Auna1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'pandas'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-2-7dd3504c366f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pandas'"
     ]
    }
   ],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pd' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-4-7293b1cc31c2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"20200115221241-SurveyExport.csv\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'pd' is not defined"
     ]
    }
   ],
   "source": [
    "df=pd.read_csv(\"20200115221241-SurveyExport.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Response ID</th>\n",
       "      <th>Time Started</th>\n",
       "      <th>Date Submitted</th>\n",
       "      <th>Status</th>\n",
       "      <th>Contact ID</th>\n",
       "      <th>Legacy Comments</th>\n",
       "      <th>Comments</th>\n",
       "      <th>Language</th>\n",
       "      <th>Referer</th>\n",
       "      <th>SessionID</th>\n",
       "      <th>...</th>\n",
       "      <th>¿Por qué acude a la fuente anteriormente mencionada?</th>\n",
       "      <th>¿Considera necesario un contacto continuo con su centro de salud?</th>\n",
       "      <th>Whatsapp:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>Redes sociales:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>App:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>Llamadas telefónicas:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>Medios físicos:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>No deseo ser contactado:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>¿Cuándo le gustaría ser contactado?</th>\n",
       "      <th>Introduzca su correo para fines de sorteo:</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>13 January 2020 11:30:59 am</td>\n",
       "      <td>13 January 2020 11:32:50 am</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578933036_5e1c9b2cd230f7.39998205</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>App</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>13 January 2020 11:41:39 am</td>\n",
       "      <td>13 January 2020 11:57:55 am</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578933633_5e1c9d817b6696.63376086</td>\n",
       "      <td>...</td>\n",
       "      <td>Rapidez/Inmediatez</td>\n",
       "      <td>No</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>13 January 2020 11:50:24 am</td>\n",
       "      <td>13 January 2020 12:05:07 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578934107_5e1c9f5bdf9c52.69725739</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>13 January 2020 12:14:22 pm</td>\n",
       "      <td>13 January 2020 12:19:25 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578935617_5e1ca541c1ea41.56864608</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Redes sociales</td>\n",
       "      <td>App</td>\n",
       "      <td>Llamadas telefónicas</td>\n",
       "      <td>Medios físicos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7</td>\n",
       "      <td>13 January 2020 12:55:29 pm</td>\n",
       "      <td>13 January 2020 12:55:29 pm</td>\n",
       "      <td>Partial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>English</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578937972_5e1cae74ee4808.75917096</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "      <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>383</th>\n",
       "      <td>386</td>\n",
       "      <td>15 January 2020 1:00:58 pm</td>\n",
       "      <td>15 January 2020 1:08:36 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579111225_5e1f5339cda611.80256421</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>maritzass@yahoo.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>387</td>\n",
       "      <td>15 January 2020 1:21:13 pm</td>\n",
       "      <td>15 January 2020 1:26:40 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579112431_5e1f57efad5a26.57947995</td>\n",
       "      <td>...</td>\n",
       "      <td>Certeza</td>\n",
       "      <td>No</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Llamadas telefónicas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Solo si se descubre algún resultado negativo e...</td>\n",
       "      <td>carmencita_1960@hotmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>388</td>\n",
       "      <td>15 January 2020 3:43:28 pm</td>\n",
       "      <td>15 January 2020 3:45:35 pm</td>\n",
       "      <td>Partial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579120966_5e1f7946e44b47.43234940</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>389</td>\n",
       "      <td>15 January 2020 5:33:50 pm</td>\n",
       "      <td>15 January 2020 5:41:08 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579127587_5e1f9323ee4e74.48328925</td>\n",
       "      <td>...</td>\n",
       "      <td>Certeza</td>\n",
       "      <td>Sí</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>App</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>Mvo100@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>390</td>\n",
       "      <td>15 January 2020 9:33:34 pm</td>\n",
       "      <td>15 January 2020 9:46:15 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579141874_5e1fcaf23c9448.64832004</td>\n",
       "      <td>...</td>\n",
       "      <td>Rapidez/Inmediatez</td>\n",
       "      <td>No</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Llamadas telefónicas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Para dar a conocer promociones y beneficios</td>\n",
       "      <td>asmir.elsa.victor@gmail.com</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>388 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Response ID                 Time Started               Date Submitted  \\\n",
       "0              2  13 January 2020 11:30:59 am  13 January 2020 11:32:50 am   \n",
       "1              3  13 January 2020 11:41:39 am  13 January 2020 11:57:55 am   \n",
       "2              4  13 January 2020 11:50:24 am  13 January 2020 12:05:07 pm   \n",
       "3              5  13 January 2020 12:14:22 pm  13 January 2020 12:19:25 pm   \n",
       "4              7  13 January 2020 12:55:29 pm  13 January 2020 12:55:29 pm   \n",
       "..           ...                          ...                          ...   \n",
       "383          386   15 January 2020 1:00:58 pm   15 January 2020 1:08:36 pm   \n",
       "384          387   15 January 2020 1:21:13 pm   15 January 2020 1:26:40 pm   \n",
       "385          388   15 January 2020 3:43:28 pm   15 January 2020 3:45:35 pm   \n",
       "386          389   15 January 2020 5:33:50 pm   15 January 2020 5:41:08 pm   \n",
       "387          390   15 January 2020 9:33:34 pm   15 January 2020 9:46:15 pm   \n",
       "\n",
       "       Status  Contact ID  Legacy Comments  Comments Language  \\\n",
       "0    Complete         NaN              NaN       NaN  Spanish   \n",
       "1    Complete         NaN              NaN       NaN  Spanish   \n",
       "2    Complete         NaN              NaN       NaN  Spanish   \n",
       "3    Complete         NaN              NaN       NaN  Spanish   \n",
       "4     Partial         NaN              NaN       NaN  English   \n",
       "..        ...         ...              ...       ...      ...   \n",
       "383  Complete         NaN              NaN       NaN  Spanish   \n",
       "384  Complete         NaN              NaN       NaN  Spanish   \n",
       "385   Partial         NaN              NaN       NaN  Spanish   \n",
       "386  Complete         NaN              NaN       NaN  Spanish   \n",
       "387  Complete         NaN              NaN       NaN  Spanish   \n",
       "\n",
       "                                               Referer  \\\n",
       "0    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "1    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "2    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "3    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "4    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "..                                                 ...   \n",
       "383  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "384  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "385  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "386  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "387  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "\n",
       "                              SessionID  ...  \\\n",
       "0    1578933036_5e1c9b2cd230f7.39998205  ...   \n",
       "1    1578933633_5e1c9d817b6696.63376086  ...   \n",
       "2    1578934107_5e1c9f5bdf9c52.69725739  ...   \n",
       "3    1578935617_5e1ca541c1ea41.56864608  ...   \n",
       "4    1578937972_5e1cae74ee4808.75917096  ...   \n",
       "..                                  ...  ...   \n",
       "383  1579111225_5e1f5339cda611.80256421  ...   \n",
       "384  1579112431_5e1f57efad5a26.57947995  ...   \n",
       "385  1579120966_5e1f7946e44b47.43234940  ...   \n",
       "386  1579127587_5e1f9323ee4e74.48328925  ...   \n",
       "387  1579141874_5e1fcaf23c9448.64832004  ...   \n",
       "\n",
       "    ¿Por qué acude a la fuente anteriormente mencionada?  \\\n",
       "0                            Calidad de la información     \n",
       "1                                   Rapidez/Inmediatez     \n",
       "2                            Calidad de la información     \n",
       "3                            Calidad de la información     \n",
       "4                                                  NaN     \n",
       "..                                                 ...     \n",
       "383                          Calidad de la información     \n",
       "384                                            Certeza     \n",
       "385                                                NaN     \n",
       "386                                            Certeza     \n",
       "387                                 Rapidez/Inmediatez     \n",
       "\n",
       "     ¿Considera necesario un contacto continuo con su centro de salud?  \\\n",
       "0                                                   Sí                   \n",
       "1                                                   No                   \n",
       "2                                                   Sí                   \n",
       "3                                                   Sí                   \n",
       "4                                                  NaN                   \n",
       "..                                                 ...                   \n",
       "383                                                 Sí                   \n",
       "384                                                 No                   \n",
       "385                                                NaN                   \n",
       "386                                                 Sí                   \n",
       "387                                                 No                   \n",
       "\n",
       "    Whatsapp:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                             Whatsapp                                                    \n",
       "1                                             Whatsapp                                                    \n",
       "2                                             Whatsapp                                                    \n",
       "3                                                  NaN                                                    \n",
       "4                                                  NaN                                                    \n",
       "..                                                 ...                                                    \n",
       "383                                           Whatsapp                                                    \n",
       "384                                           Whatsapp                                                    \n",
       "385                                                NaN                                                    \n",
       "386                                                NaN                                                    \n",
       "387                                           Whatsapp                                                    \n",
       "\n",
       "     Redes sociales:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                           \n",
       "1                                                  NaN                                                           \n",
       "2                                                  NaN                                                           \n",
       "3                                       Redes sociales                                                           \n",
       "4                                                  NaN                                                           \n",
       "..                                                 ...                                                           \n",
       "383                                                NaN                                                           \n",
       "384                                                NaN                                                           \n",
       "385                                                NaN                                                           \n",
       "386                                                NaN                                                           \n",
       "387                                                NaN                                                           \n",
       "\n",
       "     App:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  App                                                \n",
       "1                                                  NaN                                                \n",
       "2                                                  NaN                                                \n",
       "3                                                  App                                                \n",
       "4                                                  NaN                                                \n",
       "..                                                 ...                                                \n",
       "383                                                NaN                                                \n",
       "384                                                NaN                                                \n",
       "385                                                NaN                                                \n",
       "386                                                App                                                \n",
       "387                                                NaN                                                \n",
       "\n",
       "    Llamadas telefónicas:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                                \n",
       "1                                                  NaN                                                                \n",
       "2                                                  NaN                                                                \n",
       "3                                 Llamadas telefónicas                                                                \n",
       "4                                                  NaN                                                                \n",
       "..                                                 ...                                                                \n",
       "383                                                NaN                                                                \n",
       "384                               Llamadas telefónicas                                                                \n",
       "385                                                NaN                                                                \n",
       "386                                                NaN                                                                \n",
       "387                               Llamadas telefónicas                                                                \n",
       "\n",
       "    Medios físicos:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                          \n",
       "1                                                  NaN                                                          \n",
       "2                                                  NaN                                                          \n",
       "3                                       Medios físicos                                                          \n",
       "4                                                  NaN                                                          \n",
       "..                                                 ...                                                          \n",
       "383                                                NaN                                                          \n",
       "384                                                NaN                                                          \n",
       "385                                                NaN                                                          \n",
       "386                                                NaN                                                          \n",
       "387                                                NaN                                                          \n",
       "\n",
       "    No deseo ser contactado:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                                   \n",
       "1                                                  NaN                                                                   \n",
       "2                                                  NaN                                                                   \n",
       "3                                                  NaN                                                                   \n",
       "4                                                  NaN                                                                   \n",
       "..                                                 ...                                                                   \n",
       "383                                                NaN                                                                   \n",
       "384                                                NaN                                                                   \n",
       "385                                                NaN                                                                   \n",
       "386                                                NaN                                                                   \n",
       "387                                                NaN                                                                   \n",
       "\n",
       "                   ¿Cuándo le gustaría ser contactado?  \\\n",
       "0                        Después de que yo lo solicite   \n",
       "1                        Después de que yo lo solicite   \n",
       "2                        Después de que yo lo solicite   \n",
       "3                        Después de que yo lo solicite   \n",
       "4                                                  NaN   \n",
       "..                                                 ...   \n",
       "383                      Después de que yo lo solicite   \n",
       "384  Solo si se descubre algún resultado negativo e...   \n",
       "385                                                NaN   \n",
       "386                      Después de que yo lo solicite   \n",
       "387        Para dar a conocer promociones y beneficios   \n",
       "\n",
       "    Introduzca su correo para fines de sorteo:  \n",
       "0                                          NaN  \n",
       "1                                          NaN  \n",
       "2                                          NaN  \n",
       "3                                          NaN  \n",
       "4                                          NaN  \n",
       "..                                         ...  \n",
       "383                        maritzass@yahoo.com  \n",
       "384                carmencita_1960@hotmail.com  \n",
       "385                                        NaN  \n",
       "386                           Mvo100@gmail.com  \n",
       "387                asmir.elsa.victor@gmail.com  \n",
       "\n",
       "[388 rows x 56 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Response ID', 'Time Started', 'Date Submitted', 'Status', 'Contact ID',\n",
       "       'Legacy Comments', 'Comments', 'Language', 'Referer', 'SessionID',\n",
       "       'User Agent', 'Tags', 'IP Address', 'Longitude', 'Latitude', 'Country',\n",
       "       'City', 'State/Region', 'Postal', 'Introduzca su género:',\n",
       "       'Introduzca su edad (solo el número):',\n",
       "       'Introduzca su distrito de residencia:',\n",
       "       '¿Con qué frecuencia se atiende en establecimientos de salud?',\n",
       "       'Cuido de mi salud:Hábitos de salud',\n",
       "       'Realizo chequeos preventivos:Hábitos de salud',\n",
       "       'Como sano:Hábitos de salud', 'Hago ejercicio:Hábitos de salud',\n",
       "       'No fumo:Hábitos de salud', 'No bebo alcohol:Hábitos de salud',\n",
       "       '¿Cuál considera que es la principal barrera para el cuidado de la salud?',\n",
       "       '¿Por qué?',\n",
       "       '¿Qué diría que es lo que más le quita tiempo para cuidar su salud? ',\n",
       "       '¿Considera que la salud mental es importante para el bienestar?',\n",
       "       '¿Qué piensa de la medicina alternativa? (ejem. Medicina china, herbolaria, chamanismo, yoga, mindfullness, acupuntura, homeopatía, reiki, shiatzu, etc.)',\n",
       "       'Si la ha probado, ¿por qué lo hizo? (Si no lo ha hecho, escriba \"no la he probado\")',\n",
       "       '¿Le gustaría que su centro de salud la incluya como parte de sus servicios?',\n",
       "       '¿Qué palabras se le vienen a la mente cuando piensa en \"prevención\"?',\n",
       "       'Tengo una buena relación con mis médicos:Relación paciente médico',\n",
       "       'Me siento en confianza con mis médicos:Relación paciente médico',\n",
       "       'Puedo hablar con mis médicos sin restricciones:Relación paciente médico',\n",
       "       'Los médicos se toman el tiempo para explicarme mi dolencia y posibles tratamientos:Relación paciente médico',\n",
       "       'Los médicos se preocupan porque tenga una vida saludable y hábitos preventivos en salud:Relación paciente médico',\n",
       "       '¿Tiene médicos de su preferencia?', '¿Por qué?.1', 'New Radio Buttons',\n",
       "       '¿Cuál es su principal fuente de información médica?',\n",
       "       '¿Por qué acude a la fuente anteriormente mencionada?',\n",
       "       '¿Considera necesario un contacto continuo con su centro de salud?',\n",
       "       'Whatsapp:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
       "       'Redes sociales:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
       "       'App:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
       "       'Llamadas telefónicas:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
       "       'Medios físicos:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
       "       'No deseo ser contactado:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
       "       '¿Cuándo le gustaría ser contactado?',\n",
       "       'Introduzca su correo para fines de sorteo:'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>Response ID</th>\n",
       "      <th>Time Started</th>\n",
       "      <th>Date Submitted</th>\n",
       "      <th>Status</th>\n",
       "      <th>Contact ID</th>\n",
       "      <th>Legacy Comments</th>\n",
       "      <th>Comments</th>\n",
       "      <th>Language</th>\n",
       "      <th>Referer</th>\n",
       "      <th>SessionID</th>\n",
       "      <th>...</th>\n",
       "      <th>¿Por qué acude a la fuente anteriormente mencionada?</th>\n",
       "      <th>¿Considera necesario un contacto continuo con su centro de salud?</th>\n",
       "      <th>Whatsapp:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>Redes sociales:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>App:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>Llamadas telefónicas:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>Medios físicos:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>No deseo ser contactado:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>¿Cuándo le gustaría ser contactado?</th>\n",
       "      <th>Introduzca su correo para fines de sorteo:</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>13 January 2020 11:30:59 am</td>\n",
       "      <td>13 January 2020 11:32:50 am</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578933036_5e1c9b2cd230f7.39998205</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>App</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>13 January 2020 11:41:39 am</td>\n",
       "      <td>13 January 2020 11:57:55 am</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578933633_5e1c9d817b6696.63376086</td>\n",
       "      <td>...</td>\n",
       "      <td>Rapidez/Inmediatez</td>\n",
       "      <td>No</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>13 January 2020 11:50:24 am</td>\n",
       "      <td>13 January 2020 12:05:07 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578934107_5e1c9f5bdf9c52.69725739</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>13 January 2020 12:14:22 pm</td>\n",
       "      <td>13 January 2020 12:19:25 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578935617_5e1ca541c1ea41.56864608</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
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       "      <td>Redes sociales</td>\n",
       "      <td>App</td>\n",
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       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10</td>\n",
       "      <td>13 January 2020 4:59:55 pm</td>\n",
       "      <td>13 January 2020 5:02:40 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578952656_5e1ce7d0b9a301.46031255</td>\n",
       "      <td>...</td>\n",
       "      <td>Miedo</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>Llamadas telefónicas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Para dar a conocer promociones y beneficios</td>\n",
       "      <td>iubkjb</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>385</td>\n",
       "      <td>15 January 2020 12:52:37 pm</td>\n",
       "      <td>15 January 2020 1:00:01 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>http://m.facebook.com/</td>\n",
       "      <td>1579110725_5e1f5145e65538.92442658</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>Redes sociales</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Solo si se descubre algún resultado negativo e...</td>\n",
       "      <td>cinti2723@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>386</td>\n",
       "      <td>15 January 2020 1:00:58 pm</td>\n",
       "      <td>15 January 2020 1:08:36 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579111225_5e1f5339cda611.80256421</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>maritzass@yahoo.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>387</td>\n",
       "      <td>15 January 2020 1:21:13 pm</td>\n",
       "      <td>15 January 2020 1:26:40 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579112431_5e1f57efad5a26.57947995</td>\n",
       "      <td>...</td>\n",
       "      <td>Certeza</td>\n",
       "      <td>No</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Llamadas telefónicas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Solo si se descubre algún resultado negativo e...</td>\n",
       "      <td>carmencita_1960@hotmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>389</td>\n",
       "      <td>15 January 2020 5:33:50 pm</td>\n",
       "      <td>15 January 2020 5:41:08 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579127587_5e1f9323ee4e74.48328925</td>\n",
       "      <td>...</td>\n",
       "      <td>Certeza</td>\n",
       "      <td>Sí</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>App</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>Mvo100@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>390</td>\n",
       "      <td>15 January 2020 9:33:34 pm</td>\n",
       "      <td>15 January 2020 9:46:15 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579141874_5e1fcaf23c9448.64832004</td>\n",
       "      <td>...</td>\n",
       "      <td>Rapidez/Inmediatez</td>\n",
       "      <td>No</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Llamadas telefónicas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Para dar a conocer promociones y beneficios</td>\n",
       "      <td>asmir.elsa.victor@gmail.com</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>303 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Response ID                 Time Started               Date Submitted  \\\n",
       "0              2  13 January 2020 11:30:59 am  13 January 2020 11:32:50 am   \n",
       "1              3  13 January 2020 11:41:39 am  13 January 2020 11:57:55 am   \n",
       "2              4  13 January 2020 11:50:24 am  13 January 2020 12:05:07 pm   \n",
       "3              5  13 January 2020 12:14:22 pm  13 January 2020 12:19:25 pm   \n",
       "7             10   13 January 2020 4:59:55 pm   13 January 2020 5:02:40 pm   \n",
       "..           ...                          ...                          ...   \n",
       "382          385  15 January 2020 12:52:37 pm   15 January 2020 1:00:01 pm   \n",
       "383          386   15 January 2020 1:00:58 pm   15 January 2020 1:08:36 pm   \n",
       "384          387   15 January 2020 1:21:13 pm   15 January 2020 1:26:40 pm   \n",
       "386          389   15 January 2020 5:33:50 pm   15 January 2020 5:41:08 pm   \n",
       "387          390   15 January 2020 9:33:34 pm   15 January 2020 9:46:15 pm   \n",
       "\n",
       "       Status  Contact ID  Legacy Comments  Comments Language  \\\n",
       "0    Complete         NaN              NaN       NaN  Spanish   \n",
       "1    Complete         NaN              NaN       NaN  Spanish   \n",
       "2    Complete         NaN              NaN       NaN  Spanish   \n",
       "3    Complete         NaN              NaN       NaN  Spanish   \n",
       "7    Complete         NaN              NaN       NaN  Spanish   \n",
       "..        ...         ...              ...       ...      ...   \n",
       "382  Complete         NaN              NaN       NaN  Spanish   \n",
       "383  Complete         NaN              NaN       NaN  Spanish   \n",
       "384  Complete         NaN              NaN       NaN  Spanish   \n",
       "386  Complete         NaN              NaN       NaN  Spanish   \n",
       "387  Complete         NaN              NaN       NaN  Spanish   \n",
       "\n",
       "                                               Referer  \\\n",
       "0    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "1    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "2    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "3    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "7    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "..                                                 ...   \n",
       "382                             http://m.facebook.com/   \n",
       "383  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "384  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "386  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "387  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "\n",
       "                              SessionID  ...  \\\n",
       "0    1578933036_5e1c9b2cd230f7.39998205  ...   \n",
       "1    1578933633_5e1c9d817b6696.63376086  ...   \n",
       "2    1578934107_5e1c9f5bdf9c52.69725739  ...   \n",
       "3    1578935617_5e1ca541c1ea41.56864608  ...   \n",
       "7    1578952656_5e1ce7d0b9a301.46031255  ...   \n",
       "..                                  ...  ...   \n",
       "382  1579110725_5e1f5145e65538.92442658  ...   \n",
       "383  1579111225_5e1f5339cda611.80256421  ...   \n",
       "384  1579112431_5e1f57efad5a26.57947995  ...   \n",
       "386  1579127587_5e1f9323ee4e74.48328925  ...   \n",
       "387  1579141874_5e1fcaf23c9448.64832004  ...   \n",
       "\n",
       "    ¿Por qué acude a la fuente anteriormente mencionada?  \\\n",
       "0                            Calidad de la información     \n",
       "1                                   Rapidez/Inmediatez     \n",
       "2                            Calidad de la información     \n",
       "3                            Calidad de la información     \n",
       "7                                                Miedo     \n",
       "..                                                 ...     \n",
       "382                          Calidad de la información     \n",
       "383                          Calidad de la información     \n",
       "384                                            Certeza     \n",
       "386                                            Certeza     \n",
       "387                                 Rapidez/Inmediatez     \n",
       "\n",
       "     ¿Considera necesario un contacto continuo con su centro de salud?  \\\n",
       "0                                                   Sí                   \n",
       "1                                                   No                   \n",
       "2                                                   Sí                   \n",
       "3                                                   Sí                   \n",
       "7                                                   Sí                   \n",
       "..                                                 ...                   \n",
       "382                                                 Sí                   \n",
       "383                                                 Sí                   \n",
       "384                                                 No                   \n",
       "386                                                 Sí                   \n",
       "387                                                 No                   \n",
       "\n",
       "    Whatsapp:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                             Whatsapp                                                    \n",
       "1                                             Whatsapp                                                    \n",
       "2                                             Whatsapp                                                    \n",
       "3                                                  NaN                                                    \n",
       "7                                             Whatsapp                                                    \n",
       "..                                                 ...                                                    \n",
       "382                                           Whatsapp                                                    \n",
       "383                                           Whatsapp                                                    \n",
       "384                                           Whatsapp                                                    \n",
       "386                                                NaN                                                    \n",
       "387                                           Whatsapp                                                    \n",
       "\n",
       "     Redes sociales:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                           \n",
       "1                                                  NaN                                                           \n",
       "2                                                  NaN                                                           \n",
       "3                                       Redes sociales                                                           \n",
       "7                                       Redes sociales                                                           \n",
       "..                                                 ...                                                           \n",
       "382                                     Redes sociales                                                           \n",
       "383                                                NaN                                                           \n",
       "384                                                NaN                                                           \n",
       "386                                                NaN                                                           \n",
       "387                                                NaN                                                           \n",
       "\n",
       "     App:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  App                                                \n",
       "1                                                  NaN                                                \n",
       "2                                                  NaN                                                \n",
       "3                                                  App                                                \n",
       "7                                                  NaN                                                \n",
       "..                                                 ...                                                \n",
       "382                                                NaN                                                \n",
       "383                                                NaN                                                \n",
       "384                                                NaN                                                \n",
       "386                                                App                                                \n",
       "387                                                NaN                                                \n",
       "\n",
       "    Llamadas telefónicas:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                                \n",
       "1                                                  NaN                                                                \n",
       "2                                                  NaN                                                                \n",
       "3                                 Llamadas telefónicas                                                                \n",
       "7                                 Llamadas telefónicas                                                                \n",
       "..                                                 ...                                                                \n",
       "382                                                NaN                                                                \n",
       "383                                                NaN                                                                \n",
       "384                               Llamadas telefónicas                                                                \n",
       "386                                                NaN                                                                \n",
       "387                               Llamadas telefónicas                                                                \n",
       "\n",
       "    Medios físicos:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                          \n",
       "1                                                  NaN                                                          \n",
       "2                                                  NaN                                                          \n",
       "3                                       Medios físicos                                                          \n",
       "7                                                  NaN                                                          \n",
       "..                                                 ...                                                          \n",
       "382                                                NaN                                                          \n",
       "383                                                NaN                                                          \n",
       "384                                                NaN                                                          \n",
       "386                                                NaN                                                          \n",
       "387                                                NaN                                                          \n",
       "\n",
       "    No deseo ser contactado:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                                   \n",
       "1                                                  NaN                                                                   \n",
       "2                                                  NaN                                                                   \n",
       "3                                                  NaN                                                                   \n",
       "7                                                  NaN                                                                   \n",
       "..                                                 ...                                                                   \n",
       "382                                                NaN                                                                   \n",
       "383                                                NaN                                                                   \n",
       "384                                                NaN                                                                   \n",
       "386                                                NaN                                                                   \n",
       "387                                                NaN                                                                   \n",
       "\n",
       "                   ¿Cuándo le gustaría ser contactado?  \\\n",
       "0                        Después de que yo lo solicite   \n",
       "1                        Después de que yo lo solicite   \n",
       "2                        Después de que yo lo solicite   \n",
       "3                        Después de que yo lo solicite   \n",
       "7          Para dar a conocer promociones y beneficios   \n",
       "..                                                 ...   \n",
       "382  Solo si se descubre algún resultado negativo e...   \n",
       "383                      Después de que yo lo solicite   \n",
       "384  Solo si se descubre algún resultado negativo e...   \n",
       "386                      Después de que yo lo solicite   \n",
       "387        Para dar a conocer promociones y beneficios   \n",
       "\n",
       "    Introduzca su correo para fines de sorteo:  \n",
       "0                                          NaN  \n",
       "1                                          NaN  \n",
       "2                                          NaN  \n",
       "3                                          NaN  \n",
       "7                                       iubkjb  \n",
       "..                                         ...  \n",
       "382                        cinti2723@gmail.com  \n",
       "383                        maritzass@yahoo.com  \n",
       "384                carmencita_1960@hotmail.com  \n",
       "386                           Mvo100@gmail.com  \n",
       "387                asmir.elsa.victor@gmail.com  \n",
       "\n",
       "[303 rows x 56 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Status']=='Complete']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fJjiSJElSQTRE/Wc4JjiSJEmS6oYJjiRJklQQ9Z/fmOBIkiRJqiMmOJIkSVJBmOBIkiRJUg2xwJEkSZJUN5yiJkmSJBWEU9QkSZIkqYaY4EiSJEkFEX7RpyRJkiTVDhMcSZIkqSDqP78xwZEkSZJUR0xwJEmSpIIoQrpRhDFKkiRJKggTHEmSJKkgCnATNRMcSZIkSfXDBEeSJEkqiCjAfdRMcCRJkiTVDRMcSZIkqSDqP78xwZEkSZJUR0xwJEmSpIIwwZEkSZKkGmKBI0mSJKluOEVNkiRJKoiGAsxRM8GRJEmSVDcscLRQIqJfRFwTEf+KiOci4o6IGPgJz3VoRCzxCY8dHBG7zWPfdhFxW/n5fhExNSKeiIgXI2J4RGz1Sa4pSZJU66KC/1ctFjhaYBERwN+A+zNzrcwcBPwCWOETnvJQ4BMVOMBgoM0Cpw3XZubGmTkAOAO4MSI+8wmvK0mSpA4SEbtExD8jYnxEHN3G/mUi4taIeCoino2I77d3TgscLYztgZmZedGsDZn5ZGY+GCVnRcQzEfF0ROwNs9OU+yPi+oh4PiKuLLc9BFgRuC8i7iu3vTAixpZ/eE+cdY2I2DQiRpV/sB+NiGWAk4C9I+LJWddaEJl5H9AIDOuQd0SSJKmGRAUf7fYlogtwPrArMAj4ZkQMmqPZj4DnMnMjYDvgNxGx2PzOa4GjhbE+8Ng89u1BKVXZCNgBOCsi+pf3bUwprRkErAlsnZnnAK8B22fm9uV2x2TmJsCGwJCI2LD8A3wt8JPyD/YOwLvAcZSSmcGZee1CjuNxYN05N0bEsHKBNbaxsXEhTylJkqSFtBkwPjNfyswPgWuA3edok0DP8kyipYA3gY/md1LvoqaOsg1wdWY2AZMj4gFgU+Bt4NHMnAgQEU8CqwMj2zjHNyJiGKWfy/6UCqIEJmXmGIDMfLt8nk/T1zYPzsxGSukO5etKkiTVlU/3EWphrxXDaD1rprH8eWuWlYAJLV5PBDaf4zTnAbdQ+sN4T2DvzGye33UtcLQwngX2nMe++f1z+aDF8yba+LmLiDWAI4BNM/OtiLgc6FE+b0cXGxsD/+jgc0qSJKmFOf543Ja2Pj/O+blvZ+BJYCiwFnB3RDw464/ebXGKmhbGvUD3iDhg1oby+pghwAhKa2K6REQfYFvg0XbO9w6lShxgaUpTz6ZHxAqU5mICPA+sGBGblq/XMyK6znHsAiv3dRhwycIeK0mSVOs60xocSonNKi1er0wpqWnp+8CNWTIe+DdtLDVoyQJHCywzE/gasGP5NtHPAidQ+kH8GzAOeIpSIXRUZr7ezikbgf+NiPsy8yngCUop0WXAQ+VrfgjsDZwbEU8Bd1NKdu4DBi3gTQZm3YzgBUp3fft6ZprgSJIkVdcYYEBErFFed70PpeloLf0H+AJA+Y/g6wAvze+kUfrMKmkO/sOQJEkdrXpfDlP29z4rVewzzg5TX213vOXvNfwd0AW4LDNPjYiDADLzoohYEbic0vrsAM7IzL/M95wWOFKb/IchSZI6mgVOBXiTAUmSJKkgql5hVYBrcCRJkiTVDRMcSZIkqSAq+T041WKCI0mSJKlumOBIkiRJBVGAAMcER5IkSVL9sMCRJEmSVDecoiZJkiQVRBRgkpoJjiRJkqS6YYIjSZIkFURD/Qc4JjiSJEmS6ocJjiRJklQQBQhwTHAkSZIk1Q8THEmSJKkgTHAkSZIkqYaY4EiSJEkF4ffgSJIkSVINMcGRJEmSCiLqP8AxwZEkSZJUP0xwJEmSpIIoQrpRhDFKkiRJKggTHEmSJKkgCrAExwRHkiRJUv2wwJEkSZJUN5yiJkmSJBVEFOA+0SY4kiRJkuqGCY4kSZJUEPWf35jgSJIkSaojJjiSJElSQZjgSJIkSVINMcGRJEmSCsK7qEmSJElSDTHBkSRJkgqiof4DHBMcSZIkSfXDBEeSJEkqiChAhGOCI0mSJKlumOBIkiRJBVGAm6iZ4EiSJEmqHyY4kiRJUkGY4EiSJElSDbHAkSRJklQ3nKImSZIkFUQUYI6aCY4kSZKkumGCI0mSJBVEAQIcExxJkiRJ9cMER5IkSSoI1+BIkiRJUg0xwZEkSZIKogABjgmOJEmSpPphgiNJkiQVREMBIhwTHEmSJEl1wwRHkiRJKogCBDgmOJIkSZLqhwmOJEmSVBB+D44kSZIk1RATHEmSJKkgogDxRgGGKEmSJKkoLHAkSZIk1Q0LnE4mImZUuw/zEhG7RsTYiPhHRDwfEb+udp/mJyIOjYglqt0PSZKkziIiKvaoFgscLZCIWB84D/h2Zn4GWB94qbq9atehgAWOJElSgVjg1ICI6BMRN0TEmPJj6xbb746IxyPi4oh4JSJ6l/fdFBGPRcSzETGsxbl2Kbd/KiLuiYiGiHgxIvqU9zdExPhZ52nhKODUzHweIDM/yswLysesVj7XuPJ/Vy1vvzwiLoyI+yLipYgYEhGXlROgy1v0aUZE/Krc379HxGYRcX/5mK+U23SJiLPK4x8XEQeWt29Xbnt9OVW6MkoOAVYE7itfv0u5P89ExNMRcdgi+R9LkiSpE4uo3KNaLHBqw++BszNzU+DrwKXl7ccD92bmZ4G/Aau2OOZ/MvNzwCbAIRHRq1zEXAJ8PTM3AvbKzGbgL8C+5eN2AJ7KzGlz9GF94LF59O884IrM3BC4Ejinxb7lgKHAYcCtwNnAesAGETG43GZJ4P5yf98BTgF2BL4GnFRusz8wvfwebAocEBFrlPdtTCmtGQSsCWydmecArwHbZ+b2wGBgpcxcPzM3AP445yAiYlh5Ct7YxsbGeQxVkiRJnZm3ia4NOwCDWsxlXDoiegLbUCoCyMw7I+KtFsccEhFfKz9fBRgA9AFGZOa/y8e8Wd5/GXAz8Dvgf2jjw387tgT2KD//M3Bmi323ZmZGxNPA5Mx8GiAingVWB54EPgTuLLd/GvggM2eWj1m9vH0nYMOI2LP8epnymD4EHs3MieXzPlk+ZuQcfXwJWDMizgVuB+6acxCZ2QjMqmxyIcYvSZJUE4rwRZ8WOLWhAdgyM99vuTHm8RMaEdtRKoq2zMz3IuJ+oAcQtPHBPTMnRMTkiBgKbM7HaU5LzwKfA55agP62vMYH5f82t3g+6/Wsn7+ZmZlztsvM5oiY1SaAH2fm8JYXKo+15XmbaOPnOjPfioiNgJ2BHwHfoFTMSZIkqY44Ra023AUcPOtFi6ldIyl9UCcidqI0HQxK6cZb5eJmXWCL8vaHgSGzpnZFxPItrnEppalq12VmUxt9OAv4RUQMLB/bEBGHl/eNAvYpP9+XudOTjjAc+GFEdCtff2BELNnOMe8APcvtewMNmXkD8Evgs4ugj5IkSZ1aEdbgmOB0PktExMQWr38LHAKcHxHjKP1vNgI4CDgRuDoi9gYeACZR+lB/J3BQuf0/gUcAMnNq+YYDN0ZEAzCF0loXgFsoTU1rc3paZo6LiEPL11uCUkpze3n3IcBlEXEkMBX4/qd/G+ZyKaWpZ4+Xk6upwFfbOaYR+N+ImERpjc4fy+MG+Pki6KMkSZKqLD6eGaRaExHdgabM/CgitgQuzMzB7R03j3NtQulGBp/v0E7WLv9hSJKkjlb1BTCvbLBOxT7jrPb0P6syXhOc2rYqcF05lfgQOOCTnCQijgZ+SNtrbyRJkqSaYYIjtc1/GJIkqaNVPcH5z4aVS3BWHVedBMebDEiSJEmqG05RkyRJkgqiCN+DY4IjSZIkqW6Y4EiSJEkFUYAAxwRHkiRJUv2wwJEkSZJUN5yiJkmSJBWEU9QkSZIkqYaY4EiSJEkFEQ31H+GY4EiSJEmqGyY4kiRJUkG4BkeSJEmSaogJjiRJklQQDQWIcExwJEmSJNUNExxJkiSpIAoQ4JjgSJIkSaofJjiSJElSQUQBIhwTHEmSJEl1wwRHkiRJKogCBDgmOJIkSZLqhwmOJEmSVBCuwZEkSZKkGmKBI0mSJKluOEVNkiRJKogCzFAzwZEkSZJUPyxwJEmSpIKIiIo9FrA/u0TEPyNifEQcPY8220XEkxHxbEQ80N45naImSZIkqeIiogtwPrAjMBEYExG3ZOZzLdosC1wA7JKZ/4mIvu2d1wJHkiRJKojoXPO3NgPGZ+ZLABFxDbA78FyLNt8CbszM/wBk5pT2Ttq5hihJkiSpLkTEsIgY2+IxbI4mKwETWryeWN7W0kBguYi4PyIei4jvtnddExxJkiSpICr5RZ+Z2Qg0zqdJW53JOV53BT4HfAFYHHg4Ih7JzBfmdVILHEmSJEnVMBFYpcXrlYHX2mgzLTPfBd6NiBHARsA8CxynqEmSJElF0RCVe7RvDDAgItaIiMWAfYBb5mhzM/D5iOgaEUsAmwP/mN9JTXAkSZIkVVxmfhQRBwPDgS7AZZn5bEQcVN5/UWb+IyLuBMYBzcClmfnM/M4bmXNOc5PE3PM/JUmSPq3KLYCZh+nbD67YZ5xl7nuyKuN1ipokSZKkuuEUNUmSJKkgKnkXtWoxwZEkSZJUN0xwJEmSpKJYsLub1TQTHEmSJEl1wwJHkiRJUt1wipokSZJUFN5kQJIkSZJqhwmOJEmSVBDhTQYkSZIkqXaY4EiSJElF4RocSZIkSaodJjiSJElSQbgGR5IkSZJqiAmOJEmSVBSuwZEkSZKk2mGCI0mSJBWFa3AkSZIkqXaY4EiSJEkFEa7BkSRJkqTaYYIjSZIkFYVrcCRJkiSpdljgSJIkSaobFjhaYBHRLyKuiYh/RcRzEXFHRAysdr/aEhHbRcRW1e6HJElSpxJRuUeVWOBogUTplht/A+7PzLUycxDwC2CF6vZsnrYDLHAkSZIKxpsMaEFtD8zMzItmbcjMJ6PkLGBXIIFTMvPaiNgOOBGYDAwGbgSeBn4CLA58NTP/FRGXA+8D6wKrAd8HvgdsCYzOzP0AImKn8vm6A/8Cvp+ZMyLiZeBPwJeBbsBewP8BBwFNEfFt4MdAP+B4oAmYnpnbLoL3SJIkqVOLAsQbBRiiOsj6wGNtbN+DUgGzEbADcFZE9C/v24hSQbMB8B1gYGZuBlxKqeiYZTlgKHAYcCtwNrAesEFEDI6I3sCxwA6Z+VlgLHB4i+OnlbdfCByRmS8DFwFnZ+bgzHwQOA7YOTM3Ar7S1gAjYlhEjI2IsY2NjQvx1kiSJKmzMMHRp7UNcHVmNgGTI+IBYFPgbWBMZk4CiIh/AXeVj3maUiI0y62ZmRHxNDA5M58uH/MssDqwMjAIeKj85VSLAQ+3OP7G8n8fo1RwteUh4PKIuK5F+1YysxGYVdlk+0OXJEmqMQX4ok8LHC2oZ4E929g+v38lH7R43tzidTOtf/Y+aKNNy3ZNwN2Z+c12rtPEPH6mM/OgiNgc+CLwZEQMzsw35tN3SZIk1SCnqGlB3Qt0j4gDZm2IiE2Bt4C9I6JLRPQBtgUe7eBrPwJsHRFrl6+7xALcve0doGeLvq6VmaMz8zhgGrBKB/dRkiSp04uGqNijWixwtEAyM4GvATuWbxP9LHACcBUwDniKUhF0VGa+3sHXngrsB1wdEeMoFTzrtnPYrcDXIuLJiPg8pbVBT0fEM8CIcn8lSZJUZ6L0uVXSHPyHIUmSOlrVF8C8v/e2FfuMs/i1I6oyXhMcSZIkSXXDmwxIkiRJRVHFtTGVYoIjSZIkqW6Y4EiSJEkFEQX4HhwTHEmSJEl1wwRHkiRJKgrX4EiSJElS7bDAkSRJklQ3nKImSZIkFYU3GZAkSZKk2mGCI0mSJBWEt4mWJEmSpBpigiNJkiQVhbeJliRJkqTaYYIjSZIkFYRrcCRJkiSphpjgSJIkSUXhGhxJkiRJqh0mOJIkSVJRuAZHkiRJkmqHCY4kSZJUEOEaHEmSJEmqHSY4kiRJUlG4BkeSJEmSaocFjiRJkqS64RQ1SZIkqSi8yYAkSZIk1Q4THEmSJKkgwpsMSJIkSVLtMMGRJEmSisI1OJIkSZJUO0xwJEmSpKJwDY4kSZIk1Q4THEmSJKkoTHAkSZIkqXaY4EiSJElFYYIjSZIkSbXDBEeSJEkqiob6zzfqf4SSJEmSCsMER5IkSSoK1+BIkiRJUu0wwZEkSZKKwgRHkiRJkmqHBY4kSZKkuuEUNbj4BLYAACAASURBVEmSJKkonKImSZIkSbXDBEeSJEkqCr/oU5IkSZJqhwmOJEmSVBSuwZEkSZKk2mGCI0mSJBWFCY4kSZIk1Q4THEmSJKkoTHAkSZIkqXaY4EiSJElF4ffgSJIkSVLtMMGRJEmSisI1OJIkSZJUO0xwJEmSpKIoQIJjgaNOKyJ6AfeUX/YDmoCp5debZeaHVemYJEmSOi0LHHVamfkGMBggIk4AZmTmr6vaKUmSJHVqrsFRTYqIWyPisYh4NiJ+0GL7gRHxQkTcHxGXRsTvytv3iYhnIuKpiLivej2XJEmqoojKParEAke16nuZ+TlgU+DwiFguIlYBjgY2B3YCBrVofzzwhczcCPhaWyeMiGERMTYixjY2Ni7i7kuSJCkidomIf0bE+Ig4ej7tNo2IpojYs71zOkVNteqwiPhK+fnKwFrA6sC9mfkWQERcD6xabvMQcEVE/BW4sa0TZmYjMKuyyUXUb0mSpKqJTvRFnxHRBTgf2BGYCIyJiFsy87k22v0KGL4g5+08I5QWUETsAGwLbFFOZMYBPYD5ZaEHUEpxVgeeiojlFnU/JUmSNF+bAeMz86XyzaOuAXZvo92PgRuAKQtyUgsc1aJlgDcz8/2IWI/SNDWA0cD2EbFsRHQD9mhxzJqZ+QjwS+AtYKWK9liSJKkzqOAanJbT/8uPYXP0ZiVgQovXE5njM1pErERpecFFCzpEp6ipFt0ODIuIp4DnKRU2ZOZ/IuIs4FHgVeBZYHr5mLMjYg1KKc9dmflM5bstSZJUHHNM/29LW7Nv5lwm8DvgZ5nZFAt44wILHNWEzDyhxfP/A3aeR9M/Z+aF5QTnZuC28jFfmUd7SZKk4uhcX/Q5EVilxeuVgdfmaLMJcE25uOkN7BYRH2XmTfM6qQWO6s3JEbEdpTU5d1IucCRJktTpjAEGlGfZvArsA3yrZYPMXGPW84i4HLhtfsUNWOCozmTmYdXugyRJUqfViRKczPwoIg6mdHe0LsBlmflsRBxU3r/A625assCRJEmSVBWZeQdwxxzb2ixsMnO/BTmnBY4kSZJUFJ3oe3AWlfofoSRJkqTCMMGRJEmSiqITrcFZVExwJEmSJNUNExxJkiSpKExwJEmSJKl2WOBIkiRJqhtOUZMkSZKKwilqkiRJklQ7THAkSZKkovCLPiVJkiSpdpjgSJIkSUXhGhxJkiRJqh0mOJIkSVJRmOBIkiRJUu0wwZEkSZKKwruoSZIkSVLtMMGRJEmSisI1OJIkSZJUO0xwJEmSpKIwwZEkSZKk2mGCI0mSJBWFCY4kSZIk1Q4LHEmSJEl1wylqkiRJUlEU4Is+LXCkNuSkF6vdhU4j+g+odhck1YCDYulqd6HTOP/UfardhU6jy0EnVLsLncvyK1a7B4VggSNJkiQVhTcZkCRJkqTaYYIjSZIkFYUJjiRJkiTVDhMcSZIkqSii/vON+h+hJEmSpMIwwZEkSZKKosE1OJIkSZJUM0xwJEmSpKJwDY4kSZIk1Q4THEmSJKko/B4cSZIkSaodJjiSJElSUTTUf75R/yOUJEmSVBgWOJIkSZLqhlPUJEmSpKLwJgOSJEmSVDtMcCRJkqSi8Is+JUmSJKl2mOBIkiRJReEaHEmSJEmqHSY4kiRJUlH4RZ+SJEmSVDtMcCRJkqSicA2OJEmSJNUOExxJkiSpKPweHEmSJEmqHSY4kiRJUlE0uAZHkiRJkmqGCY5UIQ+OfoxTz2ukuamZPb+4E8P23avV/szk1HMbGfHIWHr06M7pRx/KegPXnr2/qamJPQ88jL69e3HxGccDcOf9Iznv8qv41ysTuO7C37LBugMqOiZJ6iy+84fz2eBLu/DOlKmcvMEW1e7OorfmejTsuDdEA/nUSPLhO1vvH7ARDUN2h0xobqL57utg4ngAYtMdiMHbAElOeZW87XJo+qjiQ1gYmcmpZ5/LA6NG06NHD8745c9Yb52Bc7Wb8NokDv/lSUx/+x0GrTOAM4//BYt16zbf499+ZwbHnn4WL/zr30QEpx1zFBtvsB7Pvzie4888m/fee5+V+vfj1ycew1JLLlnpoXc81+BIbYuIGYv4/JdGxKDy8198guNXj4hnOr5nn0xTUxMn/f5CLvnVidz2pwu4/d4HGP/yf1q1GTF6LK9MfI3hVzZy0k8P5sSzL2i1/4obbmHN1VZptW3AGqtxzkm/YJMN11vkY5Ckzuzhy6/k3F32qHY3KiOChp2/RfO159DceDwxaFPo3b91m5efp/nSk2j+w8k03/YnGr743dL2pZYlNh1K8x9PpfmSE6GhoXR8Jzfi4dG8POFV7vrrXzj56J9ywplnt9nu1+dfzH777MVdf/0LS/fsyfW33tHu8aeefS6f32Iz7rz2Cm7+86WstfpqABxz+q/56Q8P4NYrL2OHIdtw6V+uXfQDVYewwFGnlJk/yMznyi8XusDpbMY9/wKrrtSfVVbsx2LdurHb0G2556FHWrW556HR7L7zUCKCweuty9sz3mXKG28C8PqUaTzwyBj2+uJOrY5Za7VVWHPVlSs2DknqrMY/OIr33nyr2t2ojBXXgLemwH+nQXMT+dwYYsBGrdvM/ODj54t1LyU5szQ0QNduEA1E18XIGdMr0+9P4Z4RD/HVXXcq/Y5cf1Dpd+S0N1q1yUweeewJdt5+CABf221n7hkxcr7Hz3j3XcY8OY49v7wbAIt168bSPZcC4N+vTGDTjUvv69abbcJd94+o1HD1KVngqMNExGoRcU9EjCv/d9Xy9ssj4pyIGBURL0XEnuXtDRFxQUQ8GxG3RcQdLfbdHxGbRMQZwOIR8WREXDlnMhMRR0TECeXnn4uIpyLiYeBHLdp0iYizImJMuW8HVvBtAWDy1Dfo36fP7Nf9+vRm8tQ32mjTu0WbXrPbnHZeI0cc+D9EAb6cS5LUjp7Lkm+/+fHrd/4LPZebu93AwTQceBIN3/gxzbf/qbRtxn/J0XfRcPAZNPzkLPKD9+Hfz819bCczeeo0+q3Qd/br0u/Raa3avDX9bZZeaim6du1SatO3z+w28zp+wquTWH7ZZfn5Kb/iq989gGNOO4v33n8fgIFrrsE9Dz4EwJ333s+kKVMW6RgrJqJyjyqxwFFHOg+4IjM3BK4Ezmmxrz+wDfAl4Izytj2A1YENgB8AW855wsw8Gng/Mwdn5r7tXP+PwCGZOed59gemZ+amwKbAARGxxpwHR8SwiBgbEWMb/3JNO5f69OYuVrLNNveNepReyy3L+uusPdd+SVIRtfXBce7fIbzwJM0XH0fz9RfQsO3upW09liAGDKb5gl/QfM5RRLfuxHqbL9LedoRs83fknI3aaFN+r+Z1/EdNTTz3wgt8c4+vcNMVl7D44j1ovOJqAE495iiuuuFm9thvGO++9z6Lde326QeiivAmA+pIW1IqWgD+DJzZYt9NmdkMPBcRK5S3bQP8tbz99Yi475NeOCKWAZbNzAdaXH/X8vOdgA1npUPAMsAA4N8tz5GZjUAjQE56sY3fFJ/cCn16MWnq1NmvX586jb69l5+jTW8mtfhr1OtT36Bv7+UZ/sBI7n1oNA88MpYPP/yQGe+9z5Gn/Jqzjj2iI7soSaoV77xFLL38xx/Zey5bSnHmZcKLsFwfWHwpWG0d8r/T4L3SUtr85+Ow8lrw7OhF3u2FdeX1f+O6W24HYIPPrMvrkz9OUEq/R3u3ar/cssvw9owZfPRRE127duH1KVPp26cXAP369Gnz+IigX58+bLTeIAB22X4IjX++CoC1Vl+Vy35/FgD//s8E7p9jannN8iYD0qfSskhoMRl49p+ePkl2+RGtf257tDjXvIqSAH5cToEGZ+YamXnXJ7j2J7bBOgN5ZeJrTJz0Oh/OnMkd945g6Fat/2I2dKvNuXn4vWQmTz77PD2XXIK+vZbnp8P244Hr/8S9117Gb447is033tDiRpKK7LWXYbm+sEwvaOhCDNqUfPGp1m2W+3haNCusCl26wPsz4O03iZXWhK6Llfatvi68MaliXV8Y++75NW6+4lJuvuJSdth2a27637tKvyOfeY6eSy5J3969WrWPCDb/7MYMv6/0t86/3TGcoZ/fGoChn9+qzeP79Fqefiv05aVXSjf+eXjs46y1+uoAvFFe09Xc3MyFf/wz+3ztyxUauT4tExx1pFHAPpTSk32Bke20Hwl8LyL+BPQBtgOuaqPdzIjolpkzgclA34joBcygNOXtzsz8b0RMj4htMnNk+fqzDAd+GBH3ZubMiBgIvJqZ737yoS6crl278MufHMT+Rx5Hc3MzX991RwassRrX3Fy6u8s+u+/GkC02YcTosey07wH06N6d0352aLvnvfvBUZzy+4t5c/p0Dvr5iay79hr84ayTF/VwJKnT2f+qyxi43TYs1bsXp0/4B7cefxqjLvtztbu1aGQzzXddTcM+h0JDA/nUQzBtErHxtqXdT4wg1vksscGW0NwEMz+k+W+XlI597d/k84/RsP+xpRsUvD6BfOLBKg5mwQzZagseGDWaHff6Not3785px/5s9r4DDj+aU35+BCv06c2RPxrGYb88md9d/Ac+M3AAe5VvHjC/4395+CEcccKpzJz5Eaus1J/Tjyntu+3ue7jqhpsB2HG7z/P1L+1KXSjAF31GtjFfUWpPRDQDr7XY9FvgRuAyoDcwFfh+Zv4nIi4HbsvM68vHzsjMpSKiAbgA2BZ4AegO/DYz746I+4EjMnNsRPwK+ArweGbuGxGHAIdQmmL2KvByZp4QEZ8rX/89SkXNnpm5fvk6pwBfppTmTAW+mpnzvG1MR09Rq2XR3+/WkdS+g2Lpaneh0zj/1H2q3YVOo8tBJ1S7C53L8itWvbpouu43FfuM0+UbP63KeC1wVFURsVRmzignMo8CW2fm69XulwXOxyxwJC0IC5yPWeB8zAJnDp2hwPnrbytX4Ox1eFXG6xQ1VdttEbEssBhwcmcobiRJklS7LHBUVZm5XbX7IEmSVBjeRU2SJEmSaocJjiRJklQUBbiLmgmOJEmSpLphgiNJkiQVhWtwJEmSJKl2mOBIkiRJRRGuwZEkSZKkmmGBI0mSJKluOEVNkiRJKgpvMiBJkiRJtcMER5IkSSoKv+hTkiRJkmqHCY4kSZJUFK7BkSRJkqTaYYIjSZIkFYVf9ClJkiRJtcMER5IkSSqKhvrPN+p/hJIkSZIKwwRHkiRJKgrX4EiSJElS7TDBkSRJkorC78GRJEmSpNphgiNJkiQVhWtwJEmSJKl2WOBIkiRJqhtOUZMkSZKKogBf9GmBI7Vl5gfV7oEk1ZTzT92n2l3oNH50zDXV7kKncdEPT6p2F1RA9V/CSZIkSSqJqNxjgboTu0TEPyNifEQc3cb+fSNiXPkxKiI2au+cFjiSJEmSKi4iugDnA7sCg4BvRsSgOZr9GxiSmRsCJwON7Z3XKWqSJElSUXSuL/rcDBifmS8BRMQ1wO7Ac7MaZOaoFu0fAVZu76SdaoSSJEmS6kNEDIuIsS0ew+ZoshIwocXrieVt87I/8L/tXdcER5IkSSqKCn7RZ2Y2Mv8pZW11JttsGLE9pQJnm/aua4EjSZIkqRomAqu0eL0y8NqcjSJiQ+BSYNfMfKO9k1rgSJIkSUXRudbgjAEGRMQawKvAPsC3WjaIiFWBG4HvZOYLC3JSCxxJkiRJFZeZH0XEwcBwoAtwWWY+GxEHlfdfBBwH9AIuiNL0uo8yc5P5ndcCR5IkSSqKhsqtwVkQmXkHcMcc2y5q8fwHwA8W5pydKqOSJEmSpE/DBEeSJEkqis61BmeRqP8RSpIkSSoMExxJkiSpKCr4PTjVYoIjSZIkqW5Y4EiSJEmqG05RkyRJkorCmwxIkiRJUu0wwZEkSZIKIrzJgCRJkiTVDhMcSZIkqShcgyNJkiRJtcMER5IkSSoKExxJkiRJqh0mOJIkSVJRNHgXNUmSJEmqGSY4kiRJUlG4BkeSJEmSaocJjiRJklQU4RocSZIkSaoZJjhShTw45glOveAympub2XPXLzBsnz1a7c9MTr3gMkY8+jg9ui/G6Uf+mPUGrMlLE17l8FN+O7vdhNcnc8j39uF7e3yJMxv/xH2PjKVb166sumI/TjviYJZeaslKD02SKmPN9WjYcW+IBvKpkeTDd7beP2AjGobsDpnQ3ETz3dfBxPEAxKY7EIO3AZKc8ip52+XQ9FHFh1AJ3/nD+WzwpV14Z8pUTt5gi2p3p8NlJqf+9hweeHg0Pbp354xf/pz11h04V7sJr03i8GNPZPrbbzNonYGcecIxLNatG/96+RV+ccoZPPvPFznsoB+w/777tDquqamJr39/GCv06cPFvzmjUsOqHNfgSJ9cRMxYiLbbRcRWLV4fFBHfLT/fLyJW/ATXfzkiei/scYtCU1MTJ517CZecdgy3Xfo7br9vJONfmdCqzYhHH+eVVycx/PLzOOnQH3LiOY0ArLnKStx08W+46eLfcMMFZ7J49+7ssPVmAGz12Y249ZLfcUvj2ay+0oo0Xn1jxccmSRURQcPO36L52nNobjyeGLQp9O7fus3Lz9N86Uk0/+Fkmm/7Ew1f/G5p+1LLEpsOpfmPp9J8yYnQ0FA6vk49fPmVnLvLHu03rFEjHh7NyxMmctdfr+Tknx/BCWf+ts12vz7/Ivb75l7cdf1VLL10T66/5XYAll16aY45/BD2/9bebR53xbXXs9bqqy2y/mvRs8BRZ7EdMLvAycyLMvOK8sv9gIUucDqTcf8cz6or9mOV/v1YrFs3dttuG+4ZNaZVm3seHsPuOwwhIhg8aCBvz3iXKW+81arNw088zSr9V2ClFfoCsM0mg+napQsAG31mIK9Pe6MyA5KkSltxDXhrCvx3GjQ3kc+NIQZs1LrNzA8+fr5Y91KSM0tDA3TtBtFAdF2MnDG9Mv2ugvEPjuK9N99qv2GNumfESL66286l35frr8fbM2YwZY7ff5nJI2OfYOfthwDwtd125p4RIwHotfxybDjoM3TtOvdEptenTOH+UY+w51e+tOgHUi0RlXtUiVPUVFER8WXgWGAx4A1gX2Bx4CCgKSK+DfwY+AIwA3gZ2AS4MiLeB7YE/gFskpnTImIT4NeZuV1E9AKuBvoAjwLR4rrfBg4pX3c08P8ys2nRj7hk8rQ36d/n4zCpX+/leer5F+du07dlm15MnvYGfXstN3vbHfc/xBe336bNa9ww/B52G7J1B/dckjqJnsuSb7/58et3/lsqeuY0cDAN2+8BS/Sk+bpzS9tm/JccfRcNB58BH80kX3oO/v1cZfqtDjd56jT69e07+3W/vn2YPHUqfXv3mr3trenTWbrnUrOLmH59+zJ56rR2z33a2edx5MEH8e6773V8x1UxJjiqtJHAFpm5MXANcFRmvgxcBJydmYMz88FZjTPzemAssG953/vzOffxwMjyuW8BVgWIiM8AewNbZ+ZgoIlSYdVKRAyLiLERMbbxqr92xFg/1vKviB9fb6HafDhzJvc+PIZdhmw1V7uLrryerl268OUvbPvp+ypJnVJbfw2e+/9v8sKTNF98HM3XX0DDtruXtvVYghgwmOYLfkHzOUcR3boT622+SHurRScX6Hfq3Me1FyjcN3IUyy/3/9u77zC56rL/4+87oCRCQk1ARaoU6V16LzZQIIAUHwQEVBRBimIDBUUF9Wd76EWaIvjQBAGpkV4DAUFRadJCJ3SS3L8/ztnsZLNJiIb5zs55v65rr8w5c2b2M2c3s3Ofb5uL5ZZe6r9Ip05gC47abUHg7Ih4L1VryoMz8bnXB7YByMyLI6KnfX4TYFXg1voNcAgwtu+DM/N44HiAfOSeft4a/3PzD5+XJ1quHD35zHOMmHeeKY8Z23rMs5Md85db72SZDy7GfHPPNdnjzrv8aq6++XZO/fFhU77BS1K3GPc8MWye3s+tQ+eqWnGm5tEHYO7hMGQOWHgp8oVn4NVqaGj+7Q5YcHG49+Z3PLZmjjPPPY/fX/BHAJb/0FI8Obb3z/iTY59mxHyTD7mde645eWncy4wfP55ZZ52VJ8eOneKYvu64+x6u+ssNjLrhZt54801efuUVDjz0CI7+7rdm/gsqyUkGpJnul8CvMnN5YG9g8H/wHOPp/d3t+/j+CpMAflO3AK2UmUtl5mH/wff9jy2/1Ad5+LEn+PcTT/HmW29xyTXXsfFaq012zMZrrc4FV1xLZjL6r39n6Ozvmax72sVXXzdF97S/3HonJ559Psd87+sMGTxbW16LJBXx+EMw9wiYc14YNAuxzOrkA3dNfszcw3tvz78QzDILvPYyvPQc8f7FYNZ3V/ctsjQ8+0Tbouu/t/PIrbng9JO44PST2HSD9Tj/ksuqv5f33MvQOWafrHsaVC06H151JS67+loAzrvkMjZeb9rduA/44l6Muuhcrjr/bH56+HdYc7VVuq+4aQhbcNRucwKP1bd3bdk/Dhg2lceMA4a2bD9E1SLzJ2Dblv2jqLqeHRERHwV6qoMrgQsi4meZOTYi5gGGZubD/80LmRGzzjIL3/7S59jjkMOZOHEi226xMUssshC/u+gyAD695RZssMYqjLr5DjbfdR8GzzYbPzhwn0mPf+31N7j+9rv47n57T/a8h//qRN586y12/9r3gGqigb7HSFJXyIlMvPy3DPr0fjBoEHnX9fDME8TKVdfcvHMUsdQqxPJrwcQJ8NabTDzvhOqxjz9I3n87g/b4VjVBwZOPknf+ZRrfbGDb46yTWXLDdZljvnk58tH7uOjQH3DDyaeXjjXTbLD2mlx7w01sNnInhgyejR986+uT7ttz/4M54hsHM//w+Thon8+z/7e/y/877iQ+tOQH2W6rjwPw9LPPsu1n9+blV15h0KBB/OZ353LJ737DHLM3ZJmFQd3f2yP668cozQwRMRF4vGXXT4F/Aj+jKnJuAlavJwhYEjgXmEjLJAOZeXREbAv8AOiZZGA14CTgKaoJA1brM8nAfMC1VN3VVq0nI9gBOISq5ectYJ/MvGlq2Wd2F7WBLBZarnQESQPAhB/sVTpCx9jnm78rHaFjHPvc30tH6CxzL1C8uph415Vt+4wzaMVNirxeW3D0jsnMqXWBvKCfY/8OrNCyq3WigT8Af+hz3xQremXms8DmLbv2b7nvbODstxVckiSpWzkGR5IkSZIGDltwJEmSpKZowIyrtuBIkiRJ6hq24EiSJElN4RgcSZIkSRo4bMGRJEmSmsIxOJIkSZI0cNiCI0mSJDWFY3AkSZIkaeCwBUeSJElqikHd377R/a9QkiRJUmNY4EiSJEnqGnZRkyRJkhoinCZakiRJkgYOW3AkSZKkpnCaaEmSJEkaOGzBkSRJkprCMTiSJEmSNHDYgiNJkiQ1hWNwJEmSJGngsAVHkiRJagrH4EiSJEnSwGELjiRJktQUg7q/faP7X6EkSZKkxrAFR5IkSWoKx+BIkiRJ0sBhC44kSZLUFK6DI0mSJEkDR2Rm6QxS53n1Rf9j9HjPnKUTSBoInnu8dILO0YAr5G/X5+dZsnSEjnJsvlR8AEw+PKZtn3Fi4eWLvF67qEmSJElN4SQDkiRJkjRw2IIjSZIkNYYtOJIkSZI0YNiCI0mSJDWFY3AkSZIkaeCwBUeSJElqCltwJEmSJGngsAVHkiRJagxbcCRJkiRpwLAFR5IkSWoKx+BIkiRJ0sBhC44kSZLUFN3fgGMLjiRJkqTuYQuOJEmS1Bjd34RjC44kSZKkrmGBI0mSJKlr2EVNkiRJagqniZYkSZKkgcMWHEmSJKkpbMGRJEmSpIHDFhxJkiSpMWzBkSRJkqQBwxYcSZIkqSkcgyNJkiRJA4ctOJIkSVJj2IIjSZIkSQOGLTiSJElSUzgGR5o5ImLWiPhKRMxSOoskSZK613QLnIh4+W0cs19EvOe/CRIRG0bEH/+b5+hEEXFNRKw2A8dP9TxExMoRceJ/kGGRiLhnRh83leea7u/DVHwdeC4zJ8yMHG9XRHwiIr7bzu85NZnJET86ms222oYtt9+Je++7v9/jHn3sMbb7zG5svtW27Pe1b/DmW28BcPNtt7PqehvxyR125pM77Myvjqt+Ff710MOT9n1yh51ZZd2NOPXM37btdUnSzJSZHPHTX7DZyJ3Zcpc9uPdvf+/3uEcff4Lt9vgCm2+3C/t967uT3iun9fiXxr3Mvt84lI/s8D989NO7cueYewG4/4F/sMOe+7Dlzrvz+QO/wcuvvPLOv9AZlJkc8ZOfs9nIndhy59249/5pnJfdP8/mI3div28eNum8/POhh9nhc19gufU25aQzfzfF4yZMmMCn/mcP9j7g6+/o62i3z5z0a3781D/59pibSkfpHBHt+ypkZrXg7Af0W+B4xX6m+gbwy9IhZlREzAo8lJmnv4PPPzUXA1v9twX4zDDquht46JFHufyCP3D4tw7hsB/8qN/jjv75r/jszjty+YV/YNjQoZx73gWT7ltt5ZW44OwzueDsM/nS3p8DYLFFFp607//OOo0hg2djs402bMdLkqSZbtSNN/PQo49x+TlncPjXD+CwH/+s3+OO/vVxfPbT23H5OWdU75UXXTLdx3//Z79kvTXX4NKzT+OC009k8UUWBuCbRx7NAV/Yk4vOPJlNN1iXE884+51/oTOoel3/5vJzzuTwQw7ksB//tN/jjv71sXx2x+24/NyzGDZsKOdeeDEAcw0bxje/ui977LRDv4877exzJ52PbnLjqWfyy49sUzqG2uxtFzh1y8I1EXFuRNwfEWdGZV/gfcDVEXF1fezLEfG9iLgZWCsiNomIOyNiTEScHBGz1cd9pH6u64BtWr7XYRFxYMv2PXUrxOcjYnT99WDL9/tIRNwREXdFxJX1vjUi4ob6+94QEUv185reGxGj6ue7JyLW68nfcszIiDi1n8fOXr+WW+vv8cl6/5CI+F1E3B0RZwNDWh5zTETcT1yCIQAAIABJREFUFhH3trYqTO089Pl+Q4EVMvOuenuDlnNxZ0QMrX8eR9WvZUxETPEuFhGDI+KU+v47I2KjqXy/g+rXdvf0WkDqn819EXFC/douj4gh9X3XACtl5hkRMV9EPFTv/2xEnB8RF9U/yy9FxFfrTDdFxDz1cYtHxKURcXtE/CUilq73nxoRP61/B34UEfPUz3d3/fgVADIzgWuAT0zrNbTDldeO4lOf+BgRwUorLM9L48Yx9ulnJjsmM7np1tvYYtONAdh6y49z5TXXvu3vceMtt/KBBRfk/e9770zNLkntcuWo6/nURzev3iuXW4aXXn6Fsc88O9kxmclNt9/JFhttAMDWH9uCK0ddN83Hv/zKK9w6+m5GbvkxAN79rncxbOgcADz48KOsvvKKAKyzxmpcfs2odr3ct+3KUdfxqY9tUb+uZXnp5Zf7Py+39X9e5p1nblZY5kPMOuuU1wSfHDuWa264iZFbFf9TOdP94y838Opzz5eO0WGijV9lzGgLzspUrTXLAIsB62TmL4DHgY0ys+fD8uzAPZn5YeA24FRgh8xcnmpigy9ExGDgBGBLYD1ggel988w8NjNXAlYH/g38NCKG18+zbWauCGxXH34/sH5mrgx8B/hBP0+5E3BZ/ZwrAqNn4Fx8E7gqM1cHNgKOiojZgS8Ar2bmCsD3gVVbH5OZqwErABtExAozcB5WA1q7mR0I7FNnXw94jao46nktm9aZ+n7S3Qeg/lnsCPymzjBJRGwOLAGsUT/fqhGx/nTOxxLArzNzWeAFYNvpHA+wHNXPYA2qc/Vq/fO6Efif+pjjgS9n5qr1a/7flscvCWyamQcA3wXurM/7N4DTWo67jeocERFbRcT33ka2me6psWNZYIH5J20vMP8Inho7drJjnn/hRYYNHTrpD9AC88/PU2OfnnT/6LvHsNX2O/G5fb7CA//85xTf4+LL/swnPrL5O/QKJOmd99TTz7DA/CMmbS8wfD6e6nMx6PkXX2LYHHMw66xVJ5EFRgyfdMzUHv/oY08wz1xzccgRP+JT/7Mn3/zBUbz62msALLnYolz5l+sBuPSqa3iiz3tzJ3jq6WdYYETL6xoxnKeefnqyY55/8UWGDZ2j92/IiBFTnLv+/OBnv+KgL32eQQ0YfK5mmNEC55bM/HdmTqQqBhaZynETgD/Ut5cCHszMns6ivwHWB5au9z9QX2U/YwZy/JyquLgIWBMYlZkPAmTmc/UxcwLnRDX25GfAsv08z63AbhFxGLB8Zo6bgQybA1+PiNFULQSDgYXq13ZGneVu4O6Wx2wfEXcAd9Z5luHtn4f3Aq3vZNdTFXj7AnNl5nhgXeC3mTkhM58CrqUqBlutC5xe57sfeJiqUOj72javc95RZ1xiOufjwczsKRBvZ+q/G62uzsxxmfk08CJwUb1/DLBIRMwBrE31cxwNHEd1Hnqc0zKmp/V1XQXMGxFz1veNpWplJDMvzMzv9BcmIvaqW9huO/7kU99G/BmT2e/3nO5BPccsu/RSXHXJhVz4+7P4zKe3Z5/9D57suDffeourrh3FRzbbZKZllqR2S/p7H+x7UD/H1FeLp/b48RMm8Ne//50dt9mK8087gSFDBnP8adV4xe9/82DO+sMFbPPZvXjl1dd496zv+u9fyEyW0/j70HvQlI+bXs1y9XU3MM/cc7Hc0lN0dJEGrBmdJvqNltsTpvH411s+eE7rv1Y//xUBGM/kxdekFoaI+CywMPCllufv73kOp/oAvXVELEJVhEz+zTNH1S0THwdOj4ijMvO0Ps83uO/jWr7vtpn5t8l2Vu8kU+SJiEWpWiBWz8zn625vPc89tfPQ6rXWLJn5w4i4GPgYcFNEbMrbawt8u8ccmZnHvY1je/T93ejpmtf6s+x7LlsfM7FleyLV79Yg4IW6lao/raNA+3tdPed1MNX5m6bMPJ6qxQheffHt/Eym68yzz+H3/3c+AMsvuwxPPvnUpPuefGosI4YPn+z4ueeei5fGjWP8+PHMOuusPPnUU4wYPh8Ac8wxx6TjNlhvHb575I957vkXmGfuuYBqjM+ySy/NfPPOOzOiS1LbnHnuefy+Hiuy/IeW5smneltQnnz6GUbMN99kx88915y89PLLjB8/gVlnnYUnxz7NiOHVe98Cw4f3+/iIYIHhw1lx2WUA+MhGG3D86WcBsPgiC3Hyz48C4MFHHuWa6ztjQPqZ557H7y+o5h1a/kNL8WRLy9KTY5/u/7yMe7n3b8jYsVMc09cdd9/DVX+5gVE33Mwbb77Jy6+8woGHHsHR3/3WzH9B6ghTFMZdaGZNMjAOGDqV++6nuhr/wXr7M1QtC/cDi0bE4vX+HVse8xCwCkBErAIsWt/u6aa0S92KBFV3pg3qAoKesRtULTiP1bc/21+wiFgYGJuZJwAn9XxP4KmI+FBEDAK2nsrrugz4ctS/JRGxcr1/FLBzvW85qu5oAMOoPpC/GBHzAx9tOT9TOw+t7gN6ziERsXhmjsnMH1F1wVq6/t47RMQsdde99YFb+jxPa74lqVqd/tbnmMuA3esWFCLi/RExgv/MQ/R20xs5Iw/MzJeAByNiuzpHRMSKUzm89XVtCDxTPx6qFqqZMovcjNp5h+0mTQCw6UYbcP4fLyEzGX33GIbOMcek4qVHRPDh1VblsiuuAuC8iy5m4w2rvtRPP/PMpCt4d99zLxNzInPPNeekx1586eV83O5pkgagnUduzQWnncgFp53Ipuuvw/l/urx6r7znrwydfXZGzDf5hZuI4MOrrMxlV1djFM+75DI2Xm8dADZeb+1+Hz983nlYYP4R/OvhRwC48bY7WHyRRQB4th6jMXHiRI455XQ+vfWWbXrl07bzyK254PSTuOD0k9h0g/U4/5LL6td1L0PnmMp5WXWlfs/L1Bzwxb0YddG5XHX+2fz08O+w5mqrWNyoraIai/63iPhHREwxjV/9+e8X9f1317XBNM2sAud44E/1gO/JZObrwG5U3YzGUF2dP7bevxdwcVSD6x9uedgfgHnqbklfAHq6t30JmIdqQoPREXFi3b1pL+D/IuIuoGfqkx8DR0bE9cDUZnLbEBgdEXdSjRn5eb3/68AfgauAJ6by2MOBdwF3193gDq/3HwPMERF3AwdTFxj15AB3AvcCJ1N1MWM652GSujvZnFFNNgCwX1STCdxF1TrxJ+A8qi5xd9XZD87MJ/s81f8Cs9Q/i7OBz2Zma0sKmXk5cBZwY33cuUy9gJ2eo6nGXN0ATPsyUv92BvaoX+e9wCenctxhwGr1ef8hsGvLfRtRzaZWdAzOBuuuwwcWfD+bbbUN3z78Bxx6SG8Xsz2/tN+ksTYHfeXLnHLGWWy21Ta88OKLbPeprQC47Iqr+MTIT7PV9jtxxI9/wk+P/P6kqzCvvfY6N9x8M5tv3O+cEZI0YGyw9pp84H3vZbPtduHbRx7NoQftN+m+Pb/69UljSg7aZy9O+e05bDZyZ1548SW2qycPmNbjv/3VfTnwsO+z5S57cN8D/+Dzu+4MwB//fCVbbP8ZPvrpXRkxfD62/cRH6TQbrL0mH3j/+9hs5E58+8ijOPSg/Sfdt+f+B7ecl89zym9/z2Yjd6r+hmz1cQCefvZZ1t9yJKf89vccc8rprL/lyI6cDntm2+Oskzn4xitYYKklOPLR+1h798+UjlReB00THdVsy7+muvC/DLBjRCzT57CPUg2VWILqM/Mx033e/vp0qjNFxP7AuMyc4bVwmqpuLTsrM2dsYMpM6qLWFd4z5/SPkaTnHi+doHOE66j3+Pw8fYf5Ntux+VL5/mHP/rt9n3HmXXCarzci1gIOy8wt6u1DADLzyJZjjgOuyczf1tt/AzbMzKk1Qsy0Fhy1xzFMPm5F07cQcEDpEJIkSZ2hfdNEt07gVH/t1SfM+4FHW7b/Xe+b0WMmM6OTDKigujvbO7JYZrfKzFtLZ5AkSWqiySZw6t+0JomakWMmY4EjSZIkNUVnzaL2b+ADLdsLUq2vOaPHTMYuapIkSZJKuBVYIiIWjYh3A58GLuxzzIXA/9Szqa0JvDit8TdgC44kSZLUHB3UgpOZ4yPiS1RLlMwCnJyZ90bE5+v7jwUuoVr38R/Aq1SzM0+TBY4kSZKkIjLzEqoipnXfsS23E9hnRp7TAkeSJElqjM5pwXmnOAZHkiRJUtewBUeSJElqig4ag/NOsQVHkiRJUtewBUeSJElqiu5vwLEFR5IkSVL3sMCRJEmS1DXsoiZJkiQ1Rvf3UbMFR5IkSVLXsAVHkiRJagqniZYkSZKkgcMWHEmSJKkpbMGRJEmSpIHDFhxJkiSpMWzBkSRJkqQBwxYcSZIkqSkcgyNJkiRJA4ctOJIkSVJT2IIjSZIkSQOHLTiSJElSY9iCI0mSJEkDhi04kiRJUlM4BkeSJEmSBo7IzNIZJPUjIvbKzONL5+gEnotenotenotenotenotenotenotmsQVH6lx7lQ7QQTwXvTwXvTwXvTwXvTwXvTwXvTwXDWKBI0mSJKlrWOBIkiRJ6hoWOFLnsq9wL89FL89FL89FL89FL89FL89FL89FgzjJgCRJkqSuYQuOJEmSpK5hgSNJkiSpa1jgSJIkSeoaFjhSh4iI5SNiu/prudJ5SomIpSLiJxFxcf11dEQsVTpXKRHxlYgYFpWTIuKOiNi8dC51joiYMyKWKZ1DkjqFBY5UWP3h5BrgfGAnYGfggoi4OiKGFQ3XZhGxFnANMI5qxpsTgFeAqyNizYLRSto9M18CNgeGA7sBPywbqTNExNwRsULpHCVExJV14Ts3MAY4KyKOKp2rpIhYOCI2rW8PiYihpTOVUF8M2SUivlNvLxQRa5TOVUJEHDatbXUvCxypvMOB24AlMnPrzPwUsARwK/D9osna7zvAjpl5WGZekJnnZ+ahwI7AoYWzlRL1vx8DTsnMu1r2NU5EXFN/sJ8HuAs4JSJ+WjpXAfPUhe82wG8ycyVgi8KZiomIPYFzgePqXQtSXTRqov8F1qJ634TqgtGvy8Up6vbpbKtLWeBI5W0KfD0zJ/bsqG9/o76vSRbPzGv67szMa4HF2h+nI9weEZdTFTiX1VelJ07nMd1szpYP9qdk5qo07/8JwKwRMRzYDriodJgOsA+wDvASQGY+AIwomqicD2fmPsDrAJn5PPDuspHKyMyLprWt7jVr6QCSeDMzx/fdmZnjI+KNEoEKGjeN+15pW4rOsgewEvCvzHw1Iual6qbWVLNGxHuB7YFvlg5T0PeBa4HrMvOWiFgMeLBwppLeyMw3I6rGzYiYFWjqQn9vRcQs1K+/LoQbdVEkIgYDnwDWA94HvAbcA1ycmfeWzKb2sMCRyhscESszZbejAGYrkKekD0TEL/rZH8D72x2mQ/w5Mzfp2cjMZyPi98Am03hMN/sucBnVB/tb6w/2DxTO1HaZ+Tvgdy3b/wI+WS5RcddGxDeAIRGxGfBFmtuy9QvgPGBERHwfGAl8q2yk9qnH2WxJNZ7zZmAsMBhYEvhhXfwckJl3l8qod15kNvUCh9QZ6gkGpvofMTM3al+asiJi12ndn5m/aVeW0uo/wu8BrgY2pLcAHgb8KTM/VChaURGxTmZeP7193W4q445eBG7LzIvbnae0iBhE1dq5OdX/lcuAE7OhH3IiYmmqiyABXJmZ9xWO1DYR8fFp/R+IiBHAQpl5Wxtjqc0scCSpA0XEV4D9qLpXPEZvgfMScEJm/qpUtpIi4o7MXGV6+7pdRJwALEM1sB6qMUn3AAsB92fmAaWyqYx64o2pyszn2pWlk9TjFjMzXy6dRe1jgSMVFhHbTOv+zPy/dmUpLSIuYtqtWVu1MU5HiIgvZ+YvS+corZ5CfG2qou9nLXcNA7bOzBWLBCskIq4CtsjMt+rtdwGXUs2kdldmLlsyX7tExBim/Z7RmGnEI+JBqnMRVIXu8/XtuYBHMnPRgvHaLiKWB04D5qE6D08Du2bmPUWDqS0cgyOVt+U07kugMQUOcHTpAJ0mM38ZEWsDi9Dynp2ZpxULVca7gTmozkHr+iYvUY0xaJr3A0OAt+rtIcD7Gzg5ySfqf/ep/z29/ndn4NX2xymnp4CJiGOBCzPzknr7ozRzpsHjgK9m5tUAEbEh1fpqa5cMpfawBUeSOlhEnA4sDowGJtS7MzP3LZeqnIhYODMfLp2jtIjYG/gacCXV1ekNgaOAM4DDM/Or5dK1X0Rcn5nrTG9fE0TE7fX06a37bsvM1UplKiEi7urbstvfPnUnW3AkqbOtBizT1MHS/ZgtIo5nyhatjYslKiAzj4uIi4EPUxU4383MR+u7G1Xc1GaPiHUz8zqAutVz9sKZSnkmIr5FVewmsAvwbNlIRfwrIr5Nb6veLjR7KvVGsQVHkjpYRJwD7JuZT5TO0gki4i7gWKoVyXtatMjMxq1QHhFzUrXuDe7Zl5k3lEtUTkSsCpwMzFnvegHYPTPvKJeqjHqygUOB9etdo6gK4EZNMhARc1NNK79uvavnPDxfLpXaxQJHUseJiO0y85zp7WuCiLiaaqHPW4BJYyuaOOEC9N/9pokiYnfgAKqxOGOA1YGbMnPDkrlKi4hhVJ9tXiydReXUC53+MDMPKp1FZVjgSB0iIt5D9YFloczcMyKWAJbKzD8WjtZ2TgXcKyI26G9/Zl7b7iydoF7EbyzVQoatBV/Trk6PAdYAbszMlSJiWeBbmblj4WhFRMR3+tufmd9rd5bS6osiU3y4a1o3zoi4qmmvWb0cgyN1jlOout2sVW//GzgHaEyBU8/28zHg/RHxi5a7hgHjy6QqKzOvjYiFgSUy84q6EJ6ldK6CehaDbb0ym8BiBbKU9HpmvhYRRMS7M/PeenHHpnql5fZgqtnVGrO4ZR8HttweDGxLM98/74yIC6n+jk76/WjS0gtNZoEjdY7FM3OHiNgRoP7wEtN7UJd5HLgN2Iqq2OsxDti/SKLCImJPYC+qtRwWp+qSdCzVKuWN07S1PPqKiFkzczzwRETMBVwEXBYRzwFPlU1XTmb+pHU7Io4GLiwUp6h+xqNdHxFNbPGdh2pyhdZWnKYtvdBYFjhS53gzIoZQdy2IiMVp6YLTBJl5F3BXRJwHvJKZE2BSf+rZioYrZx+qrkg3A2TmAxExomykcuoWrK9SdeXcq4FdOW8BVmkZg/XtiNiEanD9xeVidZz30LxWPWDSJAM9BgGrAgsUilNMZu5WOoPKscCROsehVCuRfyAizgTWAT5bNFE5l1MtTPdyvT2k3tfEBdreyMw3exrzImJWprFyewP0dOXs+V1oWlfOKVp1M/PKEkE6ST0mqef/xSzAcODwcomKup3qXARV17QHgT2KJiogIpYEjgHmz8zlImIFYKvMPKJwNLWBBY7UITLzzxFxB7Am1R+mr2TmM4VjlTI4M3uKGzLz5frKfRNdGxHfAIZExGbAF6m6JTVV07tyDo+Iqa5zk5k/bWeYDvKJltvjgafqrnxN9KHMfL11R0Q0sQX8BKqxescBZObdEXEWYIHTAINKB5BUiYh1qAYOXwzMBXyjHlzeRK9ExKQZ0+o1Ll4rmKekrwNPU00FvDdwCfCtoonKanpXzlmAOYChU/lqqiMy8+H667HMHB8Rp0//YV2pv7WQbmx7ivLek5m39NnX1KK3cWzBkTrHMcCKEbEi1VWnk4HTgH6nCe5y+wHnRMTj9fZ7gR0K5ikmMydSXYk8oXSWDtH0rpxPNHHq47dh2daNuitno9ZLiogFqCYhGRIRK9PbnXEY1ZikpnmmvgDSczFkJOCCyQ1hgSN1jvGZmRHxSeAXmXlSROw63Ud1ocy8tZ7ydimqP9L3Z+ZbhWMVERGfoBpLsDDVe3YAmZnDigYrxK6cU47BabKIOATo6cL5Us9u4E3g+GLBytiCqthfEGjtqjiO6hw1zT5UvwNLR8RjVGORdikbSe3iQp9Sh6in8bwU2A1Yn6pb0ujMXL5osEIiYjlgGap1HADIzNPKJSojIv4BbAOMSd+wAagHCy9Cy0W6pqxtERHzNG1R07cjIo7MzENK5+gEEbFtZv6hdI5OERGzA4Myc1zpLGofCxypQ9TdC3YCbs3Mv0TEQsCGDf1QfyiwIVWBcwnwUeC6zBxZMlcJ9arkm9Rd1RovIk4GVgDuBXrOSWbm7uVSqZSIWDoz728ds9cqM+9od6ZSImKXzDwjIg6gn5kWmzYBRb1O1P8w5cWQfUtlUvvYRU3qEJn5JC3dCjLzEaoxOE00ElgRuDMzd4uI+YETC2cq5WDgkrqFb9Jg+qZ9WGmxZmYuUzqEOsZXqRbC/Uk/9yWTL/LY7Wav/52jn/uaeDX7EuAmqglavEDUMBY4UoeIiG2AHwEjqPqQN3msxWuZOTEixkfEMGAsDV20D/g+1XpAg4F3F87SCW6MiGUy86+lg6i8zNyr/nej0llKy8zj6ptXZOb1rffVs3Q2zeDMnOqU6upuFjhS5/gxsGVm3lc6SAe4re5ecALVonUvU63g3kTzZObmpUN0kN9QFTlPUrVo9VwIWKFsLJVUXyDq60WqsWtj252nsF8Cfbvs9bev250eEXtSLQLc2vrtGLYGsMCROsdTFjeVzPxiffPYiLgUGJaZd5fMVNAVEbF5Zl5eOkiHOBn4DHY70eT2ANYCrq63N6TqnrRkRHwvM7t+TZyIWAtYmykXgx1GtX5S07wJHAV8k94ueklzewM0igWO1Dlui4izgfOZ/GpTI2aHahURV2bmJgCZ+VDffQ2zD3BwRLwBvEWzuy4CPJKZF5YOoY4zEfhQZj4FUI/bOwb4MDAK6PoCh6oL6xxUn+1aF319iWpcY9N8Ffhgw6aRV80CR+ocw4BXgdbuSAk0psCJiMFUC9LNFxFzM/lCde8rFqygzGzy6vT9uT8izgIuouEXAjSZRXqKm9pYYMnMfC4iGrGGVmZeC1wbEadm5sOl83SAe6n+pqqBLHCkDpGZu5XO0AH2BvajKmZup7fAeQn4dalQpTV53Zd+DKEqbBp7IUD9+ktE/BE4p97eFhhVr4HyQrlYRbwaEUcByzL5OmJNmlEOYAIwup5qv/ViiNNEN4Dr4EgdIiIWpBoIug7VB7brqFZp/3fRYAVExJcz85elc3QC132Rpi8igqqoWYfqwsh1wB+auDhuRFwOnA0cCHwe2BV4OjO/VjRYm0XErv3tz8zftDuL2s8CR+oQEfFn4Cx6+4rvAuycmZuVS1VORKzNlK0WjVsXKCL+6rovvSJiUeDLTPm7sVWpTFIniYjbM3PViLi7Z3bBiLg2MzconU1qF7uoSZ1jeGae0rJ9akTsVyxNQRFxOrA4MJqqmwFUrVqNK3Bw3Ze+zgdOohqD4yxqAlxHrI+eMUdPRMTHgceBBQvmaZuIiJ5Wu4h4kH4WOM1MZ1FrAAscqXM8ExG7AL+tt3cEni2Yp6TVgGWa2L2kH677MrnXM/MXpUOo47iOWK8jImJO4ACqbs/DqMY2NsGXI+LZzDyT6u9Ij8HAdsA8ZWKp3eyiJnWIiFgI+BXVWg4A11ONwWncbDgRcQ6wb2Y+UTpLaRHxD6rpTidb96WJvxcAEbETsARwOZMPHL6jWCgVFxHXZ+Y6pXN0qojYLzP/X+kc77SImAX4OvBgZp7Vz/3XZea67U+mdrPAkdRx6llvVgJuYfIPsY0bZxERVzVw9qOpiogjqRb6/CeTT7rgOWqwiPg5sACuI9aviHgkMxcqnaNd6kJnxZZdg6hadL6QmSv2/yh1E7uoSR0iIhYDfg6sSdVv+EZg/8z8V9FgZRxWOkAHcd2XyW0NLJaZb5YOoo7S+HXEpiOmf0j3yMwJEfGTll3jgYeA7cskUrtZ4Eid4yyqtV62rrc/TTUe58PFEhWSmdfWK5GvXu+6JTPHlsxUkOu+TO4uYC6qhRwlwHXE3obGddfJzI1KZ1A5dlGTOkRE3JyZH+6z76bMXLNUplIiYnvgKOAaqiuP6wEHZea5JXOpvIi4hmpdoFtpePdF9XIdMYiIcfRfyAQwJDMbdVE7ImajWhtpESafUv57pTKpfSxwpA4RET+kWnH7d1R/pHYAZqNq1SEznyuXrr0i4i5gs55Wm4gYDlzRxL7TfnCbXET0u5ZHZl7b7izqHK4jpr4i4lLgReB2epcbIDN/MtUHqWtY4Egdop6zf2qySXP3R8SYzFy+ZXsQcFfrvqbwg9uU7L6oviJidGauNL19ao6IuCczlyudQ2U0qrlS6mSZuWjpDB3k0oi4jN41gXYA/lQwT0kuANuin+6Lv4wIuy/KdcTU1w0RsXxmjikdRO1nC47UISJiO+DSzBwXEd8CVgEOz8w7C0crol6ZfF2qD7GjMvO8wpGKiIgrgFOZ/IPbbpm5SbFQBdl9Uf3ps45YAjdQraX1SNFgKiYi/gp8EHgQF0luHAscqUNExN2ZuUJErAscCRwNfKPvxAPdLCI+CMyfmdf32b8+8Fhm/rNMsnKm8sGtkQvAgt0X9fY1ZXFL9S8iFu5vf1PfO5vGAkfqEBFxZ2auXC9kOCYzz+rZVzpbu0TEH6mKurv77F8NODQztyyTTJ0iIo6imkWttfvi3Zn5tXKp1ImatrilpF6OwZE6x2MRcRywKfCjeorLQYUztdsifYsbgMy8LSIWaX+cciLix8C/MvPYPvv3BxZo2gf6lta9g/p0X7wROLNoOHWqRi1uKamXLThSh4iI9wAfoWq9eSAi3gssn5mXF47WNhHxj8z84Ize143q/uPLZebEPvsHUbVYNGp2IFv3NKNswZGaq2lXh6WOlZmvUq3Ovm69azzwQLlERdwaEXv23RkRe1CtZdAk2be4qXdOpJlXpqfauke1kJ8aKCLGRcRL/XyNA95XOp+kMuyiJnWIiDgUWA1YCjgFeBdwBtUCj02xH3BeROxMb0GzGvBuYOtiqcp4NSKWyMzJityIWAJ4rVCmkgZP474hbUuDb8/QAAANmElEQVShjpKZQ0tnUGepi9ue7kk9F4OS3lnUhhUJpraywJE6x9bAysAdAJn5eEQ06o93Zj4FrB0RGwE9XbAuzsyrCsYq5TvAnyLiCCYv9g6hKgSb5taI2DMzT2jd2dDWPUlTYdErcAyO1DEi4pbMXCMi7sjMVSJiduBG5+xvrohYDjiI3mLvHuDoJi5cFxHzA+cBb9JP615mPlkqm6TOVC+7sERmnhIR8wFDM/PB0rn0zrPAkTpERBwILAFsRrUOzu7AbzPzF0WDSR2kT+vevQ1t3ZM0Ha3dvjNzyYh4H3BOZjap23djWeBIHSQiNgM2p+orfFlm/rlwJEmSBpyIGE3d7btnPbmeBbXLJlM7OAZH6iB1QfNngIiYJSJ2zkzX+JAkaca8mZkZEQlQd/tWQzhNtFRYRAyLiEMi4lcRsXlUvgT8C9i+dD6VFRHzlM4gSQPQ7+vFs+eqlx+4AjhhOo9Rl7CLmlRYRFwAPE+1IvsmwNxUA6e/kpmjS2ZTeRHxADCaaurwP6Vv2pL0ttjtu7kscKTCImJMZi5f354FeAZYKDPHlU2mThARAWxKNenEGsDZwKmZ+feiwSRJ6lB2UZPKe6vnRmZOAB60uFGPrPw5M3cEPgfsCtwSEddGxFqF40mS1HFswZEKi4gJwCs9m1Srsr+Kqy4LiIh5gV2AzwBPAScBFwIrUU15umjBeJIkdRxnUZMKy8xZSmdQR7sROB34VGb+u2X/bRFxbKFMktTxIuLdwJL15t8y861pHa/uYQuOJHWwiAgnFpCkGRMRGwK/AR6i6hHxAWDXzBxVMJbaxDE4ktTZLo+IuXo2ImLuiLisZCBJGgB+AmyemRtk5vrAFsDPCmdSm1jgSFJnG56ZL/RsZObzwIiCeSRpIHhXZv6tZ6OeefJdBfOojRyDI0mdbUJELJSZjwBExMKAXdYkadpui4iTqMYwAuwM3F4wj9rIMTiS1MEi4iPA8cC19a71gb0y025qkjQVETEbsA+wLtUYnFHA/2bmG0WDqS0scCSpw0XEfMCaVH+kb8zMZwpHkiSpY1ngSFKHi4i5gSWAwT37nAlIkqYUEWOYRjfezFyhjXFUiAWOJHWwiPgc8BVgQWA0VUvOjZm5cdFgktSB6nGKU5WZD7cri8pxFjVJ6mxfAVYHHs7MjYCVgafLRpKkzpSZD/d8Aa8Dy9dfr1ncNIcFjiR1ttcz83WoBs1m5v3AUoUzSVJHi4jtgVuA7YDtgZsjYmTZVGoXp4mWpM7273qhz/OBP0fE88DjhTNJUqf7JrB6Zo4FiIjhwBXAuUVTqS0cgyNJA0REbADMCVyamW+WziNJnSoixmTm8i3bg4C7Wvepe9mCI0kdLCLmadkcU//rlSlJmrZLI+Iy4Lf19g7AJQXzqI1swZGkDhYRDwEfAJ6nWgdnLuAJYCywZ2a6Mrck9SMitqFloc/MPK9wJLWJBY4kdbCIOBY4LzMvq7c3Bz4C/B74eWZ+uGQ+SepEETE71SQtEyJiKarJWf6UmW8VjqY2sMCRpA4WEbdl5mr97YuI0Zm5UqlsktSpIuJ2YD1gbuAm4Dbg1czcuWgwtYXTREtSZ3suIr4WEQvXXwcDz0fELMDE0uEkqUNFZr4KbAP8MjO3BpYpnEltYoEjSZ1tJ2BBqmmiz6caj7MTMAvV2g6SpClFRKwF7AxcXO9zcq2GsIuaJA0AETFHZr5cOockDQQRsT5wIHB9Zv4oIhYD9svMfQtHUxtY4EhSB4uItYETgTkyc6GIWBHYOzO/WDiaJEkdyS5qktTZfgZsATwLkJl3AesXTSRJHSoijo+IfhfzjIjZI2L3iHCigS5nX0RJ6nCZ+WhEtO6aUCqLJHW4/wW+XRc59wBPA4OBJYBhwMnAmeXiqR0scCSpsz1ad1PLiHg3sC9wX+FMktSRMnM0sH1EzAGsBrwXeA24LzP/VjSc2sYxOJLUwSJiPuDnwKZUq3FfDuybmc8VDSZJUoeywJGkASYi9svM/1c6hyRJncgCR5IGmIh4JDMXKp1DkqRO5CxqkjTwxPQPkSSpmZxkQJIGHpveJakfEXER03iPzMyt2hhHhVjgSFIHiohx9P9HOoAhbY4jSQPF0fW/2wALAGfU2zsCD5UIpPZzDI4kSZK6SkSMysz1p7dP3ckxOJIkSeo2wyNisZ6NiFgUGF4wj9rILmqSJEnqNvsD10TEv+rtRYC9y8VRO9lFTZIkSV0nImYDlq4378/MN0rmUftY4EiSJKnrRMRywDLA4J59mXlauURqFwscSZIkdZWIOBTYkKrAuQT4KHBdZo4smUvt4SQDkiRJ6jYjgU2AJzNzN2BFYLaykdQuFjiSJEnqNq9l5kRgfEQMA8YCi03nMeoSzqImSZKkbnNbRMwFnADcDrwM3FI2ktrFMTiSJEnqWhGxCDAsM+8uHEVtYoEjSZKkrhARq0zr/sy8o11ZVI4FjiRJkrpCRFxd3xwMrAbcBQSwAnBzZq5bKpvax0kGJEmS1BUyc6PM3Ah4GFglM1fLzFWBlYF/lE2ndrHAkSRJUrdZOjPH9Gxk5j3ASgXzqI2cRU2SJEnd5r6IOBE4A0hgF+C+spHULo7BkSRJUleJiMHAF4D1612jgGMy8/VyqdQuFjiSJEnqOhExBFgoM/9WOovayzE4kiRJ6ioRsRUwGri03l4pIi4sm0rtYoEjSZKkbnMosAbwAkBmjgYWKRlI7WOBI0mSpG4zPjNfLB1CZTiLmiRJkrrNPRGxEzBLRCwB7AvcUDiT2sQWHEmSJHWbLwPLAm8AZwEvAvsVTaS2cRY1SZIkSV3DFhxJkiRJXcMCR5IkSVLXsMCRJEmS1DWcRU2SJEldJSJOAaYYaJ6ZuxeIozazwJEkSVK3+WPL7cHA1sDjhbKozZxFTZIkSV0tIgYBV2TmxqWz6J3nGBxJkiR1uyWAhUqHUHvYRU2SJEldJSLGMfkYnCeBrxWKozazi5okSZKkrmEXNUmSJHWViFgnImavb+8SET+NiIVL51J7WOBIkiSp2xwDvBoRKwIHAw8Dp5WNpHaxwJEkSVK3GZ/VOIxPAj/PzJ8DQwtnUps4yYAkSZK6zbiIOATYBVg/ImYB3lU4k9rEFhxJkiR1mx2AN4A9MvNJ4P3AUWUjqV2cRU2SJElS17AFR5IkSVLXsMCRJEmS1DUscCRJkiR1DWdRkyRJUleJiCWAI4FlgME9+zNzsWKh1Da24EiSJKnbnEK12Od4YCOqRT5PL5pIbWOBI0mSpG4zJDOvpJox+OHMPAzYuHAmtYld1CRJktRtXo+IQcADEfEl4DFgROFMahPXwZEkSVJXiYjVgfuAuYDDgWHAUZl5U9FgagsLHEmSJEldwzE4kiRJ6ioR8eeImKtle+6IuKxkJrWPBY4kSZK6zXyZ+ULPRmY+j2NwGsMCR5IkSd1mYkQs1LMREQsDjstoCGdRkyRJUrf5JnBdRFxbb68P7F0wj9rISQYkSZLUdSJiPmBNIIAbM/OZwpHUJnZRkyRJUleJiCuBNTLzj5l5UWY+ExHHl86l9rDAkSRJUrdZFPhaRBzasm+1UmHUXhY4kiRJ6jYvAJsA80fERRExZ+lAah8LHEmSJHWbyMzxmflF4A/AdThNdGM4i5okSZK6zbE9NzLz1IgYA+xTMI/ayFnUJEmS1FVa18BplZmPtDuL2s8CR5IkSV2lbrFJqimiB1NNOnB/Zi5XNJjawi5qkiRJ6iqZuXzrdkSsggt9NoaTDEiSJKmrZeYdwOqlc6g9bMGRJElSV4mIr7ZsDgJWAZ4uFEdtZoEjSZKkbjO05fZ44GKq6aLVAE4yIEmSJKlr2IIjSZKkrhARF1HNntavzNyqjXFUiAWOJEmSusXR9b/bAAsAZ9TbOwIPlQik9rOLmiRJkrpKRIzKzPWnt0/dyWmiJUmS1G2GR8RiPRsRsSgwvGAetZFd1CRJktRt9geuiYh/1duLAHuVi6N2souaJEmSuk5EzAYsXW/en5lvlMyj9rEFR5IkSV0lIt4F7A30jLm5JiKOy8y3CsZSm9iCI0mSpK4SEScC7wJ+U+/6DDAhMz9XLpXaxQJHkiRJXSUi7srMFae3T93JWdQkSZLUbSZExOI9G/WMahMK5lEbOQZHkiRJ3eYg4Op6FrUAFgZ2KxtJ7WKBI0mSpK4REYOA14AlgKWoChxnUWsQx+BIkiSpq0TEjZm5VukcKsMxOJIkSeo2l0fEthERpYOo/WzBkSRJUleJiHHA7MB44HWqbmqZmcOKBlNbWOBIkiRJ6hp2UZMkSVJXiYgr384+dSdnUZMkSVJXiIjBwHuA+SJibqquaQDDgPcVC6a2ssCRJElSt9gb2I+qmLmd3gLnJeDXpUKpvRyDI0mSpK4SEV/OzF+WzqEyLHAkSZLUdSJibWARWnosZeZpxQKpbeyiJkmSpK4SEacDiwOjgQn17gQscBrAFhxJkiR1lYi4D1gm/aDbSE4TLUmSpG5zD7BA6RAqwy5qkiRJ6jbzAX+NiFuAN3p2ZuZW5SKpXSxwJEmS1G0OKx1A5TgGR5IkSVLXsAVHkiRJXSEixlHNljbFXUBm5rA2R1IBtuBIkiRJ6hrOoiZJkiSpa1jgSJIkSeoaFjiSJEmSuoYFjiRJkqSuYYEjSZIkqWv8f78oNUp6qCHOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "plt.figure(figsize=(12,10))\n",
    "cor = df.corr()\n",
    "sns.heatmap(cor, annot=True, cmap=plt.cm.Reds)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = {'Response ID', 'Time Started', 'Date Submitted', 'Status', 'Contact ID',\n",
    "       'Legacy Comments', 'Comments', 'Language', 'Referer', 'SessionID',\n",
    "       'User Agent', 'Tags', 'IP Address', 'Longitude', 'Latitude', 'Country',\n",
    "       'City', 'State/Region', 'Postal', 'Introduzca su género:',\n",
    "       'Introduzca su edad (solo el número):',\n",
    "       'Introduzca su distrito de residencia:',\n",
    "       '¿Con qué frecuencia se atiende en establecimientos de salud?',\n",
    "       'Cuido de mi salud:Hábitos de salud',\n",
    "       'Realizo chequeos preventivos:Hábitos de salud',\n",
    "       'Como sano:Hábitos de salud', 'Hago ejercicio:Hábitos de salud',\n",
    "       'No fumo:Hábitos de salud', 'No bebo alcohol:Hábitos de salud',\n",
    "       '¿Cuál considera que es la principal barrera para el cuidado de la salud?',\n",
    "       '¿Por qué?',\n",
    "       '¿Qué diría que es lo que más le quita tiempo para cuidar su salud? ',\n",
    "       '¿Considera que la salud mental es importante para el bienestar?',\n",
    "       '¿Qué piensa de la medicina alternativa? (ejem. Medicina china, herbolaria, chamanismo, yoga, mindfullness, acupuntura, homeopatía, reiki, shiatzu, etc.)',\n",
    "       'Si la ha probado, ¿por qué lo hizo? (Si no lo ha hecho, escriba \"no la he probado\")',\n",
    "       '¿Le gustaría que su centro de salud la incluya como parte de sus servicios?',\n",
    "       '¿Qué palabras se le vienen a la mente cuando piensa en \"prevención\"?',\n",
    "       'Tengo una buena relación con mis médicos:Relación paciente médico',\n",
    "       'Me siento en confianza con mis médicos:Relación paciente médico',\n",
    "       'Puedo hablar con mis médicos sin restricciones:Relación paciente médico',\n",
    "       'Los médicos se toman el tiempo para explicarme mi dolencia y posibles tratamientos:Relación paciente médico',\n",
    "       'Los médicos se preocupan porque tenga una vida saludable y hábitos preventivos en salud:Relación paciente médico',\n",
    "       '¿Tiene médicos de su preferencia?', '¿Por qué?.1', 'New Radio Buttons',\n",
    "       '¿Cuál es su principal fuente de información médica?',\n",
    "       '¿Por qué acude a la fuente anteriormente mencionada?',\n",
    "       '¿Considera necesario un contacto continuo con su centro de salud?',\n",
    "       'Whatsapp:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
    "       'Redes sociales:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
    "       'App:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
    "       'Llamadas telefónicas:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
    "       'Medios físicos:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
    "       'No deseo ser contactado:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)',\n",
    "       '¿Cuándo le gustaría ser contactado?',\n",
    "       'Introduzca su correo para fines de sorteo:'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "str = 'fg'\n",
    "\n",
    "res= {element: 'F'+str for element in features}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'City': 'Ffg',\n",
       " 'Country': 'Ffg',\n",
       " 'New Radio Buttons': 'Ffg',\n",
       " '¿Qué palabras se le vienen a la mente cuando piensa en \"prevención\"?': 'Ffg',\n",
       " 'Introduzca su correo para fines de sorteo:': 'Ffg',\n",
       " '¿Qué piensa de la medicina alternativa? (ejem. Medicina china, herbolaria, chamanismo, yoga, mindfullness, acupuntura, homeopatía, reiki, shiatzu, etc.)': 'Ffg',\n",
       " 'Llamadas telefónicas:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 'Ffg',\n",
       " 'Latitude': 'Ffg',\n",
       " 'IP Address': 'Ffg',\n",
       " 'Status': 'Ffg',\n",
       " 'State/Region': 'Ffg',\n",
       " 'Como sano:Hábitos de salud': 'Ffg',\n",
       " 'Postal': 'Ffg',\n",
       " 'Comments': 'Ffg',\n",
       " 'SessionID': 'Ffg',\n",
       " 'Introduzca su edad (solo el número):': 'Ffg',\n",
       " 'Cuido de mi salud:Hábitos de salud': 'Ffg',\n",
       " 'Me siento en confianza con mis médicos:Relación paciente médico': 'Ffg',\n",
       " 'Los médicos se preocupan porque tenga una vida saludable y hábitos preventivos en salud:Relación paciente médico': 'Ffg',\n",
       " 'Referer': 'Ffg',\n",
       " '¿Cuál es su principal fuente de información médica?': 'Ffg',\n",
       " 'Time Started': 'Ffg',\n",
       " '¿Le gustaría que su centro de salud la incluya como parte de sus servicios?': 'Ffg',\n",
       " 'App:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 'Ffg',\n",
       " '¿Con qué frecuencia se atiende en establecimientos de salud?': 'Ffg',\n",
       " 'Redes sociales:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 'Ffg',\n",
       " 'Medios físicos:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 'Ffg',\n",
       " '¿Cuándo le gustaría ser contactado?': 'Ffg',\n",
       " '¿Por qué acude a la fuente anteriormente mencionada?': 'Ffg',\n",
       " 'Response ID': 'Ffg',\n",
       " 'Longitude': 'Ffg',\n",
       " '¿Por qué?.1': 'Ffg',\n",
       " 'Si la ha probado, ¿por qué lo hizo? (Si no lo ha hecho, escriba \"no la he probado\")': 'Ffg',\n",
       " 'Realizo chequeos preventivos:Hábitos de salud': 'Ffg',\n",
       " '¿Considera necesario un contacto continuo con su centro de salud?': 'Ffg',\n",
       " '¿Qué diría que es lo que más le quita tiempo para cuidar su salud? ': 'Ffg',\n",
       " 'Legacy Comments': 'Ffg',\n",
       " 'No fumo:Hábitos de salud': 'Ffg',\n",
       " 'Los médicos se toman el tiempo para explicarme mi dolencia y posibles tratamientos:Relación paciente médico': 'Ffg',\n",
       " 'Tags': 'Ffg',\n",
       " 'Language': 'Ffg',\n",
       " '¿Considera que la salud mental es importante para el bienestar?': 'Ffg',\n",
       " '¿Por qué?': 'Ffg',\n",
       " 'Date Submitted': 'Ffg',\n",
       " 'Tengo una buena relación con mis médicos:Relación paciente médico': 'Ffg',\n",
       " 'Puedo hablar con mis médicos sin restricciones:Relación paciente médico': 'Ffg',\n",
       " 'User Agent': 'Ffg',\n",
       " 'Whatsapp:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 'Ffg',\n",
       " '¿Cuál considera que es la principal barrera para el cuidado de la salud?': 'Ffg',\n",
       " '¿Tiene médicos de su preferencia?': 'Ffg',\n",
       " 'No deseo ser contactado:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 'Ffg',\n",
       " 'Contact ID': 'Ffg',\n",
       " 'Introduzca su distrito de residencia:': 'Ffg',\n",
       " 'No bebo alcohol:Hábitos de salud': 'Ffg',\n",
       " 'Hago ejercicio:Hábitos de salud': 'Ffg',\n",
       " 'Introduzca su género:': 'Ffg'}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = dict.fromkeys(features,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'City': 0,\n",
       " 'Country': 0,\n",
       " 'New Radio Buttons': 0,\n",
       " '¿Qué palabras se le vienen a la mente cuando piensa en \"prevención\"?': 0,\n",
       " 'Introduzca su correo para fines de sorteo:': 0,\n",
       " '¿Qué piensa de la medicina alternativa? (ejem. Medicina china, herbolaria, chamanismo, yoga, mindfullness, acupuntura, homeopatía, reiki, shiatzu, etc.)': 0,\n",
       " 'Llamadas telefónicas:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 0,\n",
       " 'Latitude': 0,\n",
       " 'IP Address': 0,\n",
       " 'Status': 0,\n",
       " 'State/Region': 0,\n",
       " 'Como sano:Hábitos de salud': 0,\n",
       " 'Postal': 0,\n",
       " 'Comments': 0,\n",
       " 'SessionID': 0,\n",
       " 'Introduzca su edad (solo el número):': 0,\n",
       " 'Cuido de mi salud:Hábitos de salud': 0,\n",
       " 'Me siento en confianza con mis médicos:Relación paciente médico': 0,\n",
       " 'Los médicos se preocupan porque tenga una vida saludable y hábitos preventivos en salud:Relación paciente médico': 0,\n",
       " 'Referer': 0,\n",
       " '¿Cuál es su principal fuente de información médica?': 0,\n",
       " 'Time Started': 0,\n",
       " '¿Le gustaría que su centro de salud la incluya como parte de sus servicios?': 0,\n",
       " 'App:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 0,\n",
       " '¿Con qué frecuencia se atiende en establecimientos de salud?': 0,\n",
       " 'Redes sociales:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 0,\n",
       " 'Medios físicos:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 0,\n",
       " '¿Cuándo le gustaría ser contactado?': 0,\n",
       " '¿Por qué acude a la fuente anteriormente mencionada?': 0,\n",
       " 'Response ID': 0,\n",
       " 'Longitude': 0,\n",
       " '¿Por qué?.1': 0,\n",
       " 'Si la ha probado, ¿por qué lo hizo? (Si no lo ha hecho, escriba \"no la he probado\")': 0,\n",
       " 'Realizo chequeos preventivos:Hábitos de salud': 0,\n",
       " '¿Considera necesario un contacto continuo con su centro de salud?': 0,\n",
       " '¿Qué diría que es lo que más le quita tiempo para cuidar su salud? ': 0,\n",
       " 'Legacy Comments': 0,\n",
       " 'No fumo:Hábitos de salud': 0,\n",
       " 'Los médicos se toman el tiempo para explicarme mi dolencia y posibles tratamientos:Relación paciente médico': 0,\n",
       " 'Tags': 0,\n",
       " 'Language': 0,\n",
       " '¿Considera que la salud mental es importante para el bienestar?': 0,\n",
       " '¿Por qué?': 0,\n",
       " 'Date Submitted': 0,\n",
       " 'Tengo una buena relación con mis médicos:Relación paciente médico': 0,\n",
       " 'Puedo hablar con mis médicos sin restricciones:Relación paciente médico': 0,\n",
       " 'User Agent': 0,\n",
       " 'Whatsapp:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 0,\n",
       " '¿Cuál considera que es la principal barrera para el cuidado de la salud?': 0,\n",
       " '¿Tiene médicos de su preferencia?': 0,\n",
       " 'No deseo ser contactado:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)': 0,\n",
       " 'Contact ID': 0,\n",
       " 'Introduzca su distrito de residencia:': 0,\n",
       " 'No bebo alcohol:Hábitos de salud': 0,\n",
       " 'Hago ejercicio:Hábitos de salud': 0,\n",
       " 'Introduzca su género:': 0}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1f45e783188>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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esvOI1S4zyv2upGttfzYilg/b3tTh92vY77sj4tG9GssHE7ykHpdr+S+S9KaI+K86rDG07dFcyrmjsZaI+LTtW1UuB77P9nyN3NeNdY9mnU9FxBdHse6Q4Y+NoaGXxt/l8L5svM/uhtu7VR5bUyT9JMrsYc38z7Cahxvq16kq/YcO4Aw43/MqLyWbeUTlbKa/3v5jlTOzRyQdafuo2v5HDffZovIpFrJ9gsqnAcj2iSoh9oF6Fi6VoZBTasBpaOxQ5Qx4sC6f26ww20dI2hoRV6lMNHNC/dEztn/Z9hSVyVGa+Y6kRa6Ja/v42r5a5SWvXKYanFvbX6kSGM/ZPkxlStGh/mnVD40eljTUh7J9VERsiohLJa1ROUtdLem9LnPOzlY5Gx8+AVNjfceonLU/Omyd70j6k3oGKtt9tl+l8dki6cS6fPZY7hhlussnbP9hrcO2f63F6o3HdaqkZ2PPlJ7HaM8EN2gzAjjflZJuq2+I7CUifirpgyovIzepnN38Y20/T9Kt9c2nJxvudqOkGfVl50dUxlelctY7Q+UNv/W2v1Rfvp4n6Vu2N0i6oa77GUmfsv19lTHRZk6VtN72OpXx0y/U9sUq44t3qkzk08wlKmPRG+swxyW1/QpJB9veKOnjqgEY5c2zdSoTKV2tMoSgffTDi+pwwSH1zThJurC+2bZB5ezuNpUpSjeqTNh0p6SPR8R/DtvUP0jqqb+LGySdGxGNZ6KKiNslfVXSvXW9b6r1H9h9+Zykj9i+R2UMeKzeL+lD9TgfUutPpFkiaV7t909rzwxoUhk/v1WSbJ9p++Jx1IEWmIwHk4LtP5P0fESM+X+BJ6v6auOrEfH27FperjgDxmRxhfYeN8W+vVblPz/QIZwBA0ASzoABIAkBDABJCGAASEIAA0ASAhgAkhDAAJDk/wGp3nyewH2WsAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.boxplot(x='Introduzca su edad (solo el número):', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2.00166454e-01 2.00166454e-01 2.00166454e-01 2.37422037e-01\n",
      " 1.96091591e+01 1.78877550e-01 1.78877550e-01 2.00166454e-01\n",
      " 2.16133133e-01 2.21455359e-01 1.89522002e-01 2.21455359e-01\n",
      " 2.05488681e-01 2.00166454e-01 2.16133133e-01 2.05488681e-01\n",
      " 2.05488681e-01 2.05488681e-01 2.16133133e-01 2.05488681e-01\n",
      " 6.71108020e-02 1.84199776e-01 1.57588646e-01 2.05488681e-01\n",
      " 1.68233098e-01 9.90441586e-02 1.78877550e-01 1.78877550e-01\n",
      " 7.40036335e-03 1.78877550e-01 1.46944193e-01 1.57588646e-01\n",
      " 1.38885410e-02 1.41621967e-01 1.94844228e-01 6.17885759e-02\n",
      " 1.15010837e-01 1.57588646e-01 2.98552193e-02 2.21455359e-01\n",
      " 1.78877550e-01 2.00166454e-01 1.89522002e-01 1.25655289e-01\n",
      " 1.25655289e-01 1.30977515e-01 2.37422037e-01 1.52266420e-01\n",
      " 1.94844228e-01 4.58218976e-02 3.51774454e-02 1.78877550e-01\n",
      " 3.51774454e-02 1.15010837e-01 1.27225894e-02 2.45329932e-02\n",
      " 1.38885410e-02 1.27225894e-02 2.07813725e-03 8.56631494e-03\n",
      " 1.30977515e-01 2.86892677e-02 7.40036335e-03 1.92107671e-02\n",
      " 1.52266420e-01 2.00166454e-01 2.98552193e-02 6.06226243e-02\n",
      " 1.80448155e-02 4.99781721e-02 1.27225894e-02 1.68233098e-01\n",
      " 1.73555324e-01 1.57588646e-01 5.53003982e-02 2.26777585e-01\n",
      " 1.41621967e-01 5.53003982e-02 8.56631494e-03 1.52266420e-01\n",
      " 1.84199776e-01 1.80448155e-02 7.40036335e-03 7.40036335e-03\n",
      " 2.07813725e-03 1.30977515e-01 7.40036335e-03 1.73555324e-01\n",
      " 1.27225894e-02 7.40036335e-03 3.24408885e-03 6.71108020e-02\n",
      " 1.15010837e-01 4.46559460e-02 1.78877550e-01 3.93337199e-02\n",
      " 1.27225894e-02 1.73555324e-01 1.30977515e-01 1.09688611e-01\n",
      " 8.19115287e-02 7.40036335e-03 7.40036335e-03 1.80448155e-02\n",
      " 3.24408885e-03 1.57588646e-01 2.10810907e-01 5.11441237e-02\n",
      " 1.94844228e-01 1.09688611e-01 1.27225894e-02 7.40036335e-03\n",
      " 1.78877550e-01 3.51774454e-02 8.56631494e-03 1.20333063e-01\n",
      " 5.64663498e-02 9.37219325e-02 7.12670765e-02 1.80448155e-02\n",
      " 2.21455359e-01 2.32099811e-01 3.93337199e-02 6.17885759e-02\n",
      " 2.33670416e-02 1.27225894e-02 7.40036335e-03 4.04996715e-02\n",
      " 3.93337199e-02 3.93337199e-02 1.27225894e-02 1.80448155e-02\n",
      " 1.27225894e-02 8.83997064e-02 4.46559460e-02 5.11441237e-02\n",
      " 7.40036335e-03 2.45329932e-02 4.99781721e-02 7.40036335e-03\n",
      " 3.93337199e-02 1.36299741e-01 8.56631494e-03 7.40036335e-03\n",
      " 1.27225894e-02 2.07813725e-03 7.40036335e-03 6.59448504e-02\n",
      " 1.27225894e-02 1.27225894e-02 3.24408885e-03 3.51774454e-02\n",
      " 7.40036335e-03 3.24408885e-03 1.04366385e-01 3.51774454e-02\n",
      " 2.07813725e-03 1.15010837e-01 3.93337199e-02 4.58218976e-02\n",
      " 2.98552193e-02 1.38885410e-02 9.37219325e-02 1.57588646e-01\n",
      " 1.92107671e-02 2.21455359e-01 1.89522002e-01 1.27225894e-02\n",
      " 8.56631494e-03 2.86892677e-02 3.24408885e-03 2.07813725e-03\n",
      " 4.46559460e-02 3.93337199e-02 2.45329932e-02 1.89522002e-01\n",
      " 1.41621967e-01 3.93337199e-02 2.07813725e-03 7.40036335e-03\n",
      " 2.45329932e-02 4.46559460e-02 1.27225894e-02 1.04366385e-01\n",
      " 1.80448155e-02 2.10810907e-01 1.41621967e-01 1.09688611e-01\n",
      " 7.40036335e-03 1.27225894e-02 5.11441237e-02 1.41621967e-01\n",
      " 1.57588646e-01 1.57588646e-01 1.27225894e-02 4.04996715e-02\n",
      " 1.27225894e-02 7.40036335e-03 1.04366385e-01 1.80448155e-02\n",
      " 3.93337199e-02 7.40036335e-03 1.27225894e-02 1.27225894e-02\n",
      " 7.40036335e-03 3.93337199e-02 2.07813725e-03 1.27225894e-02\n",
      " 6.06226243e-02 1.89522002e-01 1.27225894e-02 1.80448155e-02\n",
      " 3.93337199e-02 7.40036335e-03 1.27225894e-02 1.94844228e-01\n",
      " 1.27225894e-02 8.56631494e-03 1.80448155e-02 2.16133133e-01\n",
      " 7.40036335e-03 9.25559809e-02 7.40036335e-03 2.33670416e-02\n",
      " 3.24408885e-03 1.27225894e-02 7.40036335e-03 8.83997064e-02\n",
      " 1.27225894e-02 1.89522002e-01 1.36299741e-01 7.24330281e-02\n",
      " 7.40036335e-03 1.80448155e-02 1.30977515e-01 4.73925030e-03\n",
      " 3.93337199e-02 1.78877550e-01 1.27225894e-02 7.40036335e-03\n",
      " 1.27225894e-02 1.27225894e-02 1.38885410e-02 7.40036335e-03\n",
      " 7.40036335e-03 8.56631494e-03 4.58218976e-02 1.27225894e-02\n",
      " 1.80448155e-02 1.27225894e-02 7.40036335e-03 1.27225894e-02\n",
      " 8.56631494e-03 1.27225894e-02 2.33670416e-02 7.40036335e-03\n",
      " 1.41621967e-01 6.17885759e-02 1.38885410e-02 1.03200433e-01\n",
      " 1.80448155e-02 4.04996715e-02 6.06226243e-02 1.80448155e-02\n",
      " 1.27225894e-02 3.24408885e-03 1.38885410e-02 7.40036335e-03\n",
      " 1.27225894e-02 1.27225894e-02 2.86892677e-02 1.80448155e-02\n",
      " 7.40036335e-03 4.58218976e-02 7.40036335e-03 4.58218976e-02\n",
      " 2.98552193e-02 1.80448155e-02 3.40114938e-02 4.04996715e-02\n",
      " 1.27225894e-02 6.17885759e-02 4.58218976e-02 1.15010837e-01\n",
      " 8.56631494e-03 6.17885759e-02 1.27225894e-02 2.45329932e-02\n",
      " 2.98552193e-02 2.98552193e-02 6.71108020e-02 1.27225894e-02\n",
      " 1.27225894e-02 1.78877550e-01 8.56631494e-03 6.17885759e-02\n",
      " 2.98552193e-02 4.04996715e-02 2.45329932e-02 6.17885759e-02\n",
      " 1.62910872e-01 6.17885759e-02 3.40114938e-02 8.83997064e-02\n",
      " 7.40036335e-03 7.40036335e-03 1.92107671e-02 7.40036335e-03\n",
      " 9.90441586e-02 6.17885759e-02 7.40036335e-03 6.17885759e-02\n",
      " 5.64663498e-02 2.98552193e-02 2.98552193e-02 1.20333063e-01\n",
      " 6.71108020e-02 1.78877550e-01 3.24408885e-03 6.17885759e-02\n",
      " 7.40036335e-03 1.27225894e-02 1.38885410e-02 1.27225894e-02\n",
      " 8.56631494e-03 1.27225894e-02 6.71108020e-02 6.71108020e-02\n",
      " 3.40114938e-02 6.17885759e-02 6.17885759e-02 1.27225894e-02\n",
      " 5.64663498e-02 7.77552542e-02 6.17885759e-02 1.84199776e-01\n",
      " 2.07813725e-03 2.45329932e-02 4.58218976e-02 1.92107671e-02\n",
      " 7.40036335e-03 7.40036335e-03 4.58218976e-02 1.92107671e-02\n",
      " 1.92107671e-02 1.92107671e-02 2.07813725e-03 2.45329932e-02\n",
      " 8.56631494e-03 1.38885410e-02 1.30977515e-01 1.92107671e-02\n",
      " 2.45329932e-02 6.17885759e-02 2.45329932e-02 3.51774454e-02\n",
      " 1.38885410e-02 5.11441237e-02 7.77552542e-02 5.64663498e-02\n",
      " 6.71108020e-02 3.51774454e-02 1.92107671e-02 7.40036335e-03\n",
      " 5.11441237e-02 1.04366385e-01 1.27225894e-02 1.27225894e-02\n",
      " 5.11441237e-02 7.40036335e-03 5.64663498e-02 2.07813725e-03\n",
      " 3.24408885e-03 1.92107671e-02 7.40036335e-03 1.92107671e-02\n",
      " 1.92107671e-02 1.92107671e-02 1.92107671e-02 3.51774454e-02\n",
      " 1.68233098e-01 6.17885759e-02 1.36299741e-01 1.92107671e-02\n",
      " 1.92107671e-02 1.92107671e-02 6.17885759e-02 8.83997064e-02]\n"
     ]
    }
   ],
   "source": [
    "from scipy import stats\n",
    "import numpy as np\n",
    "z = np.abs(stats.zscore(df['Introduzca su edad (solo el número):']))\n",
    "print(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([4], dtype=int64),)\n"
     ]
    }
   ],
   "source": [
    "threshold = 3\n",
    "print(np.where(z > 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19.60915908215983"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(388, 56)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_o= df\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(388,)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_o = df_o[(z<3)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(388, 56)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(387, 56)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_o.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_o1=df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "Q1=df_o1.quantile(0.25)\n",
    "Q3=df_o1.quantile(0.75)\n",
    "IQR=Q3-Q1\n",
    "\n",
    "df_out=df_o1[~((df_o1 < (Q1 - 1.5 * IQR)) |(df_o1 > (Q3 + 1.5 * IQR))).any(axis=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(334, 56)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_out.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>Response ID</th>\n",
       "      <th>Time Started</th>\n",
       "      <th>Date Submitted</th>\n",
       "      <th>Status</th>\n",
       "      <th>Contact ID</th>\n",
       "      <th>Legacy Comments</th>\n",
       "      <th>Comments</th>\n",
       "      <th>Language</th>\n",
       "      <th>Referer</th>\n",
       "      <th>SessionID</th>\n",
       "      <th>...</th>\n",
       "      <th>¿Por qué acude a la fuente anteriormente mencionada?</th>\n",
       "      <th>¿Considera necesario un contacto continuo con su centro de salud?</th>\n",
       "      <th>Whatsapp:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>Redes sociales:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>App:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>Llamadas telefónicas:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>Medios físicos:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>No deseo ser contactado:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)</th>\n",
       "      <th>¿Cuándo le gustaría ser contactado?</th>\n",
       "      <th>Introduzca su correo para fines de sorteo:</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>13 January 2020 11:30:59 am</td>\n",
       "      <td>13 January 2020 11:32:50 am</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578933036_5e1c9b2cd230f7.39998205</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>App</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>13 January 2020 11:41:39 am</td>\n",
       "      <td>13 January 2020 11:57:55 am</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578933633_5e1c9d817b6696.63376086</td>\n",
       "      <td>...</td>\n",
       "      <td>Rapidez/Inmediatez</td>\n",
       "      <td>No</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>13 January 2020 11:50:24 am</td>\n",
       "      <td>13 January 2020 12:05:07 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578934107_5e1c9f5bdf9c52.69725739</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>13 January 2020 12:14:22 pm</td>\n",
       "      <td>13 January 2020 12:19:25 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578935617_5e1ca541c1ea41.56864608</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Redes sociales</td>\n",
       "      <td>App</td>\n",
       "      <td>Llamadas telefónicas</td>\n",
       "      <td>Medios físicos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8</td>\n",
       "      <td>13 January 2020 1:04:47 pm</td>\n",
       "      <td>13 January 2020 1:04:47 pm</td>\n",
       "      <td>Partial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>English</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1578938676_5e1cb13477a871.87466144</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "      <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>380</th>\n",
       "      <td>383</td>\n",
       "      <td>15 January 2020 9:35:42 am</td>\n",
       "      <td>15 January 2020 9:39:56 am</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579098912_5e1f2320627120.91191000</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>Redes sociales</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Llamadas telefónicas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Para dar a conocer promociones y beneficios</td>\n",
       "      <td>Juanjo.ayala.c@hotmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>384</td>\n",
       "      <td>15 January 2020 10:14:39 am</td>\n",
       "      <td>15 January 2020 10:21:09 am</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579101234_5e1f2c32e971e3.57769754</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No deseo ser contactado</td>\n",
       "      <td>Después de que yo lo solicite</td>\n",
       "      <td>Hhhh@uuuu.com.pe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>385</td>\n",
       "      <td>15 January 2020 12:52:37 pm</td>\n",
       "      <td>15 January 2020 1:00:01 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>http://m.facebook.com/</td>\n",
       "      <td>1579110725_5e1f5145e65538.92442658</td>\n",
       "      <td>...</td>\n",
       "      <td>Calidad de la información</td>\n",
       "      <td>Sí</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>Redes sociales</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Solo si se descubre algún resultado negativo e...</td>\n",
       "      <td>cinti2723@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>388</td>\n",
       "      <td>15 January 2020 3:43:28 pm</td>\n",
       "      <td>15 January 2020 3:45:35 pm</td>\n",
       "      <td>Partial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579120966_5e1f7946e44b47.43234940</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>390</td>\n",
       "      <td>15 January 2020 9:33:34 pm</td>\n",
       "      <td>15 January 2020 9:46:15 pm</td>\n",
       "      <td>Complete</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>https://www.surveygizmo.com/s3/5402423/Encuest...</td>\n",
       "      <td>1579141874_5e1fcaf23c9448.64832004</td>\n",
       "      <td>...</td>\n",
       "      <td>Rapidez/Inmediatez</td>\n",
       "      <td>No</td>\n",
       "      <td>Whatsapp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Llamadas telefónicas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Para dar a conocer promociones y beneficios</td>\n",
       "      <td>asmir.elsa.victor@gmail.com</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>334 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Response ID                 Time Started               Date Submitted  \\\n",
       "0              2  13 January 2020 11:30:59 am  13 January 2020 11:32:50 am   \n",
       "1              3  13 January 2020 11:41:39 am  13 January 2020 11:57:55 am   \n",
       "2              4  13 January 2020 11:50:24 am  13 January 2020 12:05:07 pm   \n",
       "3              5  13 January 2020 12:14:22 pm  13 January 2020 12:19:25 pm   \n",
       "5              8   13 January 2020 1:04:47 pm   13 January 2020 1:04:47 pm   \n",
       "..           ...                          ...                          ...   \n",
       "380          383   15 January 2020 9:35:42 am   15 January 2020 9:39:56 am   \n",
       "381          384  15 January 2020 10:14:39 am  15 January 2020 10:21:09 am   \n",
       "382          385  15 January 2020 12:52:37 pm   15 January 2020 1:00:01 pm   \n",
       "385          388   15 January 2020 3:43:28 pm   15 January 2020 3:45:35 pm   \n",
       "387          390   15 January 2020 9:33:34 pm   15 January 2020 9:46:15 pm   \n",
       "\n",
       "       Status  Contact ID  Legacy Comments  Comments Language  \\\n",
       "0    Complete         NaN              NaN       NaN  Spanish   \n",
       "1    Complete         NaN              NaN       NaN  Spanish   \n",
       "2    Complete         NaN              NaN       NaN  Spanish   \n",
       "3    Complete         NaN              NaN       NaN  Spanish   \n",
       "5     Partial         NaN              NaN       NaN  English   \n",
       "..        ...         ...              ...       ...      ...   \n",
       "380  Complete         NaN              NaN       NaN  Spanish   \n",
       "381  Complete         NaN              NaN       NaN  Spanish   \n",
       "382  Complete         NaN              NaN       NaN  Spanish   \n",
       "385   Partial         NaN              NaN       NaN  Spanish   \n",
       "387  Complete         NaN              NaN       NaN  Spanish   \n",
       "\n",
       "                                               Referer  \\\n",
       "0    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "1    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "2    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "3    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "5    https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "..                                                 ...   \n",
       "380  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "381  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "382                             http://m.facebook.com/   \n",
       "385  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "387  https://www.surveygizmo.com/s3/5402423/Encuest...   \n",
       "\n",
       "                              SessionID  ...  \\\n",
       "0    1578933036_5e1c9b2cd230f7.39998205  ...   \n",
       "1    1578933633_5e1c9d817b6696.63376086  ...   \n",
       "2    1578934107_5e1c9f5bdf9c52.69725739  ...   \n",
       "3    1578935617_5e1ca541c1ea41.56864608  ...   \n",
       "5    1578938676_5e1cb13477a871.87466144  ...   \n",
       "..                                  ...  ...   \n",
       "380  1579098912_5e1f2320627120.91191000  ...   \n",
       "381  1579101234_5e1f2c32e971e3.57769754  ...   \n",
       "382  1579110725_5e1f5145e65538.92442658  ...   \n",
       "385  1579120966_5e1f7946e44b47.43234940  ...   \n",
       "387  1579141874_5e1fcaf23c9448.64832004  ...   \n",
       "\n",
       "    ¿Por qué acude a la fuente anteriormente mencionada?  \\\n",
       "0                            Calidad de la información     \n",
       "1                                   Rapidez/Inmediatez     \n",
       "2                            Calidad de la información     \n",
       "3                            Calidad de la información     \n",
       "5                                                  NaN     \n",
       "..                                                 ...     \n",
       "380                          Calidad de la información     \n",
       "381                          Calidad de la información     \n",
       "382                          Calidad de la información     \n",
       "385                                                NaN     \n",
       "387                                 Rapidez/Inmediatez     \n",
       "\n",
       "     ¿Considera necesario un contacto continuo con su centro de salud?  \\\n",
       "0                                                   Sí                   \n",
       "1                                                   No                   \n",
       "2                                                   Sí                   \n",
       "3                                                   Sí                   \n",
       "5                                                  NaN                   \n",
       "..                                                 ...                   \n",
       "380                                                 Sí                   \n",
       "381                                                 No                   \n",
       "382                                                 Sí                   \n",
       "385                                                NaN                   \n",
       "387                                                 No                   \n",
       "\n",
       "    Whatsapp:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                             Whatsapp                                                    \n",
       "1                                             Whatsapp                                                    \n",
       "2                                             Whatsapp                                                    \n",
       "3                                                  NaN                                                    \n",
       "5                                                  NaN                                                    \n",
       "..                                                 ...                                                    \n",
       "380                                           Whatsapp                                                    \n",
       "381                                                NaN                                                    \n",
       "382                                           Whatsapp                                                    \n",
       "385                                                NaN                                                    \n",
       "387                                           Whatsapp                                                    \n",
       "\n",
       "     Redes sociales:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                           \n",
       "1                                                  NaN                                                           \n",
       "2                                                  NaN                                                           \n",
       "3                                       Redes sociales                                                           \n",
       "5                                                  NaN                                                           \n",
       "..                                                 ...                                                           \n",
       "380                                     Redes sociales                                                           \n",
       "381                                                NaN                                                           \n",
       "382                                     Redes sociales                                                           \n",
       "385                                                NaN                                                           \n",
       "387                                                NaN                                                           \n",
       "\n",
       "     App:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  App                                                \n",
       "1                                                  NaN                                                \n",
       "2                                                  NaN                                                \n",
       "3                                                  App                                                \n",
       "5                                                  NaN                                                \n",
       "..                                                 ...                                                \n",
       "380                                                NaN                                                \n",
       "381                                                NaN                                                \n",
       "382                                                NaN                                                \n",
       "385                                                NaN                                                \n",
       "387                                                NaN                                                \n",
       "\n",
       "    Llamadas telefónicas:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                                \n",
       "1                                                  NaN                                                                \n",
       "2                                                  NaN                                                                \n",
       "3                                 Llamadas telefónicas                                                                \n",
       "5                                                  NaN                                                                \n",
       "..                                                 ...                                                                \n",
       "380                               Llamadas telefónicas                                                                \n",
       "381                                                NaN                                                                \n",
       "382                                                NaN                                                                \n",
       "385                                                NaN                                                                \n",
       "387                               Llamadas telefónicas                                                                \n",
       "\n",
       "    Medios físicos:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                          \n",
       "1                                                  NaN                                                          \n",
       "2                                                  NaN                                                          \n",
       "3                                       Medios físicos                                                          \n",
       "5                                                  NaN                                                          \n",
       "..                                                 ...                                                          \n",
       "380                                                NaN                                                          \n",
       "381                                                NaN                                                          \n",
       "382                                                NaN                                                          \n",
       "385                                                NaN                                                          \n",
       "387                                                NaN                                                          \n",
       "\n",
       "    No deseo ser contactado:¿A través de qué herramientas le gustaría ser contactado? (Puede marcar más de una opción)  \\\n",
       "0                                                  NaN                                                                   \n",
       "1                                                  NaN                                                                   \n",
       "2                                                  NaN                                                                   \n",
       "3                                                  NaN                                                                   \n",
       "5                                                  NaN                                                                   \n",
       "..                                                 ...                                                                   \n",
       "380                                                NaN                                                                   \n",
       "381                            No deseo ser contactado                                                                   \n",
       "382                                                NaN                                                                   \n",
       "385                                                NaN                                                                   \n",
       "387                                                NaN                                                                   \n",
       "\n",
       "                   ¿Cuándo le gustaría ser contactado?  \\\n",
       "0                        Después de que yo lo solicite   \n",
       "1                        Después de que yo lo solicite   \n",
       "2                        Después de que yo lo solicite   \n",
       "3                        Después de que yo lo solicite   \n",
       "5                                                  NaN   \n",
       "..                                                 ...   \n",
       "380        Para dar a conocer promociones y beneficios   \n",
       "381                      Después de que yo lo solicite   \n",
       "382  Solo si se descubre algún resultado negativo e...   \n",
       "385                                                NaN   \n",
       "387        Para dar a conocer promociones y beneficios   \n",
       "\n",
       "    Introduzca su correo para fines de sorteo:  \n",
       "0                                          NaN  \n",
       "1                                          NaN  \n",
       "2                                          NaN  \n",
       "3                                          NaN  \n",
       "5                                          NaN  \n",
       "..                                         ...  \n",
       "380                 Juanjo.ayala.c@hotmail.com  \n",
       "381                           Hhhh@uuuu.com.pe  \n",
       "382                        cinti2723@gmail.com  \n",
       "385                                        NaN  \n",
       "387                asmir.elsa.victor@gmail.com  \n",
       "\n",
       "[334 rows x 56 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1f468b9edc8>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.boxplot(x='Introduzca su edad (solo el número):', data=df_out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## con qué frecuencia te atiendes -> cada vez que me enfermo, hacer match con Hábitos de Salud"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "df['']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "]}"
   ]
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}