visualización_dataset.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importamos el dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>fecha</th>\n",
       "      <th>hora</th>\n",
       "      <th>edad</th>\n",
       "      <th>genero</th>\n",
       "      <th>barrio</th>\n",
       "      <th>pregunta_1</th>\n",
       "      <th>pregunta_2</th>\n",
       "      <th>pregunta_3</th>\n",
       "      <th>pregunta_4</th>\n",
       "      <th>pregunta_5</th>\n",
       "      <th>pregunta_6</th>\n",
       "      <th>pregunta_7</th>\n",
       "      <th>pregunta_8</th>\n",
       "      <th>pregunta_9</th>\n",
       "      <th>pregunta_10</th>\n",
       "      <th>pregunta_11</th>\n",
       "      <th>pregunta_12</th>\n",
       "      <th>pregunta_13</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3248</th>\n",
       "      <td>2018-03-09</td>\n",
       "      <td>15:29:00</td>\n",
       "      <td>27</td>\n",
       "      <td>Hombre</td>\n",
       "      <td>Palermo</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1923</th>\n",
       "      <td>2018-09-14</td>\n",
       "      <td>00:31:00</td>\n",
       "      <td>20</td>\n",
       "      <td>Mujer</td>\n",
       "      <td>La Paternal</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2019-06-03</td>\n",
       "      <td>12:16:00</td>\n",
       "      <td>26</td>\n",
       "      <td>Mujer</td>\n",
       "      <td>Otro</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4435</th>\n",
       "      <td>2018-02-20</td>\n",
       "      <td>14:46:00</td>\n",
       "      <td>36</td>\n",
       "      <td>Mujer</td>\n",
       "      <td>Otro</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>C</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>2018-12-05</td>\n",
       "      <td>11:43:00</td>\n",
       "      <td>33</td>\n",
       "      <td>Mujer</td>\n",
       "      <td>Otro</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           fecha      hora  edad  genero       barrio pregunta_1 pregunta_2  \\\n",
       "3248  2018-03-09  15:29:00    27  Hombre      Palermo          B          C   \n",
       "1923  2018-09-14  00:31:00    20   Mujer  La Paternal          B          C   \n",
       "149   2019-06-03  12:16:00    26   Mujer         Otro          A          A   \n",
       "4435  2018-02-20  14:46:00    36   Mujer         Otro          A          A   \n",
       "1422  2018-12-05  11:43:00    33   Mujer         Otro          A          A   \n",
       "\n",
       "     pregunta_3 pregunta_4 pregunta_5 pregunta_6 pregunta_7 pregunta_8  \\\n",
       "3248          C          B          B          C          C          C   \n",
       "1923          C          A          B          A          A          B   \n",
       "149           A          B          C          B          C          C   \n",
       "4435          A          A          A          C          B          C   \n",
       "1422          A          A          A          A          A          A   \n",
       "\n",
       "     pregunta_9 pregunta_10 pregunta_11 pregunta_12 pregunta_13  \n",
       "3248          C           C           C           B           C  \n",
       "1923          B           B           C           A           C  \n",
       "149           C           C           C           A           B  \n",
       "4435          C           B           A           A           C  \n",
       "1422          A           A           A           A           A  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"../ml-test-noviazgo/data/resultados-del-test.csv\", delimiter = \",\")\n",
    "data.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5676 entries, 0 to 5675\n",
      "Data columns (total 18 columns):\n",
      " #   Column       Non-Null Count  Dtype \n",
      "---  ------       --------------  ----- \n",
      " 0   fecha        5676 non-null   object\n",
      " 1   hora         5676 non-null   object\n",
      " 2   edad         5676 non-null   int64 \n",
      " 3   genero       5676 non-null   object\n",
      " 4   barrio       5676 non-null   object\n",
      " 5   pregunta_1   5676 non-null   object\n",
      " 6   pregunta_2   5676 non-null   object\n",
      " 7   pregunta_3   5676 non-null   object\n",
      " 8   pregunta_4   5676 non-null   object\n",
      " 9   pregunta_5   5676 non-null   object\n",
      " 10  pregunta_6   5676 non-null   object\n",
      " 11  pregunta_7   5676 non-null   object\n",
      " 12  pregunta_8   5676 non-null   object\n",
      " 13  pregunta_9   5676 non-null   object\n",
      " 14  pregunta_10  5676 non-null   object\n",
      " 15  pregunta_11  5676 non-null   object\n",
      " 16  pregunta_12  5676 non-null   object\n",
      " 17  pregunta_13  5676 non-null   object\n",
      "dtypes: int64(1), object(17)\n",
      "memory usage: 798.3+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Barrio de los encuestados\n",
    "Los primeros quince barrios con más encuestados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x15458299b08>"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = data.barrio.value_counts(normalize=True).index[:14]\n",
    "sizes = list(data.barrio.value_counts(normalize=True)[:14])\n",
    "\n",
    "figura, axis = plt.subplots(figsize=(8,6))\n",
    "axis.pie(sizes)\n",
    "axis.axis('equal') \n",
    "axis.set_title('Género de encuestados')\n",
    "axis.legend(labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Género de encuestados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x15456f1f788>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = data.genero.value_counts(normalize=True).index\n",
    "sizes = list(data.genero.value_counts(normalize=True))\n",
    "\n",
    "fig1, ax1 = plt.subplots(figsize=(8,6))\n",
    "ax1.pie(sizes, labels=labels)\n",
    "ax1.axis('equal') \n",
    "ax1.set_title('Género de encuestados')\n",
    "ax1.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Total de respuestas por pregunta según género"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "preguntas = ['1. ¿Cuando no están juntos/as, ¿tu pareja te controla preguntándote con quién estás,\\n dónde y qué estás haciendo mensajeándote por celular?', \n",
    " '2. ¿Revisa los mensajes de tu celular o te pidió la contraseña de tu correo electrónico,\\n Facebook o Instagram como “prueba de confianza”?',\n",
    " '3. ¿Te acusa de haber sido infiel o coquetear con otras/os?',\n",
    " '4. ¿Sentís que están permanentemente en tensión y que, hagas lo que hagas, se irrita\\n o te culpabiliza de sus cambios de humor?',\n",
    " '5. ¿Le molesta que hagas actividades de manera independiente, como estudiar, trabajar,\\n visitar amigos/as, ir al gimnasio o elegir quedarte solo/a en tu casa?',\n",
    " '6. ¿Sentís que te alejaste o perdiste contacto con amigos/as o familiares desde que estás en pareja?',\n",
    " '7. ¿Te dice cómo tenés que vestirte o cómo debe ser tu apariencia?',\n",
    " '8. ¿Menosprecia en público o en privado tus opiniones?',\n",
    " '9. ¿Te dice que todo lo que hacés está mal o que no servís para nada?',\n",
    " '10. ¿Te amenaza con lastimarse/te si no lo/la obedecés o si querés terminar la relación?',\n",
    " '11. Después de un episodio violento, ¿se muestra cariñoso/a o atento/a\\n y promete que nunca más lo hará y todo cambiará?',\n",
    " '12. ¿Indaga o cuestiona tus noviazgos anteriores?',\n",
    " '13. ¿Te sentís presionado/a a realizar determinadas prácticas sexuales por temor a que te deje?']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "respuestas = ['A = Siempre', 'B = \"A veces\"', 'C = Nunca']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = data[['genero'] + list(data.columns[5:18])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Foolface\\.conda\\envs\\dh\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "for columna in df.drop('genero',axis=1).columns:\n",
    "    df[columna] = data[columna].replace('A','Siempre').replace('B','A veces').replace('C','Nunca')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1Vgq0ri8iZpIePxZaRDza0ct0Ub+ZmVmBuKjfzMysQBz4zazVJH1c0iv5tdLWTtvmZoIl3Sep3Vs6zPP+k6T2fP1tuSi1FlftexorhFr7Qu3Y3LWkIyQ9oBW4hcOuxoHfupwV/YRYEFeRXvts6StwXYKkY0hf+WuXZ87Lc3GzMoh2au5a0nqk12MPj9ySYP6GwE8kTVP6qt44SdVaWbVmOPDbcvOVeLHku/wxEXFHZ6dleVTcja5B+mqldbKK88nWpO9AlFf67EH6fsEOpC/hbUpq8Mjq5MBfEPkK+ZKKfn+Q9I1mxg9JX5f0kqQ3Jf1Q0ip52HGSHpR0maQ5wGilrwF+Oxf/zpQ0VukLgkgakOd3fL5Kf0vSlyXtKOmpfNV+ZcXyT5D0fB73jrIvtd2fR3kyFyUenvsfJGlSntdD+StezW2Lz0h6QdJcSVdK+kupyFLSaEnXlY1bSnv33L2WpF9Kel3pO9oXNlecmed1Q94W85TaQRhWsY0/UdZ9jaQL8//DJU2XdHrenq9LOr5s3F6SLsnbe24uCu2Vh/1W6VvtcyXdr/zlsWbSeF9eh4fy9vyDpPUk/VrSO0rfnR9QNv6PSV9Lu1rSREmfLBu2k6QJebo3JF3a3HIr0rBVTsfbeRsd3MIk/XP+myfpTqUvFZbm1ey65+37M0m3SfoXsJekAyU9AXyf9J390TXS+Yykfyvr7pGPjSEV461OauBl47xN50vaWOkre5dLmpF/lyt9nbA03Zl5P89QRXsZOd+NVfrO/CtKx1rV87fSVwXPVfre/by8n/rlYT9WOgbfqbL/Ruftd12e7mmlVy3PyXlwmqR9Kxa3maRH8/b+vaR187wqj5vjlY7neUrnlJPKllvK62dJ+ifwv0pfJ72V1JLfn5TaH+gLEBHvRcS3I2JmfhXwSdreHkgxtdeXgPxbsX+kZjZnkNt/JjX48C6wYTPjB803AXwcyzYrWqvZ2gF5fleRvo62L+lTrDeTvm2+CemrZ5/K49fTHGb5F7OG5ul3Jn2G+VjSV+1Wq7Je65O+wnUo6c7h/+V1We7mjassazS1m7it9eWv4TldF+R0jsj7q/TFs5+Qvo62SZ73bqX1pXXNmt6Xt/VmpK87Ppf39T55248lt0CXxz+G1A5Bd+AM0gdYSl8IrNo0bZVlDmdpq3c98vLPJX3t7NOkL6ttUSO9/yA1iNOLZVtebHbd8/adC+zO0iaoP036UmCpqdaZlH11r2LZ3yR9arbUPRJ4uqV1LOtXq+nk/UmfeS01Hf0bmn5Rr2aTrhXLOZP0tbktSF+F2w5YLw/7Qtn+O71i/40m5df9yvb9y6Si9lKzxi9X7IsWm7vO3QeS8piAT5Hy8tCKvP6DvN965TQeSvpsb2/gt8DNVdZ1d9LxvENnn2O70q/TE+BfB+7s1JLZZ/L/pwC31Rg3aL4J4ONYtonSWs3Wlk4Cm5QNn016blfqvpHcbjj1NYdZHjB/VjqBlvX7O/lCoqL/MTQNviJ9xrjFwE8LzRtXWdZoajdx21Lgf4+mzYTOJH3ydZU8bLs69nmzzZrm4fcB3yrrvoSyT1ID/0btC4e3S+mgmaZpq0wznKWB/5Ok4LNK2fBxlH1Cu0p6v12RL2+vZ93z9h3bQtqWNNVaZdjGpIuSNXP374BvtrSOZf1qNZ08hqYXMJuX8gd1NOlaJe+PbClv5HHfKtt/o4G7Kvb9fJZt1njtsn3RYnPXzSz3ZuDUsm21kHwB0sz4Q4C3KvoNJJ1HDq1nXf1b+nNRf7FcS7riJ//9VQvj12oCuLJSV0tNb8KyzaE21zxqf1puDrNcf+B0NW0ytR/Vm6WtbEI3qqxLc/pTu3njalrTxG2l2ZErNJVNvwap1KInVZpmVeuaNS2pd78g6RRJT+Ri36ll6YHWN00LeX9EatympNmmVbOqTaHWue6VzeEOVarNP1XSK6SL2qrbKiJmAA8Cn1dqRvUAmm8QpppaTSc3yZcV49Vs0rWKWs32np6L3Ofm/LsWTde3ct+/Gcs2a1ze9GyLzV3n5R4g6RFJc/JyR1SMNysiFpSN3zM/lvi7pGmkb+uvraaP1Y4Hfh8Rv6u2rtY8B/5iuQ4YKWk7UjH6zS2M31wTwNBC86w0bba2tVrbHOY04HsV438kIsZVGbeyCV3RdD3b3LxxG7xbY1m1vEkqkq3WNGtrmjVtFUm7kxoM+veI6BcRA0h3hIKaTdPWMgPoV/G8ulbTqrXUs+6V+fZ6UlD5RET0J10c19pWpYvnw4CHo/nmgCuXA7WbTm6SL/OwkpaadK1Utdne/Dz/LODfSY+M1iY9+lievNFic9e5HsONwI9IjxbXJrVEV2u/nE56hLBLRPQjlT5QMc1GVG962lrgwF8gETEdeIx0p39jRLzXwiTNNQFcTa2mN1urpeYwK5uG/TnwZUk7K1ldqdJWeTvdJX8kNQf8uXzn/XWaBtw2N2/cBpOAI/Od6v6kZ58tynfHY4BLlSqNdZO0az7B1t2saRusTWq69F+SVpV0Xl4eULNp2lr+RrrY+qZSZbnhpJP8+Dakry3rvjbp8ctipcZSRrUw/s2kOiWnkp6BN+cNYL2ch0pqNZ18A3CcljYdfX5pomi5SddKvwC+K2lgPh4GK70W15t0MT4L6J7335otrG9LWmzumlRasVpe7mJJB5Dq+dSydk7rglxh8Lwq43yDVCnTWsmBv3iuBbal5WJ+SJWJJpIC1B+BX9YYd0ye5/2kCkELaOMrNhFxE+mOcXwusn2GVKxaMhq4Nhe3/3tETCBVPLqS9MxyCqnIttq83yTdrX2fFCAGkopvS8PvIl3gPEVa91srZnEM6UT2XF7W70h3Hm1xKinIvQ0cRcslMOXOIFXgeoz0KOQHpON5LKnI9bWcxkfamLZqbifVv3ghL2MBTYt69weelTQf+DGp2ecFy8ylTEQsBA4m7d83gZ8Cx0TEC21IX1vW/SvA+ZLmkYLLDS2k9z3S3eumpAqszY33AinQv5Tz6cbAhcAEUt56Gng89yMi/kSqX3AvKf/eWzHLr5EukF4iNSX8G9IxV82leT3uJFV8+yWpwtwdpP03mer7ry1+Rao78U/S46evV44QEfNy/xtIx8yRwC0tzPcyll4sPELKe5V+QKqca63kb/UXjKQ9SXcKAyqeq1aOFxSkCWC52V5rhXynvHlEfKHFkc1WQP7wSoFI6kG6y/xFraBvZtXlYucvAkd3dlrM2spF/QUhaStSkfJGpCJFM2sFSV8iFY3/KSLub2l8sxWVi/rNzMwKxHf8ZmZmBeLAb2ZmViArZeW+9ddfPwYMGNDZyTAzM+swEydOfDMi+rQ03koZ+AcMGMCECRM6OxlmZmYdJn92ukUu6jczMysQB34zM7MCceA3MzMrkJXyGb+ZmXUdixYtYvr06SxYULNpB8t69uxJ37596dGjR5umd+A3M7NONX36dHr37s2AAQNILWVbcyKC2bNnM336dDbddNM2zcNF/WZm1qkWLFjAeuut56BfB0mst956y1U64sBvZmadzkG/fsu7rRz4zcys0IYPH84dd9zRpN/ll1/OySef3EkpaiwHfjMzW6FI7ftryahRoxg/fnyTfuPHj2fUqFEtThsRfPhh12rl3IHfzMwK7dBDD+XWW2/l/fffB2Dq1KnMmDGDIUOGsPfeezN06FC23XZbfv/73y8ZvtVWW3HyySczdOhQpk2bxrhx49h2220ZNGgQZ5111pJ5r7HGGnzrW99iu+22Y5ddduGNN94AYNasWXz+859nxx13ZMcdd+TBBx8E4C9/+QtDhgxhyJAhbL/99sybN6/9VzgiVrrfDjvsEGZm1jU899xzTbqhfX/1GDFiRNx8880REXHxxRfHGWecEYsWLYq5c+dGRMSsWbNis802iw8//DBefvnlkBQPP/xwRES89tpr0a9fv5g5c2YsWrQo9tprr7jpppvyuhC33HJLRESceeaZ8d3vfjciIkaNGhV//etfIyLilVdeiS233DIiIg466KB44IEHIiJi3rx5sWjRorq2WV7WhKgjRvqO38zMCq+8uL9UzB8RnHvuuQwePJh99tmH1157bckde//+/dlll10AeOyxxxg+fDh9+vShe/fuHHXUUdx///0ArLrqqhx00EEA7LDDDkydOhWAu+++m1NOOYUhQ4Zw8MEH88477zBv3jx23313TjvtNK644grefvttundv/7fu/R6/mZkV3iGHHMJpp53G448/znvvvcfQoUO55pprmDVrFhMnTqRHjx4MGDBgyWt0q6+++pJp0812dT169FhSC79bt24sXrwYgA8//JCHH36YXr16NRn/7LPP5sADD+S2225jl1124e6772bLLbds13V14DezJvSdznutKs5v/gRq1khrrLEGw4cP54QTTlhSqW/u3LlssMEG9OjRgz//+c+88kr1xu923nlnTj31VN58803WWWcdxo0bx9e+9rWay9t333258sorOfPMMwGYNGkSQ4YM4R//+Afbbrst2267LQ8//DAvvPBCuwd+F/WbmZmRivuffPJJjjjiCACOOuooJkyYwLBhw/j1r3/dbADeaKONuPjii9lrr73YbrvtGDp0KCNHjqy5rCuuuIIJEyYwePBgtt56a6666iogvUY4aNAgtttuO3r16sUBBxzQvisJqFYRRVc1bNiwmDBhQmcnw6xL8h2/dbTnn3+erbbaqrOT0aVU22aSJkbEsJam9R2/mZlZgTjwm5mZFYgDv5mZWYE48JuZmRWIA7+ZmVmBOPCbmZkViAO/mZkVniSOPvroJd2LFy+mT58+Sz63W8tuu+3WyKS1O3+5z8zMVijt/S2Jer4Psfrqq/PMM8/w3nvv0atXL+666y422WSTuub/0EMP1Z+WUkM5q3Tefbfv+M3MzIADDjiAP/7xjwCMGzduyad7AUaPHs2PfvSjJd2DBg1a0uDOGmussaT/D3/4Q3bccUcGDx7M+eefD1RvxvfOO+9k1113ZejQoRx22GHMnz8fSN/q33rrrRk8eDBnnHFGQ9bTgd/MzAw44ogjGD9+PAsWLOCpp55i5513btX0d955Jy+++CKPPvookyZNYuLEiUta6fv73//OMcccwxNPPMHqq6/OhRdeyN13383jjz/OsGHDuPTSS5kzZw433XQTzz77LE899RTf/va3G7GaLuo3MzMDGDx4MFOnTmXcuHGMGDGi1dPfeeed3HnnnWy//fYAzJ8/nxdffJGPfexjTZrxfeSRR3juuefYfffdAVi4cCG77rora665Jj179uQ//uM/OPDAA+uqX9AWDvxmZmbZwQcfzBlnnMF9993H7Nmzl/Tv3r07H3744ZLuUvO85SKCc845h5NOOqlJ/6lTpy7TjO9nPvMZxo0bt8w8Hn30Ue655x7Gjx/PlVdeyb333tseq9WEi/rNzMyyE044gfPOO49tt922Sf8BAwbw+OOPA/D444/z8ssvLzPtfvvtx5gxY5Y8r3/ttdeYOXPmMuPtsssuPPjgg0yZMgWAd999l8mTJzN//nzmzp3LiBEjuPzyy5k0aVJ7rx7gO34zM7Ml+vbty6mnnrpM/89//vOMHTuWIUOGsOOOO7L55psvGSaltxD23Xdfnn/+eXbddVcgVfq77rrr6NatW5N59enTh2uuuYZRo0bx/vvvA3DhhRfSu3dvRo4cyYIFC4gILrvssoaso5vlNbMm3CyvdbSu3Czv7NmzGTp0KK+88kqHLtfN8pqZmXWwGTNmsOuuuzbstbtGcVG/mZlZG2y88cZMnjy5s5PRar7jNzMzKxAHfjMzswJx4DczMysQB34zM7MCceA3M7PCmz59OiNHjmTgwIFsttlmnHrqqSxcuJBJkyZx2223dXby2pUDv5mZrVik9v21ICL43Oc+xyGHHMKLL7645Ct63/rWt2oG/sWLF7f3mneIhr3OJ6kfMBb4KPAhcHVE/FjSusD1wABgKvDvEfGW0qePfgyMAN4FjouIx/O8jgVKzRRdGBHXNirdZmZWLPfeey89e/bk+OOPB6Bbt25cdtll9O/fnx49ehARPPDAA5xzzjk8//zzzJgxg6lTp7L++uszZswYvvKVrzBhwgS6d+/OpZdeyl577cUJg0SuAAAaC0lEQVSzzz7L8ccfz8KFC/nwww+58cYbGThwYCevadLI9/gXA6dHxOOSegMTJd0FHAfcExHfl3Q2cDZwFnAAMDD/dgZ+BuycLxTOB4YBkedzS0S81cC0m5lZQTz77LPssMMOTfqtueaaDBgwgOOPP57Jkydz5ZVXAjB69GgmTpzIAw88QK9evbjkkksAePrpp3nhhRfYd999mTx5MldddRWnnnoqRx11FAsXLuSDDz7o8PVqTsOK+iPi9dIde0TMA54HNgFGAqU79muBQ/L/I4GxkTwCrC1pI2A/4K6ImJOD/V3A/o1Kt5mZFUtELPnefj39Dz74YHr16gXAAw88wNFHHw3AlltuSf/+/Zk8eTK77rorF110ET/4wQ945ZVXloy/IuiQZ/ySBgDbA38DNoyI1yFdHAAb5NE2AaaVTTY992uuf+UyTpQ0QdKEWbNmtfcqmJnZSmqbbbahsn2Xd955h2nTpi3TwA6wTBO71Rx55JHccsst9OrVi/32268hzeu2VcMDv6Q1gBuBb0TEO7VGrdIvavRv2iPi6ogYFhHD+vTp07bEmplZ4ey99968++67jB07FoAPPviA008/neOOO44NN9yQefPmNTvtnnvuya9//WsAJk+ezKuvvsoWW2zBSy+9xMc//nG+/vWvc/DBB/PUU091yLrUo6GBX1IPUtD/dUT8X+79Ri7CJ/8tNVY8HehXNnlfYEaN/mZmZstNEjfddBO//e1vGThwIJtvvjk9e/bkoosuYq+99uK5555jyJAhXH/99ctMe/LJJ/PBBx+w7bbbcvjhh3PNNdew2mqrcf311zNo0CCGDBnCCy+8wDHHHNMJa1Zdw5rlzbX0rwXmRMQ3yvr/EJhdVrlv3Yj4pqQDgVNItfp3Bq6IiJ1y5b6JwNA8i8eBHSJiTnPLdrO8Zm3nZnmto3XlZnk7y/I0y9vIWv27A0cDT0ualPudC3wfuEHSF4FXgcPysNtIQX8K6XW+4wEiYo6k7wKP5fEuqBX0zczMrHkNC/wR8QDVn88D7F1l/AC+2sy8xgBj2i91ZmZmxeQv95mZmRWIA7+ZmXW6RtU3Wxkt77Zy4Dczs07Vs2dPZs+e7eBfh4hg9uzZ9OzZs83zaGTlPjMzsxb17duX6dOn44+v1adnz5707du3zdM78JuZWafq0aMHm266aWcnozBc1G9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF0rDAL2mMpJmSninrN1rSa5Im5d+IsmHnSJoi6e+S9ivrv3/uN0XS2Y1Kr5mZWRE08o7/GmD/Kv0vi4gh+XcbgKStgSOAbfI0P5XUTVI34CfAAcDWwKg8rpmZmbVB90bNOCLulzSgztFHAuMj4n3gZUlTgJ3ysCkR8RKApPF53OfaOblmZmaF0BnP+E+R9FR+FLBO7rcJMK1snOm5X3P9zczMrA06OvD/DNgMGAK8DlyS+6vKuFGj/zIknShpgqQJs2bNao+0mpmZrXQ6NPBHxBsR8UFEfAj8nKXF+dOBfmWj9gVm1Ohfbd5XR8SwiBjWp0+f9k+8mZnZSqBDA7+kjco6PwuUavzfAhwhaTVJmwIDgUeBx4CBkjaVtCqpAuAtHZlmMzOzlUnDKvdJGgcMB9aXNB04HxguaQipuH4qcBJARDwr6QZSpb3FwFcj4oM8n1OAO4BuwJiIeLZRaTYzM1vZNbJW/6gqvX9ZY/zvAd+r0v824LZ2TJqZmVlh+ct9ZmZmBeLAb2ZmViAO/GZmZgXSqsAvaS1/MtfMzKzrajHwS7pH0pr5K3tPA7+R9MPGJ83MzMzaWz13/OtGxDvA54BrI2IIsF8L05iZmdkKqJ7A311SH+Aw4A8NTo+ZmZk1UD2B/3vAX4BXI+JRSR8HXm5ssszMzKwRWvyAT0SMB8aXdb9EahrXzMzMupgWA7+k1YDjgG2AnqX+EXFi45JlZmZFoO9Ua4S1Y8T5VRt7XenVU9Q/FhgAHAT8jdSs7oIGpsnMzMwapJ7Av3lEnAPMj4hfAvsDgxqbLDMzM2uEegL/ovz3bUlbAb2B/o1LkpmZmTVKPa3z/TJ/vOd8UvO4HwHOa2iqzMzMrCHqCfx/ioi3gD8DHwOQ9LGGpsrMzMwaop6i/pvr7GdmZmYruGbv+CVtDmwFrCXp4LJBa1L2Wp+ZmZl1HbWK+rchfZ9/bdLnekvmASc1MlFmZmbWGM0G/oi4CbhJ0h4R8UAHpsnMzMwapJ5n/AfmZnm7S7pD0huSjmx4yszMzKzd1RP4D8jN8h4EzCR9vOeshqbKzMzMGqKewN8j/x0BjIuIWUAxP3BsZmbWxdXzHv9tkp4BPgC+Kml94P3GJsvMzMwaocU7/og4E/g0sENELCI10PO5RifMzMzM2l+LgV9SL+AE4L9zr48CgxuZKDMzM2uMep7xj8njfTJ3zwAualiKzMzMrGHqCfwDI+Iicit9EfEuoIamyszMzBqinsC/UFJPck1+SZsCCxuaKjMzM2uIemr1XwDcDvSVdC3wKeCLDU2VmZmZNUSLgT8ibpc0EdiNVMR/ZkTMbHjKzMzMrN21GPgl7Zb/nZX/fkLSJyLiocYly8zMzBqhnqL+/yz7vyewA/AEqcjfzMzMupB6ivoPKO+WNAC/zmdmZtYl1VOrv4mImEpqqMfMzMy6mHqe8V/G0kZ5VgG2B55tZKLMzMysMep5xv9M2f+LgZsi4i8NSo+ZmZk1UD3P+H8pqQcwkHTn/2LDU2VmZmYNUU9R/37Az4FXSe/x95X0pYi4s9GJMzMzs/ZVT1H/j4F9ImIygKTNgd8DWzUyYWZmZtb+6qnVP7MU9AHy/7NqjG9mZmYrqLoq90m6BbiB9Iz/MOBRSQcDRMQtDUyfmZmZtaN6An9vYC6wX+6eB2xIugAIwIHfzMysi6inVv/RHZEQMzMza7wWn/FLuljSmpK6S7pD0huSjuyIxJmZmVn7qqdy3wER8Q5wEDCT9LnesxqaKjMzM2uIegJ/6XHACGBcRMxi6Sd8zczMrAupp3LfnyQ9A3wAfFXS+sD7jU2WldN31GnLjvN9jWdmtjJp8Y4/Is4EPg3sEBGLgAXA5xqdMDMzM2t/9VTu6wWcAPx37vVRYHAjE2VmZmaNUc8z/jF5vE/m7hnARQ1LkZmZmTVMPYF/YERcBCwCiIh3SY31mJmZWRdTT+BfKKknuSa/pE2BhQ1NlZmZmTVEPbX6LwBuJzXHey3wKeCLDU2VmZmZNUTNwC9JwJOk7/LvRiriPzMiZnZA2szMzKyd1Qz8ERGSbo2IHYDfd1CazMzMrEHqecb/qKShDU+JmZmZNVw9z/j3AL4k6R/Av0jF/RERvhgwMzPrYuoJ/Ic0PBVmZmbWIVoM/BHxj45IiJmZmTVePc/4zczMbCXhwG9mZlYgDvxmZmYF0mzgl/SWpDlVfm9JmtPSjCWNkTRT0jNl/daVdJekF/PfdXJ/SbpC0hRJT5W/Pijp2Dz+i5KOXd4VNjMzK7Jad/zrA32q/Er9W3INsH9Fv7OBeyJiIHBP7gY4ABiYfycCP4N0oQCcD+wM7AScX7pYMDMzs9ZrNvBHxAflP2AtYMOyX00RcT9QWTIwErg2/38tS18VHAmMjeQRYG1JGwH7AXdFxJyIeAu4i2UvJszMzKxOLT7jl3SgpMnAdOBv+e+9bVzehhHxOkD+u0HuvwkwrWy86blfc/2rpfNESRMkTZg1a1Ybk2dmZrZyq6dy3/eA3YG/R0Q/0l34fe2cDlXpFzX6L9sz4uqIGBYRw/r0qedJhJmZWfHUE/gXR8QsYBVJioi7gLZ+rveNXIRP/ltq5W860K9svL7AjBr9zczMrA3qCfxzJa0OPACMlXQJ8GEbl3cLUKqZfyxLW/y7BTgm1+7fBZibHwXcAewraZ1cqW/f3M/MzMzaoN5v9S8AvgEcQ6rkd1BLE0kaBwwH1pc0nVQ7//vADZK+CLwKHJZHvw0YAUwB3gWOB4iIOZK+CzyWx7sgIlp8ldDMzMyqqyfwnxMR5wIfAL8EkHQRcG6tiSJiVDOD9q4ybgBfbWY+Y4AxdaTTzMzMWlBPUX+11+cObO+EmJmZWeM1e8cv6STgy8Dmkh4vG9QbmNDohJmZmVn7q1XUfwPp63oXs/QLewDzImJm9UnMzMxsRdZs4M9fynsLOEzSIGCPPOivLH0Nz8zMzLqQer7c91XS3f/H8u8GSSc3OmFmZmbW/uqp1X8SsFNEzIclNfofAn7ayISZmZlZ+6unVr+ARWXdi6j+KV0zMzNbwdWq1d89IhYDvwIekXRjHvRZlrawZ2ZmZl1IraL+R4GhEfFfkv4MfJJ0p//liHisxnRmZma2gqoV+JcU5+dA72BvZmbWxdUK/H0kndbcwIi4tAHpMTMzswaqFfi7AWvginxmZmYrjVqB//WIuKDDUmJmZmYNV+t1Pt/pm5mZrWRqBf5lms81MzOzrq3ZwB8RczoyIWZmZtZ49Xy5z8zMzFYSDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYgDvxmZmYF4sBvZmZWIJ0S+CVNlfS0pEmSJuR+60q6S9KL+e86ub8kXSFpiqSnJA3tjDSbmZmtDDrzjn+viBgSEcNy99nAPRExELgndwMcAAzMvxOBn3V4Ss3MzFYSK1JR/0jg2vz/tcAhZf3HRvIIsLakjTojgWZmZl1dZwX+AO6UNFHSibnfhhHxOkD+u0HuvwkwrWza6blfE5JOlDRB0oRZs2Y1MOlmZmZdV/dOWu7uETFD0gbAXZJeqDGuqvSLZXpEXA1cDTBs2LBlhpuZmVkn3fFHxIz8dyZwE7AT8EapCD//nZlHnw70K5u8LzCj41JrZma28ujwwC9pdUm9S/8D+wLPALcAx+bRjgV+n/+/BTgm1+7fBZhbeiRgZmZmrdMZRf0bAjdJKi3/NxFxu6THgBskfRF4FTgsj38bMAKYArwLHN/xSTbrWKr2gKujjO7EZZtZw3V44I+Il4DtqvSfDexdpX8AX+2ApJmZma30VqTX+czMzKzBHPjNzMwKxIHfzMysQBz4zczMCsSB38zMrEAc+M3MzArEgd/MzKxAHPjNzMwKxIHfzMysQBz4zczMCsSB38zMrEAc+M3MzArEgd/MzKxAHPjNzMwKxIHfzMysQBz4zczMCsSB38zMrEAc+M3MzArEgd/MzKxAHPjNzMwKxIHfzMysQBz4zczMCsSB38zMrEAc+M3MzArEgd/MzKxAHPjNzMwKxIHfzMysQBz4zczMCsSB38zMrEAc+M3MzArEgd/MzKxAHPjNzMwKxIHfzMysQBz4zczMCsSBv05S5/3MzMzaiwO/mVnB+camWBz4zczMCsSB38zMrEAc+M3MzArEgd/MzKxAHPjNzMwKxIHfzMysQBz4zczMCsSB38zMrEAc+M3MzArEgd/MzKxAHPjNzMwKxIHfzMysQBz4zczMCsSB38zMrEAc+M3MzArEgd/MzKxAHPjNzMwKxIHfzMysQBz4zczMCsSB38zMrEAc+M3MzArEgd/MzKxAHPjNzMwKxIHfzMysQBz4zczMCqTLBH5J+0v6u6Qpks7u7PSYmZl1RV0i8EvqBvwEOADYGhglaevOTZWZmVnX072zE1CnnYApEfESgKTxwEjguU5NlZmZdV1S5y4/olMW21UC/ybAtLLu6cDOnZSWYunMA6OTDgrrRM5vZg3XVQJ/tbNBk6NU0onAiblzvqS/NzxVHWX0cs9hfeDNtkzYqdfDnX01XlSjl3sOzm9Wv9HLPYeumd+gEXmufz0jdZXAPx3oV9bdF5hRPkJEXA1c3ZGJ6iokTYiIYZ2dDisG5zfrSM5vrdclKvcBjwEDJW0qaVXgCOCWTk6TmZlZl9Ml7vgjYrGkU4A7gG7AmIh4tpOTZWZm1uV0icAPEBG3Abd1djq6KD8CsY7k/GYdyfmtlRSuyWpmZlYYXeUZv5mZmbUDB/4OJOmzkkLSlu00vy0k3SdpkqTnJV2d+w+TdEV7LMO6Dkkf5LzwpKTHJe3WDvMcLek4SddIGl7Wv4+kRZJOWt5ltCdJU8v/WueR9FFJ4yX9Q9Jzkm6TtPlyznO0pHclbVDWb/7yp7ZYHPg71ijgAdJbCe3hCuCyiBgSEVsB/w0QERMi4uvttIwWSeoydUVWcu/lvLAdcA5wcQOXdRjwCClPmzUhScBNwH0RsVlEbA2cC2zYDrN/Ezi9HeZTWA78HUTSGsDuwBdpv8C/EekbBwBExNN5WcMl3Zr/X13SGEmPSXpC0sjc/zhJN0v6g6SXJZ0i6bQ8ziOS1s3j3SfpckkPSXpG0k65/2hJV0u6ExgrqZukH+blPLWi3QkW0JrAW+0wn/nAe8BcYGFZ/1Gkk29fSZtUTiTpAEk3lHUPl/SH/P++kh7OpRK/zccGknbM+exJSY9K6t1cvpK0kaT7cwnHM5I+mRc1q+KvdY69gEURcVWpR0RMioi/tsO8xwCHl85RJZIGSHqmrPsMSaPz//dJ+kHOV5NL+SXnrx9Jejrnr6/l/uflPPdMPs91+rd+2pPv1DrOIcDtETFZ0hxJQyPi8cqRJP0V6F1l+jMi4u6KfpcB90p6CLgT+N+IeLtinG8B90bECZLWBh6VVJrPIGB7oCcwBTgrIraXdBlwDHB5Hm/1iNhN0p6kg25Q7r8DsEdEvKf05cS5EbGjpNWAByXdGREv17uBbLn1kjSJtD83Aj5dbaTW5LGI+FH+9/qy6fsBH42IR3NwPxy4tGJedwH/I2n1iPhXHud6SesD3wb2iYh/SToLOE3S9/MyDo+IxyStSbrg+CJV8hXwOeCOiPieUiNeH8np3bH8r3WaQcDEekZs5TkP0sXoGOBU4PxWpKl7ROwkaUSebh/S1143BbbPr42XLiaujIgLcvp+BRwE/KEVy1qhOfB3nFEsDaTjc/cygT8iPlnZrzkR8b+S7gD2JzVadJKk7SpG2xc4WNIZubsn8LH8/58jYh4wT9Jclmbsp4HBZfMYl5d3v6Q18wUEwC0R8V7ZcgZLOjR3rwUMBBz4O857ETEEQNKupJKYQVHx6k5r8lgzjgBKd/PjgV9SEfjzSfR24N8k/Q44EPgm8ClSC5sP5puoVYGHgS2A1yPisTz9O3k9mstXjwFjJPUAbo6IScu5TtZJ2pgfrwAmSbqkFdP8X/47ERiQ/98HuCoiFue0zMn995L0TdIF5brAszjwW2tIWo909zVIUpA+QhSSvll5Um7t1W9EzCBd/Y7JxVyDKkYR8PmIaNJ2gaSdgffLen1Y1v0hTfNG5Tufpe5/VSznaxFxR5W0WweLiIfz3XUfYGb5sDbcYVUaBWwo6ajcvbGkgRHxYsV41wNfBeYAj0XEvFxkeldENKkbIGkwy+YzqJGvcgnUgcCvJP0wIsbWkXbrGM8Ch7Y4Fm3LjxHxtqTfACeX9V5M08fXPSsmK53fPmDp+U0s2+5LT+CnwLCImJYfF1TOq0vzM/6OcSgwNiL6R8SAiOhHuhPeo3LEiPhkrqBV+VvmAJC0f77jQdJHgfWA1ypGuwP4WukZlaTt25D+w/O0e5CKXedWGecO4Ctl6dlc0uptWJa1A6U3R7oBsyuHtSaPVZnvFqRHP5vkvDyAVImwWr2V+4ChwJdY+qjgEWB3SZ/I8/uIUk3vF0gXEDvm/r2VKo1WzVeS+gMzI+LnpBKHofVuG+sQ9wKrSfpSqUeuw/GpyhGXIz9eCpzE0iD+BrCBpPXyY6GD6kjnncCXc14jF/WXgvybSvVP6rqA6Uoc+DvGKFIN13I3Akcu53z3BZ6R9CTpBHlmRPyzYpzvAj2Ap3KJwHfbsJy3cj2Cq0jPXKv5BfAc8Hhezv/gEqWO1itXdptECrTHRsQH7byM5vLyMrX787JvBQ7If4mIWcBxwDhJT5EuBLaMiIWkC8z/zvn5LtIJuLl8NZxU1PsE8Hngx+26lrZccknmZ4HPKL3O9yypHb4ZNSds3TLeJOXF1XL3IuAC4G+k/PZCHbP5BfAq6fz4JHBkrif1c9Ijz5tJj5VWKv5yn9Uk6T5SkduEzk6LmZktP9/xm5mZFYjv+M3MzArEd/xmZmYF4sBvZmZWIA78ZmZmBeLAb2ZmViAO/GZmZgXiwG9mZlYg/x8KTDZ9NKy8OgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for num,columna in enumerate(df.drop('genero',axis=1).columns):\n",
    "    # respuesta\n",
    "    respuesta = set(np.array(list(df.groupby(columna).genero.value_counts().index))[:,0])\n",
    "    # respuesta por hombres\n",
    "    varones = list(df.groupby(columna).genero.value_counts())[1::3]\n",
    "    # respusta por mujeres\n",
    "    mujeres = list(df.groupby(columna).genero.value_counts())[::3]\n",
    "    # respusta por otros\n",
    "    otros = list(df.groupby(columna).genero.value_counts())[2::3]\n",
    "\n",
    "    x = np.arange(len(respuesta))\n",
    "    width = 0.2\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(8,6))\n",
    "    barra1 = ax.bar(x, varones, width, label='Varones', color='blue')\n",
    "    barra2 = ax.bar(x+0.2, mujeres, width, label='Mujeres', color='green')\n",
    "    barra3 = ax.bar(x+0.4, otros, width, label='Otros', color='red')\n",
    "\n",
    "    ax.set_ylabel('Total respuestas')\n",
    "    ax.set_title(preguntas[num])\n",
    "    ax.set_xticks(x+0.2)\n",
    "    ax.set_xticklabels(respuestas)\n",
    "    ax.legend()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}