpMaNG2vbtm3pTrNt2zYNGDDApi00NFTLli2TJB07dkxnz55V48aNrc/7+PioRo0a2rZt2x0DVWJiohITE60/x8XF3e9qAQCAHMDuQLV8+XKFhYXpypUr8vb2lsVisT6XlYHqwoULSk5OVkBAgE17QECADh8+nO40Z8+eTbf/2bNnrc+ntt2pT3rGjRunUaNG2b0OAAAgZ7L7Gqq33npLXbt21ZUrVxQTE6NLly5ZHxcvXsyKGrOdYcOGKTY21vo4derUwy4JAAA8RHYHqtOnT6tv377KnTt3VtRzR/nz55ezs7Oio6Nt2qOjoxUYGJjuNIGBgXftn/qvPfOUJHd3d3l7e9s8AADAo8vuQBUaGqpdu3ZlRS135ebmpqpVq2rjxo3WtpSUFG3cuFEhISHpThMSEmLTX5LWr19v7V+8eHEFBgba9ImLi9P27dvvOE8AAIDb2X0NVYsWLTRo0CAdPHhQFStWlKurq83zrVu3zrTibjdgwACFh4erWrVqql69uqZMmaKrV6+qS5cukqROnTqpcOHCGjdunCSpX79+qlevniZNmqQWLVpo4cKF2rVrl2bOnCnp5jVfb775pj744AOVLl1axYsX17vvvqtChQqpbdu2WbYeAAAgZ7E7UHXv3l2SNHr06DTPWSwWJScnm6/qDjp06KDz589rxIgROnv2rCpXrqw1a9ZYLyo/efKknJz+76BbrVq1tGDBAr3zzjt6++23Vbp0aS1btkwVKlSw9hk8eLCuXr2qHj16KCYmRk8//bTWrFkjDw+PLFsPAACQszjUOFTZVU4ZQwMAgActp3yG2n0N1Z3ExMRYB9wEAAB4lJgOVBs3btRLL72kggULauTIkZlREwAAgEO5r0B16tQpjR49WsWLF9czzzwji8Wi77777q6DYQIAAORUGQ5USUlJWrx4sUJDQ1WmTBnt3btXEydOlJOTk4YPH66mTZumueMPAADgUZDhu/wKFy6ssmXL6uWXX9bChQuVN29eSVLHjh2zrDgAAABHkOEjVDdu3JDFYpHFYpGzs3NW1gQAAOBQMhyozpw5ox49eujrr79WYGCg2rdvr++++87my5EBAAAeRRkOVB4eHgoLC9OmTZu0f/9+BQcHq2/fvrpx44bGjBmj9evXZ+mgngAAANnVfd3lV7JkSX3wwQc6ceKEVq5cqcTERLVs2dI6YjkAAMCjxO6vnrmVk5OTmjVrpmbNmun8+fOaO3duZtUFAADgMPjqmUyQU4bNBwDgQcspn6GZ9tUzAAAAjyoCFQAAgEkEKgAAAJPsDlSjR49WfHx8mvZr165p9OjRmVIUAACAI7H7onRnZ2f9888/KlCggE37v//+qwIFCjySY1HllAvqAAB40HLKZ6jdR6gMw0h3dPR9+/bJz88vU4oCAABwJBkehypv3rzW7/J7/PHHbUJVcnKyrly5otdffz1LigQAAMjOMhyopkyZIsMw1LVrV40aNUo+Pj7W59zc3FSsWDGFhIRkSZEAAADZWYYDVXh4uCSpePHiql27tlxcTA2yDgAAkGPYfQ3V1atXtXHjxjTta9eu1erVqzOlKAAAAEdid6AaOnRounfyGYahoUOHZkpRAAAAjsTuQHXkyBGVK1cuTXvZsmV19OjRTCkKAADAkdgdqHx8fPTXX3+laT969Kg8PT0zpSgAAABHYnegatOmjd588039+eef1rajR4/qrbfeUuvWrTO1OAAAAEdgd6CaMGGCPD09VbZsWRUvXlzFixdXcHCw8uXLpw8//DAragQAAMjW7B77wMfHR1u3btX69eu1b98+5cqVS0888YTq1q2bFfUBAABke3Z/l9+tEhIS5O7unu5X0TxKcsr3EAEA8KDllM9Qu0/5paSk6P3331fhwoXl5eWlY8eOSZLeffdd/fe//830AgEAALI7uwPVBx98oNmzZ2vChAlyc3OztleoUEFffvllphYHAADgCOwOVF999ZVmzpypsLAwOTs7W9srVaqkw4cPZ2pxAAAAjsDuQHX69GmVKlUqTXtKSoqSkpIypSgAAABHYnegKleunCIiItK0L1myRFWqVMmUogAAAByJ3cMmjBgxQuHh4Tp9+rRSUlL07bffKioqSl999ZVWrFiRFTUCAABka/c1Uvry5cu1YcMGeXp6asSIETp06JCWL1+uJk2aZEWNAAAA2ZpdR6hu3LihsWPHqmvXrlq/fn1W1QQAAOBQ7DpC5eLiogkTJujGjRtZVQ8AAIDDsfuUX6NGjbR58+asqAUAAMAh2X1RerNmzTR06FDt379fVatWlaenp83zrVu3zrTiAAAAHIHd3+Xn5HTng1oWi0XJycmmi3I0OeV7iAAAeNByymeo3UeoUlJSsqIOAAAAh2XXNVRJSUlycXHR77//nlX1AAAAOBy7ApWrq6uKFCnySJ7WAwAAuBO77/IbPny43n77bV28eDEr6gEAAHA4dl9D9emnn+ro0aMqVKiQihYtmuYuv8jIyEwrDgAAwBHYHajatm2bBWUAAAA4LruHTUBaOeWWTwAAHrSc8hlq9xGqVLt379ahQ4ckSeXLl1eVKlUyrSgAAABHYnegOnfunF588UX99NNP8vX1lSTFxMSoQYMGWrhwofz9/TO7RgAAgGzN7rv8+vTpo8uXL+vAgQO6ePGiLl68qN9//11xcXHq27dvVtQIAACQrdl9DZWPj482bNigp556yqZ9x44deuaZZxQTE5OZ9TmEnHL+FwCABy2nfIbafYQqJSVFrq6uadpdXV35WhoAAPBIsjtQNWzYUP369dOZM2esbadPn1b//v3VqFGjTC0OAADAEdgdqD799FPFxcWpWLFiKlmypEqWLKnixYsrLi5OU6dOzYoaAQAAsjW77/ILCgpSZGSkNmzYoMOHD0uSgoOD1bhx40wvDgAAwBEwsGcmyCkX1AEA8KDllM/QDJ/y27Rpk8qVK6e4uLg0z8XGxqp8+fKKiIjI1OIAAAAcQYYD1ZQpU9S9e/d006OPj49ee+01TZ48OVOLAwAAcAQZDlT79u1T06ZN7/j8M888o927d2dKUQAAAI4kw4EqOjo63fGnUrm4uOj8+fOZUhQAAIAjyXCgKly4sH7//fc7Pv/bb7+pYMGCmVIUAACAI8lwoGrevLneffddJSQkpHnu2rVrGjlypFq2bJmpxQEAADiCDA+bEB0drSeffFLOzs7q3bu3ypQpI0k6fPiwpk2bpuTkZEVGRiogICBLC86OcsotnwAAPGg55TM0wwN7BgQEaOvWrerZs6eGDRum1BxmsVgUGhqqadOmPZJhCgAAwK6R0osWLapVq1bp0qVLOnr0qAzDUOnSpZU3b96sqg8AACDbs/urZyQpb968euqppzK7FgAAAIdk95cjAwAAwBaBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJjkMIHq4sWLCgsLk7e3t3x9fdWtWzdduXLlrtMkJCSoV69eypcvn7y8vNS+fXtFR0dbn9+3b586duyooKAg5cqVS8HBwfr444+zelUAAEAO4zCBKiwsTAcOHND69eu1YsUK/fzzz+rRo8ddp+nfv7+WL1+uxYsXa/PmzTpz5oyeffZZ6/O7d+9WgQIFNG/ePB04cEDDhw/XsGHD9Omnn2b16gAAgBwkw1+O/DAdOnRI5cqV086dO1WtWjVJ0po1a9S8eXP9/fffKlSoUJppYmNj5e/vrwULFui5556TdPOLnIODg7Vt2zbVrFkz3WX16tVLhw4d0qZNmzJcX075YkcAAB60nPIZ6hBHqLZt2yZfX19rmJKkxo0by8nJSdu3b093mt27dyspKUmNGze2tpUtW1ZFihTRtm3b7ris2NhY+fn53bWexMRExcXF2TwAAMCjyyEC1dmzZ1WgQAGbNhcXF/n5+ens2bN3nMbNzU2+vr427QEBAXecZuvWrVq0aNE9TyWOGzdOPj4+1kdQUFDGVwYAAOQ4DzVQDR06VBaL5a6Pw4cPP5Bafv/9d7Vp00YjR47UM888c9e+w4YNU2xsrPVx6tSpB1IjAADInlwe5sLfeustde7c+a59SpQoocDAQJ07d86m/caNG7p48aICAwPTnS4wMFDXr19XTEyMzVGq6OjoNNMcPHhQjRo1Uo8ePfTOO+/cs253d3e5u7vfsx8AAHg0PNRA5e/vL39//3v2CwkJUUxMjHbv3q2qVatKkjZt2qSUlBTVqFEj3WmqVq0qV1dXbdy4Ue3bt5ckRUVF6eTJkwoJCbH2O3DggBo2bKjw8HCNGTMmE9YKAAA8ahziLj9JatasmaKjozVjxgwlJSWpS5cuqlatmhYsWCBJOn36tBo1aqSvvvpK1atXlyT17NlTq1at0uzZs+Xt7a0+ffpIunmtlHTzNF/Dhg0VGhqqiRMnWpfl7OycoaCXKqfcoQAAwIOWUz5DH+oRKnvMnz9fvXv3VqNGjeTk5KT27dvrk08+sT6flJSkqKgoxcfHW9s++ugja9/ExESFhobqs88+sz6/ZMkSnT9/XvPmzdO8efOs7UWLFtXx48cfyHoBAADH5zBHqLKznJKuAQB40HLKZ6hDDJsAAACQnRGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADCJQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmEagAAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJhGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADCJQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmEagAAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJhGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADCJQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmEagAAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJjlMoLp48aLCwsLk7e0tX19fdevWTVeuXLnrNAkJCerVq5fy5csnLy8vtW/fXtHR0en2/ffff/XYY4/JYrEoJiYmC9YAAADkVA4TqMLCwnTgwAGtX79eK1as0M8//6wePXrcdZr+/ftr+fLlWrx4sTZv3qwzZ87o2WefTbdvt27d9MQTT2RF6QAAIIezGIZhPOwi7uXQoUMqV66cdu7cqWrVqkmS1qxZo+bNm+vvv/9WoUKF0kwTGxsrf39/LViwQM8995wk6fDhwwoODta2bdtUs2ZNa9/p06dr0aJFGjFihBo1aqRLly7J19c3w/XFxcXJx8dHsbGx8vb2NreyAAA8QnLKZ6hDHKHatm2bfH19rWFKkho3biwnJydt37493Wl2796tpKQkNW7c2NpWtmxZFSlSRNu2bbO2HTx4UKNHj9ZXX30lJ6eMvRyJiYmKi4uzeQAAgEeXQwSqs2fPqkCBAjZtLi4u8vPz09mzZ+84jZubW5ojTQEBAdZpEhMT1bFjR02cOFFFihTJcD3jxo2Tj4+P9REUFGTfCgEAgBzloQaqoUOHymKx3PVx+PDhLFv+sGHDFBwcrJdfftnu6WJjY62PU6dOZVGFAADAEbg8zIW/9dZb6ty58137lChRQoGBgTp37pxN+40bN3Tx4kUFBgamO11gYKCuX7+umJgYm6NU0dHR1mk2bdqk/fv3a8mSJZKk1MvJ8ufPr+HDh2vUqFHpztvd3V3u7u4ZWUUAAPAIeKiByt/fX/7+/vfsFxISopiYGO3evVtVq1aVdDMMpaSkqEaNGulOU7VqVbm6umrjxo1q3769JCkqKkonT55USEiIJGnp0qW6du2adZqdO3eqa9euioiIUMmSJc2uHgAAeEQ81ECVUcHBwWratKm6d++uGTNmKCkpSb1799aLL75ovcPv9OnTatSokb766itVr15dPj4+6tatmwYMGCA/Pz95e3urT58+CgkJsd7hd3tounDhgnV59tzlBwAAHm0OEagkaf78+erdu7caNWokJycntW/fXp988on1+aSkJEVFRSk+Pt7a9tFHH1n7JiYmKjQ0VJ999tnDKB8AAORgDjEOVXaXU8bQAADgQcspn6EOMWwCAABAdkagAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADCJQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmEagAAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJhGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqAAAAEwiUAEAAJhEoAIAADCJQAUAAGASgQoAAMAkAhUAAIBJBCoAAACTCFQAAAAmEagAAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJhGoAAAATCJQAQAAmESgAgAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACa5POwCcgLDMCRJcXFxD7kSAAAcS+pnZ+pnqaMiUGWCy5cvS5KCgoIeciUAADimy5cvy8fH52GXcd8shqNHwmwgJSVFZ86cUZ48eWSxWB52OTAhLi5OQUFBOnXqlLy9vR92OQDSwXaasxiGocuXL6tQoUJycnLcK5E4QpUJnJyc9Nhjjz3sMpCJvL292VED2Rzbac7hyEemUjluFAQAAMgmCFQAAAAmEaiAW7i7u2vkyJFyd3d/2KUAuAO2U2RHXJQOAABgEkeoAAAATCJQAQAAmESgAgAAMIlABaSjc+fOatu2rfXn+vXr680338zQtPb0BQDkDAzsCWTAt99+K1dX14ddBpBjdO7cWTExMVq2bNnDLgXIFAQqIAP8/PwedglAjpCcnMxXdCFH4pQfHE5KSorGjRun4sWLK1euXKpUqZKWLFkiSfrpp59ksVi0ceNGVatWTblz51atWrUUFRVlM48PPvhABQoUUJ48efTqq69q6NChqly58h2XeftpvM8++0ylS5eWh4eHAgIC9Nxzz6WpcfDgwfLz81NgYKDee++9zFp94IGqX7++evfurd69e8vHx0f58+fXu+++q9QRdy5duqROnTopb968yp07t5o1a6YjR45Yp589e7Z8fX31ww8/qFy5cnJ3d1fXrl01Z84cff/997JYLLJYLPrpp5+s229MTIx1+r1798pisej48ePWti+++EJBQUHKnTu32rVrp8mTJ8vX19f6/O2n7CXpzTffVP369a0/320/krpeYWFh8vf3V65cuVS6dGnNmjXL+vypU6f0wgsvyNfXV35+fmrTpo1NjXj0EKjgcMaNG6evvvpKM2bM0IEDB9S/f3+9/PLL2rx5s7XP8OHDNWnSJO3atUsuLi7q2rWr9bn58+drzJgxGj9+vHbv3q0iRYpo+vTpGV7+rl271LdvX40ePVpRUVFas2aN6tata9Nnzpw58vT01Pbt2zVhwgSNHj1a69evN7/ywEMwZ84cubi4aMeOHfr44481efJkffnll5Juhpddu3bphx9+0LZt22QYhpo3b66kpCTr9PHx8Ro/fry+/PJLHThwQJ988oleeOEFNW3aVP/884/++ecf1apVK0O1bNmyRa+//rr69eunvXv3qkmTJhozZozd63Sv/ci7776rgwcPavXq1Tp06JCmT5+u/PnzS5KSkpIUGhqqPHnyKCIiQlu2bJGXl5eaNm2q69ev210LcggDcCAJCQlG7ty5ja1bt9q0d+vWzejYsaPx448/GpKMDRs2WJ9buXKlIcm4du2aYRiGUaNGDaNXr14209euXduoVKmS9efw8HCjTZs21p/r1atn9OvXzzAMw1i6dKnh7e1txMXFpVtjvXr1jKefftqm7amnnjKGDBli7+oCD129evWM4OBgIyUlxdo2ZMgQIzg42Pjjjz8MScaWLVusz124cMHIlSuX8c033xiGYRizZs0yJBl79+61me/t25hhGNbt99KlS9a2PXv2GJKMY8eOGYZhGB06dDBatGhhM11YWJjh4+Nz13n369fPqFevnmEY996PGIZhtGrVyujSpUu6r8ncuXONMmXK2LwmiYmJRq5cuYy1a9emOw1yPo5QwaEcPXpU8fHxatKkiby8vKyPr776Sn/++ae13xNPPGH9f8GCBSVJ586dkyRFRUWpevXqNvO9/ee7adKkiYoWLaoSJUrolVde0fz58xUfH2/T59blp9aQunzA0dSsWdPmuqeQkBAdOXJEBw8elIuLi2rUqGF9Ll++fCpTpowOHTpkbXNzc0uzTdwvs9uvlLH9SM+ePbVw4UJVrlxZgwcP1tatW63T79u3T0ePHlWePHms0/r5+SkhIcFmP4RHCxelw6FcuXJFkrRy5UoVLlzY5jl3d3frzuzWO/JSPwhSUlIypYY8efIoMjJSP/30k9atW6cRI0bovffe086dO63Xcdx+R6DFYsm05QOOJleuXBm6EN3J6ebf+MYt34h266nDjHJycrKZx+3zudd+RJKaNWumEydOaNWqVVq/fr0aNWqkXr166cMPP9SVK1dUtWpVzZ8/P82y/f397a4XOQNHqOBQUi9qPXnypEqVKmXzCAoKytA8ypQpo507d9q03f7zvbi4uKhx48aaMGGCfvvtNx0/flybNm2yax6Ao9i+fbvNz7/++qtKly6tcuXK6caNGzbP//vvv4qKilK5cuXuOk83NzclJyfbtKWGkX/++cfatnfvXps+Gdl+/f39beZx+3wyuh/x9/dXeHi45s2bpylTpmjmzJmSpCeffFJHjhxRgQIF0kzv4+Nz1/VGzsURKjiUPHnyaODAgerfv79SUlL09NNPKzY2Vlu2bJG3t7eKFi16z3n06dNH3bt3V7Vq1VSrVi0tWrRIv/32m0qUKJGhGlasWKG//vpLdevWVd68ebVq1SqlpKSoTJkyZlcPyJZOnjypAQMG6LXXXlNkZKSmTp2qSZMmqXTp0mrTpo26d++uzz//XHny5NHQoUNVuHBhtWnT5q7zLFasmNauXauoqCjly5dPPj4+1kDz3nvvacyYMfrjjz80adIkm+n69OmjunXravLkyWrVqpU2bdqk1atX2xwBa9iwoSZOnKivvvpKISEhmjdvnn7//XdVqVJF0r33I+Hh4RoxYoSqVq2q8uXLKzExUStWrFBwcLAkKSwsTBMnTlSbNm00evRoPfbYYzpx4oS+/fZbDR48WI899lgm/wbgCDhCBYfz/vvv691339W4ceMUHByspk2bauXKlSpevHiGpg8LC9OwYcM0cOBAPfnkkzp27Jg6d+4sDw+PDE3v6+urb7/9Vg0bNlRwcLBmzJihr7/+WuXLlzezWkC21alTJ127dk3Vq1dXr1691K9fP/Xo0UOSNGvWLFWtWlUtW7ZUSEiIDMPQqlWr7jkQbvfu3VWmTBlVq1ZN/v7+2rJli1xdXfX111/r8OHDeuKJJzR+/Hh98MEHNtPVrl1bM2bM0OTJk1WpUiWtWbNG/fv3t9l+Q0ND9e6772rw4MF66qmndPnyZXXq1MlmPvfaj7i5uWnYsGF64oknVLduXTk7O2vhwoWSpNy5c+vnn39WkSJF9Oyzzyo4OFjdunVTQkKCvL29Tb/ecEwW4/YTzcAjqEmTJgoMDNTcuXMfdilAtlK/fn1VrlxZU6ZMedil3FH37t11+PBhRUREPOxS8AjjlB8eOfHx8ZoxY4ZCQ0Pl7Oysr7/+Whs2bGCcKMBBfPjhh2rSpIk8PT21evVqzZkzR5999tnDLguPOAIVHjkWi0WrVq3SmDFjlJCQoDJlymjp0qVq3Ljxwy4NQAbs2LFDEyZM0OXLl1WiRAl98sknevXVVx92WXjEccoPAADAJC5KBwAAMIlABQAAYBKBCgAAwCQCFQAAgEkEKgAAAJMIVAAAACYRqABkqc6dO6tt27YPuwwAyFIEKgAAAJMIVAAemsmTJ6tixYry9PRUUFCQ3njjDV25csX6/OzZs+Xr66u1a9cqODhYXl5eatq0qf755x9rnxs3bqhv377y9fVVvnz5NGTIEIWHh9scFStWrFia76KrXLmy3nvvvQzXIklffPGFgoKClDt3brVr106TJ0+Wr6+vTZ/vv/9eTz75pDw8PFSiRAmNGjVKN27cMP1aAcjeCFQAHhonJyd98sknOnDggObMmaNNmzZp8ODBNn3i4+P14Ycfau7cufr555918uRJDRw40Pr8+PHjNX/+fM2aNUtbtmxRXFycli1blum1bNmyRa+//rr69eunvXv3qkmTJhozZozNPCIiItSpUyf169dPBw8e1Oeff67Zs2en6QcgBzIAIAuFh4cbbdq0yVDfxYsXG/ny5bP+PGvWLEOScfToUWvbtGnTjICAAOvPAQEBxsSJE60/37hxwyhSpIjNMosWLWp89NFHNsuqVKmSMXLkyAzX0qFDB6NFixY2fcLCwgwfHx/rz40aNTLGjh1r02fu3LlGwYIF77gcADkDX44M4KHZsGGDxo0bp8OHDysuLk43btxQQkKC4uPjlTt3bklS7ty5VbJkSes0BQsW1Llz5yRJsbGxio6OVvXq1a3POzs7q2rVqkpJScnUWqKiotSuXTubaapXr64VK1ZYf963b5+2bNlic0QqOTk5zToByHk45QfgoTh+/LhatmypJ554QkuXLtXu3bs1bdo0SdL169et/VxdXW2ms1gsMuz8TncnJ6c00yQlJdldy71cuXJFo0aN0t69e62P/fv368iRI/Lw8LCrZgCOhSNUAB6K3bt3KyUlRZMmTZKT082/7b755hu75uHj46OAgADt3LlTdevWlXTziFBkZKQqV65s7efv729zIXtcXJyOHTtmVy1lypTRzp07bdpu//nJJ59UVFSUSpUqZdd6AHB8BCoAWS42NlZ79+61acufP7+SkpI0depUtWrVSlu2bNGMGTPsnnefPn00btw4lSpVSmXLltXUqVN16dIlWSwWa5+GDRtq9uzZatWqlXx9fTVixAg5Oztbny9VqtQ9a+nTp4/q1q2ryZMnq1WrVtq0aZNWr15ts5wRI0aoZcuWKlKkiJ577jk5OTlp3759+v333/XBBx/YvW4AHAen/ABkuZ9++klVqlSxecydO1eTJ0/W+PHjVaFCBc2fP1/jxo2ze95DhgxRx44d1alTJ4WEhMjLy0uhoaE2p9iGDRumevXqqWXLlmrRooXatm1rc11WpUqV7llL7dq1NWPGDE2ePFmVKlXSmjVr1L9/f5vlhIaGasWKFVq3bp2eeuop1axZUx999JGKFi16H68aAEdiMey9GAEAsrGUlBQFBwfrhRde0Pvvv5+ly+revbsOHz6siIiILF0OgOyPU34AHNqJEye0bt061atXT4mJifr000917NgxvfTSS5m+rA8//FBNmjSRp6enVq9erTlz5uizzz7L9OUAcDwEKgAOzcnJSbNnz9bAgQNlGIYqVKigDRs2KDg4ONOXtWPHDk2YMEGXL19WiRIl9Mknn+jVV1/N9OUAcDyc8gMAADCJi9IBAABMIlABAACYRKACAAAwiUAFAABgEoEKAADAJAIVAACASQQqAAAAkwhUAAAAJv0/ZPf11pb2mykAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                theme  match_english  match_portuguese  Total  \\\n",
      "0  refractive surgery              1                 1      2   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                      50.0                         50.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  retina              5                 1     12                 41.666667   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                     8.333333  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             theme  match_english  match_portuguese  Total  \\\n",
      "0  retina/oncology              1                 1      1   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                     100.0                        100.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        theme  match_english  match_portuguese  Total  \\\n",
      "0  strabismus              4                 2     11   \n",
      "\n",
      "   english_ratio_percentage  portuguese_ratio_percentage  \n",
      "0                 36.363636                    18.181818  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     theme  match_english  match_portuguese  Total  english_ratio_percentage  \\\n",
      "0  uveitis              3                 2      8                      37.5   \n",
      "\n",
      "   portuguese_ratio_percentage  \n",
      "0                         25.0  \n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhMAAAIjCAYAAAC52ZmJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAABR00lEQVR4nO3de3zP9f//8ft7Y5uNbQybwxwnhkREIzPHOVMSpVAicpYcUkQOEVISnT5IpESEkEMOKYSGkjnklBwqtmE2bM/fH333/nnbsL1f79lWt+vl8r7wer5Oj/d779frfX+/Xs/X620zxhgBAAA4yS2rCwAAADkbYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECyGQ7duyQh4eHjh8/7pLl7d+/X7ly5dLPP//skuUhZyhVqpS6du1619c7Z84c2Ww27dy5866v+78i5TU+duzYHafduHGjbDabNm7cmOl1ZQRhIoOOHDmi5557TmXKlJGXl5d8fX1Vp04dvfXWW7py5UpWl5dh+/fv16uvvpquN/HNhgwZIpvNpg4dOri+sH+RESNG6PHHH1fJkiXtbUuXLlWFChXk5+enVq1a6Y8//kg1X+vWrdWjR49U7RUrVlSLFi00cuTIdK0/ZUd146Nw4cKqX7++Vq1a5fwTS0OpUqXUsmVLly4TrnXs2LFU74dbPZzZL8A13n33Xc2ZMyery0i3XFldQE6ycuVKtW/fXp6enurcubMqV66sq1ev6rvvvtOLL76oX375Re+//35Wl5kh+/fv1+jRoxUREaFSpUqlez5jjD799FOVKlVKy5cv18WLF5UvX77MKzSHioqK0rp16/T999/b23777Td16NBBHTp0UFhYmKZNm6ann35aa9assU+zZs0abd68WYcOHUpzuT179lTz5s115MgRlS1bNl21jBkzRqVLl5YxRmfPntWcOXPUvHlzLV++nACQA0RHR8vNzfr3v0KFCmnevHkObVOmTNHvv/+uN998M9W0yHxPPfWUOnbsKE9PT3vbu+++q4IFC6Y6GhUeHq4rV67Iw8PjLld5e4SJdDp69Kg6duyokiVLasOGDSpSpIh9XO/evXX48GGtXLnS8nqMMUpISFCePHlSjUtISJCHh4dLdihWbdy4Ub///rs2bNigyMhILVmyRF26dMnqslzq+vXrSk5OtrTRzp49WyVKlNCDDz5ob/vmm29UvHhxzZ07VzabTaGhoWrQoIESEhLk5eWl69eva+DAgRo5cuQtd+aNGjVS/vz5NXfuXI0ZMyZdtTRr1kw1atSwD3fr1k2BgYH69NNPCRM5wI0fNFb4+PjoySefdGhbuHChLly4kKodd4e7u7vc3d3TNa2bm5u8vLwyuaKMy/pPpRxi0qRJunTpkj766COHIJEiJCRE/fv3tw9fv35dr732msqWLStPT0+VKlVKL730khITEx3mSzksvGbNGtWoUUN58uTRe++9Zz8vtnDhQr388ssqVqyYvL29FRcXJ0navn27mjZtKj8/P3l7e6tevXraunVrqrpOnTqlbt26qWjRovL09FTp0qXVq1cvXb16VXPmzFH79u0lSfXr17cf2kzPubj58+erYsWKql+/vho1aqT58+enmiblOXz++ecaN26cihcvLi8vLzVs2FCHDx92mPbQoUNq166dgoKC5OXlpeLFi6tjx46KjY2VJD3yyCO6//77HeZp1aqVbDabvvrqK3vb9u3bZbPZHA7fx8TEaMCAAQoODpanp6dCQkI0ceJEJScn26dJOfQ7efJkTZs2zf53279/vyRp+vTpqlSpkry9vZU/f37VqFFDCxYsuOPrtHTpUjVo0EA2m83eduXKFfn7+9vbChQoIGOM/TTZO++8o6SkJPXt2/eWy82dO7ciIiK0bNmyO9ZwK/7+/sqTJ49y5frnO4UxRqVKlVKbNm1STZuQkCA/Pz8999xzTq8vxZYtW9S+fXuVKFFCnp6eCg4O1sCBA1OdJuzatavy5s2rU6dOqW3btsqbN68KFSqkwYMHKykpyWHav//+W0899ZR8fX3l7++vLl26aM+ePbLZbA6HiiMiIhQREZGqpq5du6Y6Mjd58mTVrl1bAQEBypMnj6pXr64vvvgi1bxXrlxRv379VLBgQeXLl0+tW7fWqVOnZLPZ9OqrrzpMe+rUKT3zzDMKDAyUp6enKlWqpP/973/pet1u7jORcvpq69atGjRokAoVKiQfHx89/PDD+vPPP9O1zIxITExM13pWrVqlunXrysfHR/ny5VOLFi30yy+/OEyT8rc9ceKEWrZsqbx586pYsWKaMWOGJGnfvn1q0KCBfHx8VLJkyTS3tfRs15J0+vRpHThwQNeuXbvt87tVX4SUfUPK+2jy5Mmy2Wxp9oEaPny4PDw8dOHCBXtbevbVN/eZKFWqlH755Rdt2rTJvl9Oed+mVeed9p93A0cm0mn58uUqU6aMateuna7pn332Wc2dO1ePPvqoXnjhBW3fvl0TJkzQr7/+qi+//NJh2ujoaD3++ON67rnn1L17d5UvX94+7rXXXpOHh4cGDx6sxMREeXh4aMOGDWrWrJmqV6+uUaNGyc3NTbNnz1aDBg20ZcsW1axZU5L0xx9/qGbNmoqJiVGPHj1UoUIFnTp1Sl988YXi4+MVHh6ufv366e2339ZLL72k0NBQSbL/eyuJiYlavHixXnjhBUnS448/rqefflpnzpxRUFBQqulff/11ubm5afDgwYqNjdWkSZPUqVMnbd++XZJ09epVRUZGKjExUX379lVQUJBOnTqlFStWKCYmRn5+fqpbt66WLVumuLg4+fr6yhijrVu3ys3NTVu2bFHr1q0l/fNB5ebmpjp16kiS4uPjVa9ePZ06dUrPPfecSpQooe+//17Dhw/X6dOnNW3aNIdaZ8+erYSEBPXo0UOenp4qUKCAPvjgA/Xr10+PPvqo+vfvr4SEBO3du1fbt2/XE088ccvX6dSpUzpx4kSqEPTAAw/ohRde0KeffqoHH3xQ48aNU0hIiPLnz68///xTo0eP1ieffKLcuXPf9u9QvXp1h9fkTmJjY/XXX3/JGKNz585p+vTpunTpkv3bqM1m05NPPqlJkybp/PnzKlCggH3e5cuXKy4uziXfXBctWqT4+Hj16tVLAQEB2rFjh6ZPn67ff/9dixYtcpg2KSlJkZGRqlWrliZPnqx169ZpypQpKlu2rHr16iVJSk5OVqtWrbRjxw716tVLFSpU0LJlyywfKXvrrbfUunVrderUSVevXtXChQvVvn17rVixQi1atLBP17VrV33++ed66qmn9OCDD2rTpk0O41OcPXtWDz74oGw2m/r06aNChQpp1apV6tatm+Li4jRgwACn6uzbt6/y58+vUaNG6dixY5o2bZr69Omjzz77zNmn7vR65s2bpy5duigyMlITJ05UfHy8Zs6cqYceekg//fSTQ2BLSkpSs2bNFB4erkmTJmn+/Pnq06ePfHx8NGLECHXq1EmPPPKIZs2apc6dOyssLEylS5eWlLHtevjw4Zo7d66OHj2aoVO5t/LYY49pyJAh+vzzz/Xiiy86jPv888/VpEkT5c+fX5LSva++2bRp09S3b1/lzZtXI0aMkCQFBgamOW169p93hcEdxcbGGkmmTZs26Zo+KirKSDLPPvusQ/vgwYONJLNhwwZ7W8mSJY0ks3r1aodpv/32WyPJlClTxsTHx9vbk5OTTbly5UxkZKRJTk62t8fHx5vSpUubxo0b29s6d+5s3NzczI8//piqxpR5Fy1aZCSZb7/9Nl3PzRhjvvjiCyPJHDp0yBhjTFxcnPHy8jJvvvlmms8hNDTUJCYm2tvfeustI8ns27fPGGPMTz/9ZCSZRYsW3XKdP/74o5Fkvv76a2OMMXv37jWSTPv27U2tWrXs07Vu3dpUq1bNPvzaa68ZHx8fc/DgQYflDRs2zLi7u5sTJ04YY4w5evSokWR8fX3NuXPnHKZt06aNqVSpUnpfHrt169YZSWb58uWpxvXr189IMpJMgQIF7O+J7t27m6ZNm6Zr+QsWLDCSzPbt22873ezZs+3ruvHh6elp5syZ4zBtdHS0kWRmzpzp0N66dWtTqlQph/dcWkqWLGlatGhx22lufD+nmDBhgrHZbOb48eP2ti5duhhJZsyYMQ7TVqtWzVSvXt0+vHjxYiPJTJs2zd6WlJRkGjRoYCSZ2bNn29vr1atn6tWrl2r9Xbp0MSVLlrxtnVevXjWVK1c2DRo0sLft2rXLSDIDBgxwmLZr165Gkhk1apS9rVu3bqZIkSLmr7/+cpi2Y8eOxs/PL83X5UYlS5Y0Xbp0sQ+n/F0bNWrk8HcZOHCgcXd3NzExMbdd3o1atGiR6vlndD0XL140/v7+pnv37g7znzlzxvj5+Tm0p/xtx48fb2+7cOGCyZMnj7HZbGbhwoX29gMHDqR6LdO7Xd+4rqNHj972NUjZX928L0zZN9z4PgoLC3N4DxpjzI4dO4wk8/HHHxtjMravTnmNb6yxUqVKab5Xb64zPfvPu4HTHOmQcmohvR0Mv/76a0nSoEGDHNpTvsnf3LeidOnSioyMTHNZXbp0ceg/ERUVpUOHDumJJ57Q33//rb/++kt//fWXLl++rIYNG2rz5s1KTk5WcnKyli5dqlatWjmcJ09x42H3jJo/f75q1KihkJAQSbIfykzrVIckPf300w79DurWrSvpn46IkuzJec2aNYqPj09zGdWqVVPevHm1efNmSf8cgShevLg6d+6s3bt3Kz4+XsYYfffdd/blS/98C65bt67y589vf63++usvNWrUSElJSfblpWjXrl2qfgr+/v76/fff9eOPP6b7NZL+OfQuyf4t5UZvvfWWjh8/ru3bt+v48eOqX7++oqKi9PHHH+vNN99UbGysnnzySRUrVkwRERH69ddfUy0jZbl//fVXuuqZMWOG1q5dq7Vr1+qTTz5R/fr19eyzz2rJkiX2ae655x7VqlXL4W95/vx5rVq1Sp06dbL0vklx4/v58uXL+uuvv1S7dm0ZY/TTTz+lmr5nz54Ow3Xr1rW/dyRp9erVyp07t7p3725vc3NzU+/evV1W54ULFxQbG6u6detq9+7dDuuWpOeff95h3ptPURljtHjxYrVq1UrGGIf3YmRkpGJjYx2WmxE9evRw+LvUrVtXSUlJLrsUOb3rWbt2rWJiYvT44487PD93d3fVqlVL3377baplPvvss/b/+/v7q3z58vLx8dFjjz1mby9fvrz8/f0d/uYZ2a7nzJljP4XnKh06dNCuXbt05MgRe9tnn30mT09P+2nC9O6rrUrP/vNu4DRHOqQcQr548WK6pj9+/Ljc3NzsH7YpgoKC5O/vn2ojTzl0l5abx6X07r/dIdzY2FhdvXpVcXFxqly5crpqTq+YmBh9/fXX6tOnj0O/hzp16mjx4sU6ePCg7rnnHod5SpQo4TCc8iGYcl6xdOnSGjRokKZOnar58+erbt26at26tZ588kn7huLu7q6wsDBt2bJF0j9hom7dunrooYeUlJSkbdu2KTAwUOfPn3cIE4cOHdLevXtv2ZHx3LlzDsNp/S2GDh2qdevWqWbNmgoJCVGTJk30xBNP2E+l3IkxJs32EiVKOLw2/fr1U8+ePVWhQgU9+eSTOnnypJYtW6a5c+eqVatWOnDggL1/w43LTe8HfM2aNR2C5eOPP65q1aqpT58+atmypT3wde7cWX369NHx48dVsmRJLVq0SNeuXdNTTz2VrvXcyYkTJzRy5Eh99dVXDueWJaU6x+vl5ZXqb5c/f36H+Y4fP64iRYrI29vbYbqbt7+MWrFihcaOHauoqCiHvk43vt4p2/rN75ub1/3nn38qJiZG77///i2v+Lr5vZhed9q+XOVO60nZNzVo0CDN+W8+FZfW39bPz0/FixdP9Z728/NzeD4Z3a5drX379ho0aJA+++wzvfTSSzLGaNGiRWrWrJn9eaZ3X53Wl42MSM/+824gTKSDr6+vihYtmuGbBKV3J5/WlRu3GpeSZN944w1VrVo1zXny5s2r8+fPp6/IDFq0aJESExM1ZcoUTZkyJdX4+fPna/To0Q5tt+qlfOOH7JQpU9S1a1ctW7ZM33zzjfr166cJEyZo27ZtKl68uCTpoYce0rhx45SQkKAtW7ZoxIgR8vf3V+XKlbVlyxb7OcUbw0RycrIaN26sIUOGpFnDzcEnrb9FaGiooqOjtWLFCq1evVqLFy/Wu+++q5EjR6Z6rjcKCAiQlL6d+meffaZff/1VX331lZKSkvT555/rm2++UY0aNVSpUiV98MEH2rZtmx566CH7PCnLLViw4B2XnxY3NzfVr19fb731lg4dOqRKlSpJkjp27KiBAwdq/vz5eumll/TJJ5+oRo0aDn15nJWUlKTGjRvr/PnzGjp0qCpUqCAfHx+dOnVKXbt2TfVNLb093NPLZrOlGe5u7tCZ0g8nPDxc7777rooUKaLcuXNr9uzZ6ep4e7OU5/Xkk0/e8sOlSpUqGV6ulL7tyxXutJ6U5zhv3rw0+07dGIRvt7z0PJ+Mbtfpcav99c3vDUkqWrSo6tatq88//1wvvfSStm3bphMnTmjixIkONUp33le7Qnr2n5mNMJFOLVu21Pvvv68ffvhBYWFht522ZMmSSk5O1qFDhxw6M549e1YxMTEONy/KqJR7Cvj6+qpRo0a3nK5QoULy9fW9YwDK6GHr+fPnq3Llyho1alSqce+9954WLFhw2w/Y27n33nt177336uWXX9b333+vOnXqaNasWRo7dqykf0LC1atX9emnn+rUqVP20BAeHm4PE/fcc49DR6WyZcvq0qVLt32t0sPHx8d+b4irV6/qkUce0bhx4zR8+PBbXqZVoUIFSf9cVnw78fHxevHFF/Xaa6/J399fZ8+e1bVr11S0aFFJ/wSc/Pnz69SpUw7zHT16VG5ubk7tOFNcv35dknTp0iV7W4ECBeynrTp16qStW7em6qjqrH379ungwYOaO3euOnfubG9fu3at08ssWbKkvv32W8XHxzscnbj5iiHpn2/TNx4uT3Hz0cLFixfLy8tLa9ascbgkc/bs2anWnZycrKNHj6pcuXK3XHehQoWUL18+JSUlWX4vZlcp+6bChQtn+nN01XZ9o5QjBDExMQ7ttzpd1KFDBz3//POKjo7WZ599Jm9vb7Vq1cqhRunO++pbyei++U77z8xGn4l0GjJkiHx8fPTss8/q7NmzqcYfOXJEb731liSpefPmkpRqBzx16lRJSrOnd3pVr15dZcuW1eTJkx0+AFKkXKrl5uamtm3bavny5WneBjcl5fv4+EhKvQGl5eTJk9q8ebMee+wxPfroo6keTz/9tA4fPmy/SiO94uLi7B9qKe699165ubk5HF6uVauWcufOrYkTJ6pAgQL2b9J169bVtm3btGnTJoejEtI/Pa9/+OEHhxtCpYiJiUm13rSk9H1I4eHhoYoVK8oYc9vLzYoVK6bg4OA73oZ44sSJyp8/v/2cf0BAgHLlyqUDBw5I+qdPxJ9//pnq296uXbtUqVIlpw9lXrt2Td988408PDxSXcHz1FNPaf/+/XrxxRfl7u6ujh07OrWOm6V867zxW6Yxxr7tOCMyMlLXrl3TBx98YG9LTk62X2Z4o7Jly+rAgQMOlzTu2bMn1aV67u7ustlsDt9Kjx07pqVLl6Zat/TPDYZuNH369FTLa9eunRYvXpxmwM+MSznvtsjISPn6+mr8+PFpbheufI4Z2a7Te2loyZIl5e7unqof1c1/2xTt2rWTu7u7Pv30Uy1atEgtW7a070+l9O+rb8XHxydd++X07j8zG0cm0qls2bJasGCBOnTooNDQUIc7YH7//fdatGiR/Rrw++67T126dNH777+vmJgY1atXTzt27NDcuXPVtm1b1a9f3+k63Nzc9OGHH6pZs2aqVKmSnn76aRUrVkynTp3St99+K19fXy1fvlySNH78eH3zzTeqV6+eevToodDQUJ0+fVqLFi3Sd999J39/f1WtWlXu7u6aOHGiYmNj5enpqQYNGqhw4cKp1r1gwQIZY+yXYd6sefPmypUrl+bPn69atWql+zlt2LBBffr0Ufv27XXPPffo+vXrmjdvnn0HnMLb21vVq1fXtm3b7PeYkP45MnH58mVdvnw5VZh48cUX9dVXX6lly5bq2rWrqlevrsuXL2vfvn364osvdOzYsTueJmjSpImCgoJUp04dBQYG6tdff9U777yjFi1a3LFTbps2bfTll1/KGJPmN40TJ07ojTfe0MqVK+0ftLly5VKbNm00YMAAnThxQl9++aWKFi3qcETs2rVr2rRpU6qOf7ezatUqe0A5d+6cFixYoEOHDmnYsGGpzme3aNFCAQEB9vPAab0fbuXw4cNpfhuqVq2amjRporJly2rw4ME6deqUfH19tXjxYkvn99u2bauaNWvqhRde0OHDh1WhQgV99dVX9lN9N77uzzzzjKZOnarIyEh169ZN586d06xZs1SpUiV7R+uU5z916lQ1bdpUTzzxhM6dO6cZM2YoJCREe/futU9XvXp1tWvXTtOmTdPff/9tvzT04MGDqdb9+uuv69tvv1WtWrXUvXt3VaxYUefPn9fu3bu1bt26TDs1ebf4+vpq5syZeuqpp3T//ferY8eOKlSokE6cOKGVK1eqTp06euedd1yyroxs1+m9NNTPz0/t27fX9OnTZbPZVLZsWa1YseKW/S9Sbkk/depUXbx4MdXPCmRkX52W6tWra+bMmRo7dqxCQkJUuHDhNPujpHf/menu8tUjOd7BgwdN9+7dTalSpYyHh4fJly+fqVOnjpk+fbpJSEiwT3ft2jUzevRoU7p0aZM7d24THBxshg8f7jCNMbe+lC7l8p9bXe7z008/mUceecQEBAQYT09PU7JkSfPYY4+Z9evXO0x3/Phx07lzZ1OoUCHj6elpypQpY3r37u1wqeYHH3xgypQpY9zd3W97mei9995rSpQocdvXJyIiwhQuXNhcu3btls/h5kutfvvtN/PMM8+YsmXLGi8vL1OgQAFTv359s27dulTLf/HFF40kM3HiRIf2kJAQI8kcOXIk1TwXL140w4cPNyEhIcbDw8MULFjQ1K5d20yePNlcvXrVoaY33ngj1fzvvfeeCQ8Pt7/WZcuWNS+++KKJjY297WthjDG7d+82ksyWLVvSHN++fXvzyCOPpGo/e/asadWqlcmXL5+5//77zc6dOx3Gr1q1yuHy3NtJ69JQLy8vU7VqVTNz5sxbXu75/PPPG0lmwYIFd1xHipRLndN6dOvWzRhjzP79+02jRo1M3rx5TcGCBU337t3Nnj17Ul1+16VLF+Pj45NqHaNGjTI377r+/PNP88QTT5h8+fIZPz8/07VrV7N161YjyeEyQ2OM+eSTT0yZMmWMh4eHqVq1qlmzZk2al4Z+9NFHply5csbT09NUqFDBzJ49O811X7582fTu3dsUKFDA5M2b17Rt29Z+ie3rr7/uMO3Zs2dN7969TXBwsMmdO7cJCgoyDRs2NO+//366Xtu0Lg29+dLvW13ieDvpuTQ0vev59ttvTWRkpPHz8zNeXl6mbNmypmvXrg7v4Vv9bevVq5fmZdhp7SfTs12nrEvpuDTUmH/eR+3atTPe3t4mf/785rnnnjM///xzqvdmig8++MBIMvny5TNXrlxJc5np2VendWnomTNnTIsWLUy+fPmMJPtloje/7hnZf2YmmzEu7qUDwEHDhg1VtGjRVL+HYEXbtm1ls9lS3QDNlQYOHKiPPvpIZ86cSXWlRE6wdOlSPfzww/ruu+/SfeWNq0RFRalatWr65JNP1KlTp7u6biArECaATLZ9+3bVrVtXhw4dstT5NsWvv/6qe++9V1FRUS6/9DdFQkKCgoOD1bJly1SdDrOjK1euOFyJk5SUpCZNmmjnzp06c+bMba+YcvW6pX/uijlv3jwdO3ZMwcHBmbZuILugzwSQyWrVqqWrV6+6bHmhoaHp6jjqjHPnzmndunX64osv9Pfffzv83kx21rdvX125ckVhYWFKTEzUkiVL9P3332v8+PGZGiSkf363Z9euXapfv75y5cqlVatWadWqVerRowdBAv8ZhAkAdvv371enTp1UuHBhvf3227e8Pj67adCggaZMmaIVK1YoISFBISEhmj59uvr06ZPp665du7bWrl2r1157TZcuXVKJEiX06quv2n9TAfgv4DQHAACwhPtMAAAASwgTAADAkn99n4nk5GT98ccfypcvn0t+8RAAgP8KY4wuXryookWLys3t1scf/vVh4o8//qBHNQAAFpw8efK2Pxr2rw8TKbc7PnnyZKpbBgMAgFuLi4tTcHDwHX864F8fJlJObfj6+hImAABwwp26CdABEwAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlubK6gJyq1LCVWV0CcNcce71FVpcAIBvjyAQAALCEMAEAACwhTAAAAEsIEwAAwBLCBAAAsIQwAQAALCFMAAAASwgTAADAEsIEAACwhDABAAAsIUwAAABLCBMAAMASwgQAALCEMAEAACwhTAAAAEsIEwAAwBLCBAAAsIQwAQAALCFMAAAASwgTAADAEsIEAACwhDABAAAsIUwAAABLCBMAAMCSLA0TM2fOVJUqVeTr6ytfX1+FhYVp1apV9vERERGy2WwOj549e2ZhxQAA4Ga5snLlxYsX1+uvv65y5crJGKO5c+eqTZs2+umnn1SpUiVJUvfu3TVmzBj7PN7e3llVLgAASEOWholWrVo5DI8bN04zZ87Utm3b7GHC29tbQUFBWVEeAABIh2zTZyIpKUkLFy7U5cuXFRYWZm+fP3++ChYsqMqVK2v48OGKj4+/7XISExMVFxfn8AAAAJknS49MSNK+ffsUFhamhIQE5c2bV19++aUqVqwoSXriiSdUsmRJFS1aVHv37tXQoUMVHR2tJUuW3HJ5EyZM0OjRo+9W+QAA/OfZjDEmKwu4evWqTpw4odjYWH3xxRf68MMPtWnTJnuguNGGDRvUsGFDHT58WGXLlk1zeYmJiUpMTLQPx8XFKTg4WLGxsfL19XVZ3aWGrXTZsoDs7tjrLbK6BABZIC4uTn5+fnf8DM3yIxMeHh4KCQmRJFWvXl0//vij3nrrLb333nuppq1Vq5Yk3TZMeHp6ytPTM/MKBgAADrJNn4kUycnJDkcWbhQVFSVJKlKkyF2sCAAA3E6WHpkYPny4mjVrphIlSujixYtasGCBNm7cqDVr1ujIkSNasGCBmjdvroCAAO3du1cDBw5UeHi4qlSpkpVlAwCAG2RpmDh37pw6d+6s06dPy8/PT1WqVNGaNWvUuHFjnTx5UuvWrdO0adN0+fJlBQcHq127dnr55ZezsmQAAHCTLA0TH3300S3HBQcHa9OmTXexGgAA4Ixs12cCAADkLIQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlmRpmJg5c6aqVKkiX19f+fr6KiwsTKtWrbKPT0hIUO/evRUQEKC8efOqXbt2Onv2bBZWDAAAbpalYaJ48eJ6/fXXtWvXLu3cuVMNGjRQmzZt9Msvv0iSBg4cqOXLl2vRokXatGmT/vjjDz3yyCNZWTIAALiJzRhjsrqIGxUoUEBvvPGGHn30URUqVEgLFizQo48+Kkk6cOCAQkND9cMPP+jBBx9M1/Li4uLk5+en2NhY+fr6uqzOUsNWumxZQHZ37PUWWV0CgCyQ3s/QbNNnIikpSQsXLtTly5cVFhamXbt26dq1a2rUqJF9mgoVKqhEiRL64YcfbrmcxMRExcXFOTwAAEDmyfIwsW/fPuXNm1eenp7q2bOnvvzyS1WsWFFnzpyRh4eH/P39HaYPDAzUmTNnbrm8CRMmyM/Pz/4IDg7O5GcAAMB/W5aHifLlyysqKkrbt29Xr1691KVLF+3fv9/p5Q0fPlyxsbH2x8mTJ11YLQAAuFmurC7Aw8NDISEhkqTq1avrxx9/1FtvvaUOHTro6tWriomJcTg6cfbsWQUFBd1yeZ6envL09MzssgEAwP/J8iMTN0tOTlZiYqKqV6+u3Llza/369fZx0dHROnHihMLCwrKwQgAAcKMsPTIxfPhwNWvWTCVKlNDFixe1YMECbdy4UWvWrJGfn5+6deumQYMGqUCBAvL19VXfvn0VFhaW7is5AABA5svSMHHu3Dl17txZp0+flp+fn6pUqaI1a9aocePGkqQ333xTbm5uateunRITExUZGal33303K0sGAAA3yXb3mXA17jMBWMd9JoD/phx3nwkAAJAzESYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAluRyZqajR49qy5YtOn78uOLj41WoUCFVq1ZNYWFh8vLycnWNAAAgG8tQmJg/f77eeust7dy5U4GBgSpatKjy5Mmj8+fP68iRI/Ly8lKnTp00dOhQlSxZMrNqBgAA2Ui6T3NUq1ZNb7/9trp27arjx4/r9OnT2rVrl7777jvt379fcXFxWrZsmZKTk1WjRg0tWrTojsucMGGCHnjgAeXLl0+FCxdW27ZtFR0d7TBNRESEbDabw6Nnz54Zf6YAACBTpPvIxOuvv67IyMhbjvf09FRERIQiIiI0btw4HTt27I7L3LRpk3r37q0HHnhA169f10svvaQmTZpo//798vHxsU/XvXt3jRkzxj7s7e2d3rIBAEAmS3eYuF2QuFlAQIACAgLuON3q1asdhufMmaPChQtr165dCg8Pt7d7e3srKCgo3esHAAB3j1MdMG+0cuVKbdy4UUlJSapTp47atWvn9LJiY2MlSQUKFHBonz9/vj755BMFBQWpVatWeuWVV255dCIxMVGJiYn24bi4OKfrAQAAd2YpTLzyyitasmSJWrRoIWOMBg4cqI0bN2r69OkZXlZycrIGDBigOnXqqHLlyvb2J554QiVLllTRokW1d+9eDR06VNHR0VqyZEmay5kwYYJGjx7t9HMC8O9SatjKrC4BuGuOvd4iS9ZrM8aY9E68c+dO1ahRwz58zz33aM+ePcqTJ48kac+ePYqIiNCFCxcyXEivXr20atUqfffddypevPgtp9uwYYMaNmyow4cPq2zZsqnGp3VkIjg4WLGxsfL19c1wXbfCDgr/JVm1g3IFtlX8l7h6W42Li5Ofn98dP0MzdNOqnj17asCAAYqPj5cklSlTRlOmTFF0dLT27dunmTNn6p577slwsX369NGKFSv07bff3jZISFKtWrUkSYcPH05zvKenp3x9fR0eAAAg82QoTGzfvl1FihTR/fffr+XLl+t///uffvrpJ9WuXVt169bV77//rgULFqR7ecYY9enTR19++aU2bNig0qVL33GeqKgoSVKRIkUyUjoAAMgkGeoz4e7urqFDh6p9+/bq1auXfHx89M4776ho0aJOrbx3795asGCBli1bpnz58unMmTOSJD8/P+XJk0dHjhzRggUL1Lx5cwUEBGjv3r0aOHCgwsPDVaVKFafWCQAAXMup3+YoU6aM1qxZo4cffljh4eGaMWOGUyufOXOmYmNjFRERoSJFitgfn332mSTJw8ND69atU5MmTVShQgW98MILateunZYvX+7U+gAAgOtl6MhETEyMxo8fr19//VX33Xefhg0bpubNm+uFF17Qgw8+qA8++ED33ntvupd3p76fwcHB2rRpU0ZKBAAAd1mGjkx06dJF27dvV4sWLRQdHa1evXopICBAc+bM0bhx49ShQwcNHTo0s2oFAADZUIaOTGzYsEE//fSTQkJC1L17d4WEhNjHNWzYULt373a47TUAAPj3y9CRiXLlyun999/XwYMHNWvWrFS/DOrl5aXx48e7tEAAAJC9ZShM/O9//9OGDRtUrVo1LViwQDNnzsysugAAQA6RodMcVatW1c6dOzOrFgAAkAOl+8hEBu66DQAA/kPSHSYqVaqkhQsX6urVq7ed7tChQ+rVq5def/11y8UBAIDsL92nOaZPn66hQ4fq+eefV+PGjVWjRg0VLVpUXl5eunDhgvbv36/vvvtOv/zyi/r06aNevXplZt0AACCbSHeYaNiwoXbu3KnvvvtOn332mebPn6/jx4/rypUrKliwoKpVq6bOnTurU6dOyp8/f2bWDAAAspEMdcCUpIceekgPPfRQZtQCAAByIKd+mwMAACAFYQIAAFhCmAAAAJYQJgAAgCWECQAAYIlTYWL37t3at2+ffXjZsmVq27atXnrppTve1AoAAPy7OBUmnnvuOR08eFCS9Ntvv6ljx47y9vbWokWLNGTIEJcWCAAAsjenwsTBgwdVtWpVSdKiRYsUHh6uBQsWaM6cOVq8eLEr6wMAANmcU2HCGKPk5GRJ0rp169S8eXNJUnBwsP766y/XVQcAALI9p8JEjRo1NHbsWM2bN0+bNm1SixYtJElHjx5VYGCgSwsEAADZm1NhYtq0adq9e7f69OmjESNGKCQkRJL0xRdfqHbt2i4tEAAAZG8Z/m2OpKQkxcTEaPPmzal+0OuNN96Qu7u7y4oDAADZX4aPTLi7u6tJkyaKiYlJNc7Ly0u5c+d2RV0AACCHcOo0R+XKlfXbb7+5uhYAAJADORUmxo4dq8GDB2vFihU6ffq04uLiHB4AAOC/I8N9JiTZLwVt3bq1bDabvd0YI5vNpqSkJNdUBwAAsj2nwsS3337r6joAAEAO5VSYqFevnqvrAAAAOZTTvxq6ZcsWPfnkk6pdu7ZOnTolSZo3b56+++47lxUHAACyP6fCxOLFixUZGak8efJo9+7dSkxMlCTFxsZq/PjxLi0QAABkb05fzTFr1ix98MEHDveVqFOnjnbv3u2y4gAAQPbnVJiIjo5WeHh4qnY/P780b2YFAAD+vZwKE0FBQTp8+HCq9u+++05lypSxXBQAAMg5nAoT3bt3V//+/bV9+3bZbDb98ccfmj9/vgYPHqxevXq5ukYAAJCNOXVp6LBhw5ScnKyGDRsqPj5e4eHh8vT01ODBg9W3b19X1wgAALIxp8KEzWbTiBEj9OKLL+rw4cO6dOmSKlasqLx587q6PgAAkM05FSY2bNig2rVry8vLSxUrVnR1TQAAIAdxKky0bt1a169f1wMPPKCIiAjVq1dPderUUZ48eVxdHwAAyOac6oB54cIFrV+/Xs2aNdOOHTv08MMPy9/fX3Xq1NHLL7/s6hoBAEA25lSYyJ07t+rUqaOXXnpJa9as0bZt2/T4449rx44dmjBhgqtrBAAA2ZhTpzkOHjyojRs3auPGjdq0aZMSExNVt25dTZ48WRERES4uEQAAZGdOhYkKFSqoUKFC6t+/v4YNG6Z7771XNpvN1bUBAIAcwKnTHP369VOxYsU0ZswY9ezZUyNGjNA333yj+Ph4V9cHAACyOafCxLRp07R7926dOXNGw4cP19WrVzVixAgVLFhQderUcXWNAAAgG3MqTKRISkrStWvXlJiYqISEBCUmJio6OtpVtQEAgBzA6dMcVapUUWBgoJ577jn98ccf6t69u3766Sf9+eefrq4RAABkY051wDx9+rR69OihiIgIVa5c2dU1AQCAHMSpMLFo0SJX1wEAAHIop05zzJ07VytXrrQPDxkyRP7+/qpdu7aOHz+e7uVMmDBBDzzwgPLly6fChQurbdu2qfpcJCQkqHfv3goICFDevHnVrl07nT171pmyAQBAJnAqTIwfP97+Oxw//PCDZsyYoUmTJqlgwYIaOHBgupezadMm9e7dW9u2bdPatWt17do1NWnSRJcvX7ZPM3DgQC1fvlyLFi3Spk2b9Mcff+iRRx5xpmwAAJAJnDrNcfLkSYWEhEiSli5dqnbt2qlHjx6qU6dOhu6AuXr1aofhOXPmqHDhwtq1a5fCw8MVGxurjz76SAsWLFCDBg0kSbNnz1ZoaKi2bdumBx980JnyAQCACzl1ZCJv3rz6+++/JUnffPONGjduLEny8vLSlStXnC4mNjZWklSgQAFJ0q5du3Tt2jU1atTIPk2FChVUokQJ/fDDD2kuIzExUXFxcQ4PAACQeZwKE40bN9azzz6rZ599VgcPHlTz5s0lSb/88otKlSrlVCHJyckaMGCA6tSpY79C5MyZM/Lw8JC/v7/DtIGBgTpz5kyay5kwYYL8/Pzsj+DgYKfqAQAA6eNUmJgxY4bCwsL0559/avHixQoICJD0z5GExx9/3KlCevfurZ9//lkLFy50av4Uw4cPV2xsrP1x8uRJS8sDAAC351SfCX9/f73zzjup2kePHu1UEX369NGKFSu0efNmFS9e3N4eFBSkq1evKiYmxuHoxNmzZxUUFJTmsjw9PeXp6elUHQAAIOOcChOSFBMTox07dujcuXNKTk62t9tsNj311FPpWoYxRn379tWXX36pjRs3qnTp0g7jq1evrty5c2v9+vVq166dJCk6OlonTpxQWFiYs6UDAAAXcipMLF++XJ06ddKlS5fk6+vr8PPjGQkTvXv31oIFC7Rs2TLly5fP3g/Cz89PefLkkZ+fn7p166ZBgwapQIEC8vX1Vd++fRUWFsaVHAAAZBNOhYkXXnhBzzzzjMaPHy9vb2+nVz5z5kxJSnU56ezZs9W1a1dJ0ptvvik3Nze1a9dOiYmJioyM1Lvvvuv0OgEAgGs5FSZOnTqlfv36WQoS0j+nOe7Ey8tLM2bM0IwZMyytCwAAZA6nruaIjIzUzp07XV0LAADIgZw6MtGiRQu9+OKL2r9/v+69917lzp3bYXzr1q1dUhwAAMj+nAoT3bt3lySNGTMm1TibzaakpCRrVQEAgBzDqTBx46WgAADgv82pPhO3EhMTk+bNrAAAwL+XS8LE+vXr9cQTT6hIkSIaNWqUKxYJAAByCKfDxMmTJzVmzBiVLl1aTZo0kc1m05dffnnLH+ACAAD/ThkKE9euXdOiRYsUGRmp8uXLKyoqSm+88Ybc3Nw0YsQINW3aNNWVHQAA4N8tQx0wixUrpgoVKujJJ5/UwoULlT9/fkly+pdCAQBAzpehIxPXr1+XzWaTzWaTu7t7ZtUEAABykAyFiT/++EM9evTQp59+qqCgILVr105ffvmlww99AQCA/5YMhQkvLy916tRJGzZs0L59+xQaGqp+/frp+vXrGjdunNauXcsNqwAA+I9x+mqOsmXLauzYsTp+/LhWrlypxMREtWzZUoGBga6sDwAAZHNO3QHzRm5ubmrWrJmaNWumP//8U/PmzXNFXQAAIIdw6R0wCxUqpEGDBrlykQAAIJtzaZgAAAD/PYQJAABgCWECAABY4lSYGDNmjOLj41O1X7lyRWPGjLFcFAAAyDmcChOjR4/WpUuXUrXHx8dr9OjRlosCAAA5h1NhwhiT5l0v9+zZowIFClguCgAA5BwZus9E/vz57b/Ncc899zgEiqSkJF26dEk9e/Z0eZEAACD7ylCYmDZtmowxeuaZZzR69Gj5+fnZx3l4eKhUqVIKCwtzeZEAACD7ylCY6NKliySpdOnSqlOnjnLlsnwDTQAAkMM51Wfi8uXLWr9+far2NWvWaNWqVZaLAgAAOYdTYWLYsGFp/jqoMUbDhg2zXBQAAMg5nAoThw4dUsWKFVO1V6hQQYcPH7ZcFAAAyDmcChN+fn767bffUrUfPnxYPj4+losCAAA5h1Nhok2bNhowYICOHDlibzt8+LBeeOEFtW7d2mXFAQCA7M+pMDFp0iT5+PioQoUKKl26tEqXLq3Q0FAFBARo8uTJrq4RAABkY05d2+nn56fvv/9ea9eu1Z49e5QnTx5VqVJF4eHhrq4PAABkc07fKMJms6lJkyYKDw+Xp6dnmrfXBgAA/35OneZITk7Wa6+9pmLFiilv3rw6evSoJOmVV17RRx995NICAQBA9uZUmBg7dqzmzJmjSZMmycPDw95euXJlffjhhy4rDgAAZH9OhYmPP/5Y77//vjp16iR3d3d7+3333acDBw64rDgAAJD9ORUmTp06pZCQkFTtycnJunbtmuWiAABAzuFUmKhYsaK2bNmSqv2LL75QtWrVLBcFAAByDqeu5hg5cqS6dOmiU6dOKTk5WUuWLFF0dLQ+/vhjrVixwtU1AgCAbMzpO2AuX75c69atk4+Pj0aOHKlff/1Vy5cvV+PGjV1dIwAAyMYyfGTi+vXrGj9+vJ555hmtXbs2M2oCAAA5SIaPTOTKlUuTJk3S9evXM6MeAACQwzh1mqNhw4batGmTq2sBAAA5kFMdMJs1a6Zhw4Zp3759ql69eqqfHeeXQwEA+O9wKkw8//zzkqSpU6emGmez2ZSUlGStKgAAkGM4FSaSk5NdXQcAAMihMtxn4tq1a8qVK5d+/vnnzKgHAADkMBkOE7lz51aJEiU4lQEAACQ5eTXHiBEj9NJLL+n8+fOurgcAAOQwToWJd955R5s3b1bRokVVvnx53X///Q6P9Nq8ebNatWqlokWLymazaenSpQ7ju3btKpvN5vBo2rSpMyUDAIBM4lQHzLZt27pk5ZcvX9Z9992nZ555Ro888kia0zRt2lSzZ8+2D3t6erpk3QAAwDWcChOjRo1yycqbNWumZs2a3XYaT09PBQUFuWR9AADA9ZwKEyl27dqlX3/9VZJUqVKlTPn58Y0bN6pw4cLKnz+/GjRooLFjxyogIOCW0ycmJioxMdE+HBcX5/KaAADA/+dUmDh37pw6duyojRs3yt/fX5IUExOj+vXra+HChSpUqJBLimvatKkeeeQRlS5dWkeOHNFLL72kZs2a6YcffpC7u3ua80yYMEGjR492yfoBAMCdOdUBs2/fvrp48aJ++eUXnT9/XufPn9fPP/+suLg49evXz2XFdezYUa1bt9a9996rtm3basWKFfrxxx+1cePGW84zfPhwxcbG2h8nT550WT0AACA1p45MrF69WuvWrVNoaKi9rWLFipoxY4aaNGnisuJuVqZMGRUsWFCHDx9Ww4YN05zG09OTTpoAANxFTh2ZSE5OVu7cuVO1586dO1Nvtf3777/r77//VpEiRTJtHQAAIGOcChMNGjRQ//799ccff9jbTp06pYEDB97yiEFaLl26pKioKEVFRUmSjh49qqioKJ04cUKXLl3Siy++qG3btunYsWNav3692rRpo5CQEEVGRjpTNgAAyARO37QqLi5OpUqVUtmyZVW2bFmVLl1acXFxmj59erqXs3PnTlWrVs1+FcigQYNUrVo1jRw5Uu7u7tq7d69at26te+65R926dVP16tW1ZcsWTmMAAJCNONVnIjg4WLt379a6det04MABSVJoaKgaNWqUoeVERETIGHPL8WvWrHGmPAAAcBc5fZ8Jm82mxo0bq3Hjxq6sBwAA5DAZOs2xYcMGVaxYMc0bQcXGxqpSpUrasmWLy4oDAADZX4bCxLRp09S9e3f5+vqmGufn56fnnntOU6dOdVlxAAAg+8tQmNizZ89tf7WzSZMm2rVrl+WiAABAzpGhMHH27Nk07y+RIleuXPrzzz8tFwUAAHKODIWJYsWK6eeff77l+L1793JDKQAA/mMyFCaaN2+uV155RQkJCanGXblyRaNGjVLLli1dVhwAAMj+MnRp6Msvv6wlS5bonnvuUZ8+fVS+fHlJ0oEDBzRjxgwlJSVpxIgRmVIoAADInjIUJgIDA/X999+rV69eGj58uP2GUzabTZGRkZoxY4YCAwMzpVAAAJA9ZfimVSVLltTXX3+tCxcu6PDhwzLGqFy5csqfP39m1AcAALI5p++AmT9/fj3wwAOurAUAAORATv3QFwAAQArCBAAAsIQwAQAALCFMAAAASwgTAADAEsIEAACwhDABAAAsIUwAAABLCBMAAMASwgQAALCEMAEAACwhTAAAAEsIEwAAwBLCBAAAsIQwAQAALCFMAAAASwgTAADAEsIEAACwhDABAAAsIUwAAABLCBMAAMASwgQAALCEMAEAACwhTAAAAEsIEwAAwBLCBAAAsIQwAQAALCFMAAAASwgTAADAEsIEAACwhDABAAAsIUwAAABLCBMAAMASwgQAALCEMAEAACwhTAAAAEuyNExs3rxZrVq1UtGiRWWz2bR06VKH8cYYjRw5UkWKFFGePHnUqFEjHTp0KGuKBQAAacrSMHH58mXdd999mjFjRprjJ02apLfffluzZs3S9u3b5ePjo8jISCUkJNzlSgEAwK3kysqVN2vWTM2aNUtznDFG06ZN08svv6w2bdpIkj7++GMFBgZq6dKl6tix490sFQAA3EK27TNx9OhRnTlzRo0aNbK3+fn5qVatWvrhhx9uOV9iYqLi4uIcHgAAIPNk2zBx5swZSVJgYKBDe2BgoH1cWiZMmCA/Pz/7Izg4OFPrBADgvy7bhglnDR8+XLGxsfbHyZMns7okAAD+1bJtmAgKCpIknT171qH97Nmz9nFp8fT0lK+vr8MDAABknmwbJkqXLq2goCCtX7/e3hYXF6ft27crLCwsCysDAAA3ytKrOS5duqTDhw/bh48ePaqoqCgVKFBAJUqU0IABAzR27FiVK1dOpUuX1iuvvKKiRYuqbdu2WVc0AABwkKVhYufOnapfv759eNCgQZKkLl26aM6cORoyZIguX76sHj16KCYmRg899JBWr14tLy+vrCoZAADcJEvDREREhIwxtxxvs9k0ZswYjRkz5i5WBQAAMiLb9pkAAAA5A2ECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGAJYQIAAFhCmAAAAJYQJgAAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJdk6TLz66quy2WwOjwoVKmR1WQAA4Aa5srqAO6lUqZLWrVtnH86VK9uXDADAf0q2/2TOlSuXgoKCsroMAABwC9n6NIckHTp0SEWLFlWZMmXUqVMnnThx4rbTJyYmKi4uzuEBAAAyT7YOE7Vq1dKcOXO0evVqzZw5U0ePHlXdunV18eLFW84zYcIE+fn52R/BwcF3sWIAAP57snWYaNasmdq3b68qVaooMjJSX3/9tWJiYvT555/fcp7hw4crNjbW/jh58uRdrBgAgP+ebN9n4kb+/v665557dPjw4VtO4+npKU9Pz7tYFQAA/23Z+sjEzS5duqQjR46oSJEiWV0KAAD4P9k6TAwePFibNm3SsWPH9P333+vhhx+Wu7u7Hn/88awuDQAA/J9sfZrj999/1+OPP66///5bhQoV0kMPPaRt27apUKFCWV0aAAD4P9k6TCxcuDCrSwAAAHeQrU9zAACA7I8wAQAALCFMAAAASwgTAADAEsIEAACwhDABAAAsIUwAAABLCBMAAMASwgQAALCEMAEAACwhTAAAAEsIEwAAwBLCBAAAsIQwAQAALCFMAAAASwgTAADAEsIEAACwhDABAAAsIUwAAABLCBMAAMASwgQAALCEMAEAACwhTAAAAEsIEwAAwBLCBAAAsIQwAQAALCFMAAAASwgTAADAEsIEAACwhDABAAAsIUwAAABLCBMAAMASwgQAALCEMAEAACwhTAAAAEsIEwAAwBLCBAAAsIQwAQAALCFMAAAASwgTAADAEsIEAACwhDABAAAsIUwAAABLCBMAAMASwgQAALCEMAEAACwhTAAAAEsIEwAAwJIcESZmzJihUqVKycvLS7Vq1dKOHTuyuiQAAPB/sn2Y+OyzzzRo0CCNGjVKu3fv1n333afIyEidO3cuq0sDAADKAWFi6tSp6t69u55++mlVrFhRs2bNkre3t/73v/9ldWkAAEBSrqwu4HauXr2qXbt2afjw4fY2Nzc3NWrUSD/88EOa8yQmJioxMdE+HBsbK0mKi4tzaW3JifEuXR6Qnbl6+7mb2FbxX+LqbTVlecaY206XrcPEX3/9paSkJAUGBjq0BwYG6sCBA2nOM2HCBI0ePTpVe3BwcKbUCPwX+E3L6goApEdmbasXL16Un5/fLcdn6zDhjOHDh2vQoEH24eTkZJ0/f14BAQGy2WxZWBmsiouLU3BwsE6ePClfX9+sLgfALbCt/nsYY3Tx4kUVLVr0ttNl6zBRsGBBubu76+zZsw7tZ8+eVVBQUJrzeHp6ytPT06HN398/s0pEFvD19WUHBeQAbKv/Drc7IpEiW3fA9PDwUPXq1bV+/Xp7W3JystavX6+wsLAsrAwAAKTI1kcmJGnQoEHq0qWLatSooZo1a2ratGm6fPmynn766awuDQAAKAeEiQ4dOujPP//UyJEjdebMGVWtWlWrV69O1SkT/36enp4aNWpUqtNYALIXttX/Hpu50/UeAAAAt5Gt+0wAAIDsjzABAAAsIUwAAABLCBPIkbp27aq2bdvahyMiIjRgwIB0zZuRaQEAd5btr+YA0mPJkiXKnTt3VpcB/Gt07dpVMTExWrp0aVaXghyAMIF/hQIFCmR1CcC/QlJSEj89gAzjNAdcLjk5WRMmTFDp0qWVJ08e3Xffffriiy8kSRs3bpTNZtP69etVo0YNeXt7q3bt2oqOjnZYxtixY1W4cGHly5dPzz77rIYNG6aqVavecp03n7p49913Va5cOXl5eSkwMFCPPvpoqhqHDBmiAgUKKCgoSK+++qqrnj5wV0VERKhPnz7q06eP/Pz8VLBgQb3yyiv2X3m8cOGCOnfurPz588vb21vNmjXToUOH7PPPmTNH/v7++uqrr1SxYkV5enrqmWee0dy5c7Vs2TLZbDbZbDZt3LjRvv3GxMTY54+KipLNZtOxY8fsbR988IGCg4Pl7e2thx9+WFOnTnX4WYObT1NK0oABAxQREWEfvt1+JOV5derUSYUKFVKePHlUrlw5zZ492z7+5MmTeuyxx+Tv768CBQqoTZs2DjXCtQgTcLkJEybo448/1qxZs/TLL79o4MCBevLJJ7Vp0yb7NCNGjNCUKVO0c+dO5cqVS88884x93Pz58zVu3DhNnDhRu3btUokSJTRz5sx0r3/nzp3q16+fxowZo+joaK1evVrh4eEO08ydO1c+Pj7avn27Jk2apDFjxmjt2rXWnzyQBebOnatcuXJpx44deuuttzR16lR9+OGHkv754N65c6e++uor/fDDDzLGqHnz5rp27Zp9/vj4eE2cOFEffvihfvnlF7399tt67LHH1LRpU50+fVqnT59W7dq101XL1q1b1bNnT/Xv319RUVFq3Lixxo0bl+HndKf9yCuvvKL9+/dr1apV+vXXXzVz5kwVLFhQknTt2jVFRkYqX7582rJli7Zu3aq8efOqadOmunr1aoZrQToYwIUSEhKMt7e3+f777x3au3XrZh5//HHz7bffGklm3bp19nErV640ksyVK1eMMcbUqlXL9O7d22H+OnXqmPvuu88+3KVLF9OmTRv7cL169Uz//v2NMcYsXrzY+Pr6mri4uDRrrFevnnnooYcc2h544AEzdOjQjD5dIMvVq1fPhIaGmuTkZHvb0KFDTWhoqDl48KCRZLZu3Wof99dff5k8efKYzz//3BhjzOzZs40kExUV5bDcm7cxY4x9+71w4YK97aeffjKSzNGjR40xxnTo0MG0aNHCYb5OnToZPz+/2y67f//+pl69esaYO+9HjDGmVatW5umnn07zNZk3b54pX768w2uSmJho8uTJY9asWZPmPLCGIxNwqcOHDys+Pl6NGzdW3rx57Y+PP/5YR44csU9XpUoV+/+LFCkiSTp37pwkKTo6WjVr1nRY7s3Dt9O4cWOVLFlSZcqU0VNPPaX58+crPj7eYZob159SQ8r6gZzmwQcfdOjnEBYWpkOHDmn//v3KlSuXatWqZR8XEBCg8uXL69dff7W3eXh4pNomnGV1+5XStx/p1auXFi5cqKpVq2rIkCH6/vvv7fPv2bNHhw8fVr58+ezzFihQQAkJCQ77IbgOHTDhUpcuXZIkrVy5UsWKFXMY5+npad+Qb7zyImUnmJyc7JIa8uXLp927d2vjxo365ptvNHLkSL366qv68ccf7edtb77yw2azuWz9QE6TJ0+edHW6dHP75/unueFXGG48XZJebm5uDsu4eTl32o9IUrNmzXT8+HF9/fXXWrt2rRo2bKjevXtr8uTJunTpkqpXr6758+enWnehQoUyXC/ujCMTcKmUDlwnTpxQSEiIwyM4ODhdyyhfvrx+/PFHh7abh+8kV65catSokSZNmqS9e/fq2LFj2rBhQ4aWAeQU27dvdxjetm2bypUrp4oVK+r69esO4//++29FR0erYsWKt12mh4eHkpKSHNpSPohPnz5tb4uKinKYJj3bb6FChRyWcfNy0rsfKVSokLp06aJPPvlE06ZN0/vvvy9Juv/++3Xo0CEVLlw41fx+fn63fd5wDkcm4FL58uXT4MGDNXDgQCUnJ+uhhx5SbGystm7dKl9fX5UsWfKOy+jbt6+6d++uGjVqqHbt2vrss8+0d+9elSlTJl01rFixQr/99pvCw8OVP39+ff3110pOTlb58uWtPj0gWzpx4oQGDRqk5557Trt379b06dM1ZcoUlStXTm3atFH37t313nvvKV++fBo2bJiKFSumNm3a3HaZpUqV0po1axQdHa2AgAD5+fnZP8xfffVVjRs3TgcPHtSUKVMc5uvbt6/Cw8M1depUtWrVShs2bNCqVascjnw0aNBAb7zxhj7++GOFhYXpk08+0c8//6xq1apJuvN+pEuXLho5cqSqV6+uSpUqKTExUStWrFBoaKgkqVOnTnrjjTfUpk0bjRkzRsWLF9fx48e1ZMkSDRkyRMWLF3fxXwAcmYDLvfbaa3rllVc0YcIEhYaGqmnTplq5cqVKly6drvk7deqk4cOHa/Dgwbr//vt19OhRde3aVV5eXuma39/fX0uWLFGDBg0UGhqqWbNm6dNPP1WlSpWsPC0g2+rcubOuXLmimjVrqnfv3urfv7969OghSZo9e7aqV6+uli1bKiwsTMYYff3113e8yVv37t1Vvnx51ahRQ4UKFdLWrVuVO3duffrppzpw4ICqVKmiiRMnauzYsQ7z1alTR7NmzdLUqVN13333afXq1Ro4cKDD9hsZGalXXnlFQ4YM0QMPPKCLFy+qc+fODsu5037Ew8NDw4cPV5UqVRQeHi53d3ctXLhQkuTt7a3NmzerRIkSeuSRRxQaGqpu3bopISFBvr6+ll9vpMZPkCNHaNy4sYKCgjRv3rysLgXIViIiIlS1alVNmzYtq0u5pe7du+vAgQPasmVLVpeCTMJpDmQ78fHxmjVrliIjI+Xu7q5PP/1U69at4z4QQA4xefJkNW7cWD4+Plq1apXmzp2rd999N6vLQiYiTCDbsdls+vrrrzVu3DglJCSofPnyWrx4sRo1apTVpQFIhx07dmjSpEm6ePGiypQpo7ffflvPPvtsVpeFTMRpDgAAYAkdMAEAgCWECQAAYAlhAgAAWEKYAAAAlhAmAACAJYQJAABgCWEC+A/r2rWr2rZtm9VlAMjhCBMAAMASwgSANE2dOlX33nuvfHx8FBwcrOeff16XLl2yj58zZ478/f21Zs0ahYaGKm/evGratKnDT0tfv35d/fr1k7+/vwICAjR06FB16dLF4WhIqVKlUv2uRNWqVfXqq6+muxZJ+uCDDxQcHCxvb289/PDDmjp1qvz9/R2mWbZsme6//355eXmpTJkyGj16tK5fv275tQL+6wgTANLk5uamt99+W7/88ovmzp2rDRs2aMiQIQ7TxMfHa/LkyZo3b542b96sEydOaPDgwfbxEydO1Pz58zV79mxt3bpVcXFxWrp0qctr2bp1q3r27Kn+/fsrKipKjRs31rhx4xyWsWXLFnXu3Fn9+/fX/v379d5772nOnDmppgPgBAPgP6tLly6mTZs26Zp20aJFJiAgwD48e/ZsI8kcPnzY3jZjxgwTGBhoHw4MDDRvvPGGffj69eumRIkSDussWbKkefPNNx3Wdd9995lRo0alu5YOHTqYFi1aOEzTqVMn4+fnZx9u2LChGT9+vMM08+bNM0WKFLnlegCkDz/0BSBN69at04QJE3TgwAHFxcXp+vXrSkhIUHx8vLy9vSVJ3t7eKlu2rH2eIkWK6Ny5c5Kk2NhYnT17VjVr1rSPd3d3V/Xq1ZWcnOzSWqKjo/Xwww87zFOzZk2tWLHCPrxnzx5t3brV4UhEUlJSqucEIOM4zQEglWPHjqlly5aqUqWKFi9erF27dmnGjBmSpKtXr9qny507t8N8NptNJoO/Hejm5pZqnmvXrmW4lju5dOmSRo8eraioKPtj3759OnTokLy8vDJUMwBHHJkAkMquXbuUnJysKVOmyM3tn+8cn3/+eYaW4efnp8DAQP34448KDw+X9M+RgN27d6tq1ar26QoVKuTQaTMuLk5Hjx7NUC3ly5fXjz/+6NB28/D999+v6OhohYSEZOh5ALgzwgTwHxcbG6uoqCiHtoIFC+ratWuaPn26WrVqpa1bt2rWrFkZXnbfvn01YcIEhYSEqEKFCpo+fbouXLggm81mn6ZBgwaaM2eOWrVqJX9/f40cOVLu7u728SEhIXespW/fvgoPD9fUqVPVqlUrbdiwQatWrXJYz8iRI9WyZUuVKFFCjz76qNzc3LRnzx79/PPPGjt2bIafG4AbZHWnDQBZp0uXLkZSqke3bt3M1KlTTZEiRUyePHlMZGSk+fjjj40kc+HCBWPMPx0wb+zgaIwxX375pblxt3Lt2jXTp08f4+vra/Lnz2+GDh1q2rdvbzp27GifJjY21nTo0MH4+vqa4OBgM2fOnFQdMO9UizHGvP/++6ZYsWImT548pm3btmbs2LEmKCjIob7Vq1eb2rVrmzx58hhfX19Ts2ZN8/7777vs9QT+q2zGZPAEJwA4KTk5WaGhoXrsscf02muvZeq6unfvrgMHDmjLli2Zuh4AnOYAkImOHz+ub775RvXq1VNiYqLeeecdHT16VE888YTL1zV58mQ1btxYPj4+WrVqlebOnat3333X5esBkBphAkCmcXNz05w5czR48GAZY1S5cmWtW7dOoaGhLl/Xjh07NGnSJF28eFFlypTR22+/rWeffdbl6wGQGqc5AACAJdxnAgAAWEKYAAAAlhAmAACAJYQJAABgCWECAABYQpgAAACWECYAAIAlhAkAAGDJ/wNHJ/oy15HA+QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         test_labels  match_english  match_portuguese  Total\n",
      "0      Basic Science             13                11     44\n",
      "1  Clinical/Surgical             41                36    120\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "TEMPERATURE = str(TEMPERATURE).replace('.', '_')\n",
    "\n",
    "run_analysis(model=MODEL, temperature=TEMPERATURE, n_repetitions=N_REPETITIONS, languages=LANGUAGES)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c9dc18a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>test</th>\n",
       "      <th>year</th>\n",
       "      <th>theme</th>\n",
       "      <th>match_english</th>\n",
       "      <th>match_portuguese</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Teórica I</td>\n",
       "      <td>2022</td>\n",
       "      <td>anatomy</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Teórica I</td>\n",
       "      <td>2022</td>\n",
       "      <td>cornea</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Teórica I</td>\n",
       "      <td>2022</td>\n",
       "      <td>embryology</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Teórica I</td>\n",
       "      <td>2022</td>\n",
       "      <td>genetics</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Teórica I</td>\n",
       "      <td>2022</td>\n",
       "      <td>glaucoma</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Teórica I</td>\n",
       "      <td>2022</td>\n",
       "      <td>oncology</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Teórica I</td>\n",
       "      <td>2022</td>\n",
       "      <td>pharmacology</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Teórica I</td>\n",
       "      <td>2022</td>\n",
       "      <td>refraction</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Teórica I</td>\n",
       "      <td>2022</td>\n",
       "      <td>retina</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>contact lenses</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>cornea</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>cornea/lens</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>glaucoma</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>glaucoma/uveitis</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>lens/cataract</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>low vision</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>neuro-ophthalmology</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>ocular plastic surgery</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>oncology/ocular plastic surgery</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>optics</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>optics/refraction</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>pharmacology</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>pharmacology/glaucoma</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>refraction</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>refraction/low vision</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>refractive surgery</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>retina</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>retina/oncology</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>strabismus</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Teórica II</td>\n",
       "      <td>2022</td>\n",
       "      <td>uveitis</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          test  year                            theme  match_english  \\\n",
       "0    Teórica I  2022                          anatomy              5   \n",
       "1    Teórica I  2022                           cornea              1   \n",
       "2    Teórica I  2022                       embryology              1   \n",
       "3    Teórica I  2022                         genetics              0   \n",
       "4    Teórica I  2022                         glaucoma              1   \n",
       "5    Teórica I  2022                         oncology              1   \n",
       "6    Teórica I  2022                     pharmacology              2   \n",
       "7    Teórica I  2022                       refraction              2   \n",
       "8    Teórica I  2022                           retina              0   \n",
       "9   Teórica II  2022                   contact lenses              0   \n",
       "10  Teórica II  2022                           cornea              3   \n",
       "11  Teórica II  2022                      cornea/lens              1   \n",
       "12  Teórica II  2022                         glaucoma              3   \n",
       "13  Teórica II  2022                 glaucoma/uveitis              0   \n",
       "14  Teórica II  2022                    lens/cataract              3   \n",
       "15  Teórica II  2022                       low vision              1   \n",
       "16  Teórica II  2022              neuro-ophthalmology              0   \n",
       "17  Teórica II  2022           ocular plastic surgery              4   \n",
       "18  Teórica II  2022  oncology/ocular plastic surgery              1   \n",
       "19  Teórica II  2022                           optics              0   \n",
       "20  Teórica II  2022                optics/refraction              1   \n",
       "21  Teórica II  2022                     pharmacology              3   \n",
       "22  Teórica II  2022            pharmacology/glaucoma              0   \n",
       "23  Teórica II  2022                       refraction              7   \n",
       "24  Teórica II  2022            refraction/low vision              0   \n",
       "25  Teórica II  2022               refractive surgery              1   \n",
       "26  Teórica II  2022                           retina              5   \n",
       "27  Teórica II  2022                  retina/oncology              1   \n",
       "28  Teórica II  2022                       strabismus              4   \n",
       "29  Teórica II  2022                          uveitis              3   \n",
       "\n",
       "    match_portuguese  Total  \n",
       "0                  6     21  \n",
       "1                  1      1  \n",
       "2                  1      2  \n",
       "3                  0      2  \n",
       "4                  0      1  \n",
       "5                  0      1  \n",
       "6                  2      3  \n",
       "7                  1     12  \n",
       "8                  0      1  \n",
       "9                  0      3  \n",
       "10                 0      9  \n",
       "11                 0      1  \n",
       "12                 2      8  \n",
       "13                 0      1  \n",
       "14                 5      8  \n",
       "15                 1      1  \n",
       "16                 1      7  \n",
       "17                 6     16  \n",
       "18                 0      3  \n",
       "19                 1      1  \n",
       "20                 1      1  \n",
       "21                 2      6  \n",
       "22                 0      1  \n",
       "23                10     19  \n",
       "24                 0      2  \n",
       "25                 1      2  \n",
       "26                 1     11  \n",
       "27                 1      1  \n",
       "28                 2     11  \n",
       "29                 2      8  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N_REPETITIONS = 1 if N_REPETITIONS < 1 else N_REPETITIONS\n",
    "pd.read_csv(f'results/results_{MODEL}_Temperature{TEMPERATURE}_Repetitions{N_REPETITIONS}/matches_results_{MODEL}.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fe0660e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>theme</th>\n",
       "      <th>match_english</th>\n",
       "      <th>match_portuguese</th>\n",
       "      <th>Total</th>\n",
       "      <th>responses_english (%)</th>\n",
       "      <th>responses_portuguese (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>anatomy</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>23.81</td>\n",
       "      <td>28.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>contact lenses</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>cornea</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>40.00</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>cornea/lens</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>embryology</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>50.00</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>genetics</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>glaucoma</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>44.44</td>\n",
       "      <td>22.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>glaucoma/uveitis</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>lens/cataract</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>37.50</td>\n",
       "      <td>62.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>low vision</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>neuro-ophthalmology</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ocular plastic surgery</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>16</td>\n",
       "      <td>25.00</td>\n",
       "      <td>37.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>oncology</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>oncology/ocular plastic surgery</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>optics</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>optics/refraction</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>pharmacology</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>55.56</td>\n",
       "      <td>44.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>pharmacology/glaucoma</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>refraction</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>31</td>\n",
       "      <td>29.03</td>\n",
       "      <td>35.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>refraction/low vision</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>refractive surgery</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>50.00</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>retina</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>41.67</td>\n",
       "      <td>8.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>retina/oncology</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>strabismus</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>36.36</td>\n",
       "      <td>18.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>uveitis</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>37.50</td>\n",
       "      <td>25.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              theme  match_english  match_portuguese  Total  \\\n",
       "0                           anatomy              5                 6     21   \n",
       "1                    contact lenses              0                 0      3   \n",
       "2                            cornea              4                 1     10   \n",
       "3                       cornea/lens              1                 0      1   \n",
       "4                        embryology              1                 1      2   \n",
       "5                          genetics              0                 0      2   \n",
       "6                          glaucoma              4                 2      9   \n",
       "7                  glaucoma/uveitis              0                 0      1   \n",
       "8                     lens/cataract              3                 5      8   \n",
       "9                        low vision              1                 1      1   \n",
       "10              neuro-ophthalmology              0                 1      7   \n",
       "11           ocular plastic surgery              4                 6     16   \n",
       "12                         oncology              1                 0      1   \n",
       "13  oncology/ocular plastic surgery              1                 0      3   \n",
       "14                           optics              0                 1      1   \n",
       "15                optics/refraction              1                 1      1   \n",
       "16                     pharmacology              5                 4      9   \n",
       "17            pharmacology/glaucoma              0                 0      1   \n",
       "18                       refraction              9                11     31   \n",
       "19            refraction/low vision              0                 0      2   \n",
       "20               refractive surgery              1                 1      2   \n",
       "21                           retina              5                 1     12   \n",
       "22                  retina/oncology              1                 1      1   \n",
       "23                       strabismus              4                 2     11   \n",
       "24                          uveitis              3                 2      8   \n",
       "\n",
       "    responses_english (%)  responses_portuguese (%)  \n",
       "0                   23.81                     28.57  \n",
       "1                    0.00                      0.00  \n",
       "2                   40.00                     10.00  \n",
       "3                  100.00                      0.00  \n",
       "4                   50.00                     50.00  \n",
       "5                    0.00                      0.00  \n",
       "6                   44.44                     22.22  \n",
       "7                    0.00                      0.00  \n",
       "8                   37.50                     62.50  \n",
       "9                  100.00                    100.00  \n",
       "10                   0.00                     14.29  \n",
       "11                  25.00                     37.50  \n",
       "12                 100.00                      0.00  \n",
       "13                  33.33                      0.00  \n",
       "14                   0.00                    100.00  \n",
       "15                 100.00                    100.00  \n",
       "16                  55.56                     44.44  \n",
       "17                   0.00                      0.00  \n",
       "18                  29.03                     35.48  \n",
       "19                   0.00                      0.00  \n",
       "20                  50.00                     50.00  \n",
       "21                  41.67                      8.33  \n",
       "22                 100.00                    100.00  \n",
       "23                  36.36                     18.18  \n",
       "24                  37.50                     25.00  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N_REPETITIONS = 1 if N_REPETITIONS < 1 else N_REPETITIONS\n",
    "pd.read_csv(f'results/results_{MODEL}_Temperature{TEMPERATURE}_Repetitions{N_REPETITIONS}/matches_by_theme_{MODEL}.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47798cee",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:nlp_bias_vpython=3_8_15]",
   "language": "python",
   "name": "conda-env-nlp_bias_vpython_3_8_15-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}