sistema_operativo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('events.csv',low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1011288 entries, 0 to 1011287\n",
      "Data columns (total 23 columns):\n",
      "timestamp                   1011288 non-null object\n",
      "event                       1011288 non-null object\n",
      "person                      1011288 non-null object\n",
      "url                         82756 non-null object\n",
      "sku                         563838 non-null object\n",
      "model                       564284 non-null object\n",
      "condition                   563836 non-null object\n",
      "storage                     563836 non-null object\n",
      "color                       563836 non-null object\n",
      "skus                        221699 non-null object\n",
      "search_term                 48967 non-null object\n",
      "staticpage                  3598 non-null object\n",
      "campaign_source             82796 non-null object\n",
      "search_engine               50957 non-null object\n",
      "channel                     87378 non-null object\n",
      "new_vs_returning            87378 non-null object\n",
      "city                        87378 non-null object\n",
      "region                      87378 non-null object\n",
      "country                     87378 non-null object\n",
      "device_type                 87378 non-null object\n",
      "screen_resolution           87378 non-null object\n",
      "operating_system_version    87378 non-null object\n",
      "browser_version             87378 non-null object\n",
      "dtypes: object(23)\n",
      "memory usage: 177.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>timestamp</th>\n",
       "      <th>event</th>\n",
       "      <th>person</th>\n",
       "      <th>url</th>\n",
       "      <th>sku</th>\n",
       "      <th>model</th>\n",
       "      <th>condition</th>\n",
       "      <th>storage</th>\n",
       "      <th>color</th>\n",
       "      <th>skus</th>\n",
       "      <th>...</th>\n",
       "      <th>search_engine</th>\n",
       "      <th>channel</th>\n",
       "      <th>new_vs_returning</th>\n",
       "      <th>city</th>\n",
       "      <th>region</th>\n",
       "      <th>country</th>\n",
       "      <th>device_type</th>\n",
       "      <th>screen_resolution</th>\n",
       "      <th>operating_system_version</th>\n",
       "      <th>browser_version</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1011288</td>\n",
       "      <td>1011288</td>\n",
       "      <td>1011288</td>\n",
       "      <td>82756</td>\n",
       "      <td>563838</td>\n",
       "      <td>564284</td>\n",
       "      <td>563836</td>\n",
       "      <td>563836</td>\n",
       "      <td>563836</td>\n",
       "      <td>221699</td>\n",
       "      <td>...</td>\n",
       "      <td>50957</td>\n",
       "      <td>87378</td>\n",
       "      <td>87378</td>\n",
       "      <td>87378</td>\n",
       "      <td>87378</td>\n",
       "      <td>87378</td>\n",
       "      <td>87378</td>\n",
       "      <td>87378</td>\n",
       "      <td>87378</td>\n",
       "      <td>87378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>793805</td>\n",
       "      <td>11</td>\n",
       "      <td>27624</td>\n",
       "      <td>227</td>\n",
       "      <td>3574</td>\n",
       "      <td>202</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>63</td>\n",
       "      <td>35310</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1939</td>\n",
       "      <td>93</td>\n",
       "      <td>46</td>\n",
       "      <td>4</td>\n",
       "      <td>282</td>\n",
       "      <td>121</td>\n",
       "      <td>343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>2018-05-15 15:56:06</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>71492f2b</td>\n",
       "      <td>/</td>\n",
       "      <td>2830.0</td>\n",
       "      <td>iPhone 6</td>\n",
       "      <td>Bom</td>\n",
       "      <td>16GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>2820,6706,6720,2750,6649,7251,6663,12604,7224,...</td>\n",
       "      <td>...</td>\n",
       "      <td>Google</td>\n",
       "      <td>Paid</td>\n",
       "      <td>Returning</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Sao Paulo</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Smartphone</td>\n",
       "      <td>360x640</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>Chrome 66.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>11</td>\n",
       "      <td>528931</td>\n",
       "      <td>2771</td>\n",
       "      <td>28323</td>\n",
       "      <td>4282</td>\n",
       "      <td>50916</td>\n",
       "      <td>243014</td>\n",
       "      <td>190833</td>\n",
       "      <td>132960</td>\n",
       "      <td>594</td>\n",
       "      <td>...</td>\n",
       "      <td>50240</td>\n",
       "      <td>44193</td>\n",
       "      <td>60480</td>\n",
       "      <td>15819</td>\n",
       "      <td>24996</td>\n",
       "      <td>84308</td>\n",
       "      <td>44239</td>\n",
       "      <td>30009</td>\n",
       "      <td>19675</td>\n",
       "      <td>22611</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  timestamp           event    person    url     sku  \\\n",
       "count               1011288         1011288   1011288  82756  563838   \n",
       "unique               793805              11     27624    227    3574   \n",
       "top     2018-05-15 15:56:06  viewed product  71492f2b      /  2830.0   \n",
       "freq                     11          528931      2771  28323    4282   \n",
       "\n",
       "           model condition storage   color  \\\n",
       "count     564284    563836  563836  563836   \n",
       "unique       202         5       8      63   \n",
       "top     iPhone 6       Bom    16GB   Preto   \n",
       "freq       50916    243014  190833  132960   \n",
       "\n",
       "                                                     skus       ...        \\\n",
       "count                                              221699       ...         \n",
       "unique                                              35310       ...         \n",
       "top     2820,6706,6720,2750,6649,7251,6663,12604,7224,...       ...         \n",
       "freq                                                  594       ...         \n",
       "\n",
       "       search_engine channel new_vs_returning     city     region country  \\\n",
       "count          50957   87378            87378    87378      87378   87378   \n",
       "unique             4       7                2     1939         93      46   \n",
       "top           Google    Paid        Returning  Unknown  Sao Paulo  Brazil   \n",
       "freq           50240   44193            60480    15819      24996   84308   \n",
       "\n",
       "       device_type screen_resolution operating_system_version browser_version  \n",
       "count        87378             87378                    87378           87378  \n",
       "unique           4               282                      121             343  \n",
       "top     Smartphone           360x640               Windows 7      Chrome 66.0  \n",
       "freq         44239             30009                    19675           22611  \n",
       "\n",
       "[4 rows x 23 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visitas segun sistema operativo de origen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Visitas según sistema operativo de origen\\n')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(10,5))\n",
    "p = df['operating_system_version'].value_counts().head(10).to_frame().reset_index()\n",
    "sns.barplot(data=p,x='operating_system_version',y='index',palette=\"YlGnBu_r\")\n",
    "plt.grid(True)\n",
    "plt.xlabel('Visitas',size=15)\n",
    "plt.ylabel(' ')\n",
    "plt.title('Visitas según sistema operativo de origen\\n',size=22)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Windows 7             19675\n",
       "Windows 10            17110\n",
       "Android 7              9964\n",
       "Android 6.0.1          7805\n",
       "Android 6              6871\n",
       "Android 5.1.1          4123\n",
       "Android 7.1.1          3325\n",
       "Windows 8.1            2781\n",
       "Android 5.0.2          1640\n",
       "Android 4.4.2          1402\n",
       "iOS 11.3               1345\n",
       "Android 4.4.4          1288\n",
       "Android 5.1            1269\n",
       "Android 8               973\n",
       "Android 5.0.1           746\n",
       "iOS 10.3.3              738\n",
       "Windows 8               732\n",
       "Windows XP              613\n",
       "Android 4.2.2           566\n",
       "Android 4.1.2           519\n",
       "Android 5               321\n",
       "Android 4.3             318\n",
       "Linux                   293\n",
       "iOS 11.2.6              286\n",
       "iOS 9.3.5               268\n",
       "Windows Phone 10        252\n",
       "iOS 11.4                231\n",
       "Windows Phone 8.1       200\n",
       "iOS 11.2.5              147\n",
       "Android 7.1.2           141\n",
       "                      ...  \n",
       "Mac OS X 10.6             2\n",
       "iOS 5.0.1                 2\n",
       "iOS 11.0.1                2\n",
       "Android 3.1               2\n",
       "iOS 3.2                   2\n",
       "Mac OS X 10.7.5           2\n",
       "Ubuntu 10.4               2\n",
       "Mac OS X 10.10.2          2\n",
       "Chrome OS 10452.74        1\n",
       "Mac OS X 10.10.4          1\n",
       "Chrome OS 10575.54        1\n",
       "iOS 8.1.3                 1\n",
       "Android 6.3               1\n",
       "Mac OS X 10.10.3          1\n",
       "Android 4.4               1\n",
       "Chrome OS 10176.76        1\n",
       "iOS 8.1                   1\n",
       "Mac OS X 10.10.1          1\n",
       "Mac OS X 10.6.4           1\n",
       "iOS 9.1                   1\n",
       "Tizen 3                   1\n",
       "Mac OS X 10.11.1          1\n",
       "iOS 10.0.1                1\n",
       "iOS 8.3                   1\n",
       "Android 3.2               1\n",
       "Chrome OS 10032.75        1\n",
       "Android 4.0.3             1\n",
       "Windows Phone 7.5         1\n",
       "iOS 11.4.1                1\n",
       "iOS 9.2.1                 1\n",
       "Name: operating_system_version, Length: 121, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['operating_system_version'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def funcion(x):\n",
    "    return ', '.join(sorted(x['operating_system_version'].fillna('No informa').unique()))\n",
    "\n",
    "sistemas = df.loc[df.event=='visited site'].groupby('person').apply(funcion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "person\n",
       "0004b0a2        Android 6\n",
       "0006a21a    Android 5.1.1\n",
       "000a54b2      Windows 10 \n",
       "00184bf9      Windows 10 \n",
       "0019c395        Android 6\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sistemas.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "sistemas = sistemas.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sistemas['compro'] = sistemas['person'].isin(df.loc[df.event=='conversion']['person'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>person</th>\n",
       "      <th>0</th>\n",
       "      <th>compro</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0004b0a2</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0006a21a</td>\n",
       "      <td>Android 5.1.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000a54b2</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00184bf9</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0019c395</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>001bb7eb</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>001f1653</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>00204059</td>\n",
       "      <td>Windows 10 , Windows 7</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0024a82b</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0024ad28</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>00269e77</td>\n",
       "      <td>Android 5.1.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0026fd72</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0027c344</td>\n",
       "      <td>Windows 8.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>00283a9e</td>\n",
       "      <td>Android 7.1.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>002932b1</td>\n",
       "      <td>Android 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>002cecfa</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>00300ace</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>00344c0a</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>003857f6</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>003f561a</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>003ff6cd</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>00420f4e</td>\n",
       "      <td>Android 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0047c5c6</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>004bd8f4</td>\n",
       "      <td>Android 5.1.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>004e765d</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>00518ebd</td>\n",
       "      <td>Android 5.1.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0052ea09</td>\n",
       "      <td>iOS 10.2.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>005cb86a</td>\n",
       "      <td>Android 5.0.2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>005d0de1</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>005e6716</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>26869</th>\n",
       "      <td>ffb967e2</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26870</th>\n",
       "      <td>ffbae174</td>\n",
       "      <td>Windows 8.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26871</th>\n",
       "      <td>ffc0fa7a</td>\n",
       "      <td>Android 6.0.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26872</th>\n",
       "      <td>ffc42079</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26873</th>\n",
       "      <td>ffcfcbf4</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26874</th>\n",
       "      <td>ffcfd168</td>\n",
       "      <td>Android 5.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26875</th>\n",
       "      <td>ffd0be6e</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26876</th>\n",
       "      <td>ffd33f13</td>\n",
       "      <td>Android 5.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26877</th>\n",
       "      <td>ffd85102</td>\n",
       "      <td>Android 5.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26878</th>\n",
       "      <td>ffd9b5f9</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26879</th>\n",
       "      <td>ffd9e195</td>\n",
       "      <td>Android 5.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26880</th>\n",
       "      <td>ffdcf469</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26881</th>\n",
       "      <td>ffe006ea</td>\n",
       "      <td>Windows 7 , iOS 11.3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26882</th>\n",
       "      <td>ffe129fe</td>\n",
       "      <td>Android 5.0.2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26883</th>\n",
       "      <td>ffe1bfe7</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26884</th>\n",
       "      <td>ffe1f855</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26885</th>\n",
       "      <td>ffe226f0</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26886</th>\n",
       "      <td>ffe741db</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26887</th>\n",
       "      <td>ffeaaa70</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26888</th>\n",
       "      <td>ffeb3a03</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26889</th>\n",
       "      <td>ffef9da6</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26890</th>\n",
       "      <td>fff0e00c</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26891</th>\n",
       "      <td>fff225f8</td>\n",
       "      <td>Android 6.0.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26892</th>\n",
       "      <td>fff229f7</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26893</th>\n",
       "      <td>fff568f7</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26894</th>\n",
       "      <td>fff60213</td>\n",
       "      <td>Android 7.1.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26895</th>\n",
       "      <td>fff99b85</td>\n",
       "      <td>Windows 8</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26896</th>\n",
       "      <td>ffff8106</td>\n",
       "      <td>Android 7.1.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26897</th>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>Windows 8.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26898</th>\n",
       "      <td>ffffac8a</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26899 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         person                        0  compro\n",
       "0      0004b0a2                Android 6   False\n",
       "1      0006a21a            Android 5.1.1   False\n",
       "2      000a54b2              Windows 10    False\n",
       "3      00184bf9              Windows 10    False\n",
       "4      0019c395                Android 6   False\n",
       "5      001bb7eb               Windows 7    False\n",
       "6      001f1653                Android 6   False\n",
       "7      00204059  Windows 10 , Windows 7     True\n",
       "8      0024a82b               Windows 7    False\n",
       "9      0024ad28               Windows 7    False\n",
       "10     00269e77            Android 5.1.1   False\n",
       "11     0026fd72              Windows 10    False\n",
       "12     0027c344             Windows 8.1    False\n",
       "13     00283a9e            Android 7.1.1   False\n",
       "14     002932b1                Android 7   False\n",
       "15     002cecfa               Windows 7    False\n",
       "16     00300ace              Windows 10    False\n",
       "17     00344c0a               Windows 7    False\n",
       "18     003857f6               Windows 7    False\n",
       "19     003f561a                Android 6   False\n",
       "20     003ff6cd               Windows 7    False\n",
       "21     00420f4e                Android 7   False\n",
       "22     0047c5c6               Windows 7    False\n",
       "23     004bd8f4            Android 5.1.1   False\n",
       "24     004e765d              Windows 10    False\n",
       "25     00518ebd            Android 5.1.1   False\n",
       "26     0052ea09               iOS 10.2.1   False\n",
       "27     005cb86a            Android 5.0.2   False\n",
       "28     005d0de1                Android 6   False\n",
       "29     005e6716                Android 6   False\n",
       "...         ...                      ...     ...\n",
       "26869  ffb967e2               Windows 7    False\n",
       "26870  ffbae174             Windows 8.1    False\n",
       "26871  ffc0fa7a            Android 6.0.1   False\n",
       "26872  ffc42079                Android 6   False\n",
       "26873  ffcfcbf4              Windows 10    False\n",
       "26874  ffcfd168              Android 5.1   False\n",
       "26875  ffd0be6e              Windows 10    False\n",
       "26876  ffd33f13              Android 5.1   False\n",
       "26877  ffd85102              Android 5.1   False\n",
       "26878  ffd9b5f9               Windows 7    False\n",
       "26879  ffd9e195              Android 5.1   False\n",
       "26880  ffdcf469               Windows 7    False\n",
       "26881  ffe006ea     Windows 7 , iOS 11.3   False\n",
       "26882  ffe129fe            Android 5.0.2   False\n",
       "26883  ffe1bfe7               Windows 7    False\n",
       "26884  ffe1f855              Windows 10    False\n",
       "26885  ffe226f0              Windows 10    False\n",
       "26886  ffe741db               Windows 7    False\n",
       "26887  ffeaaa70               Windows 7    False\n",
       "26888  ffeb3a03               Windows 7    False\n",
       "26889  ffef9da6               Windows 7    False\n",
       "26890  fff0e00c               Windows 7    False\n",
       "26891  fff225f8            Android 6.0.1   False\n",
       "26892  fff229f7              Windows 10    False\n",
       "26893  fff568f7               Windows 7    False\n",
       "26894  fff60213            Android 7.1.1   False\n",
       "26895  fff99b85               Windows 8    False\n",
       "26896  ffff8106            Android 7.1.1   False\n",
       "26897  ffffa8d1             Windows 8.1    False\n",
       "26898  ffffac8a                Android 6   False\n",
       "\n",
       "[26899 rows x 3 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sistemas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sistemas.columns=['Persona','Sistemas','Compro']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "sistemas['Sistemas'] = sistemas['Sistemas'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "compras = sistemas.groupby('Sistemas').agg({'Compro':'sum'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cantidad de personas que compraron segun desde que dispositivos ingresaron"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cantidad de personas que realizaron una conversión\\n vs Sistemas desde los que ingresó\\n')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(10,5))\n",
    "sns.set()\n",
    "compras_1 = compras.sort_values('Compro',ascending=False).reset_index()\n",
    "sns.barplot(data=compras_1.head(10),y='Sistemas',x='Compro',palette='Blues_r')\n",
    "plt.ylabel('')\n",
    "plt.xlabel('Cantidad de personas que compraron',size=15)\n",
    "plt.title('Cantidad de personas que realizaron una conversión\\n vs Sistemas desde los que ingresó\\n',size=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cuantas personas ingresaron al site desde estos dispositivos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "sistemas_top = sistemas['Sistemas'].value_counts().to_frame().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Cantidad de personas')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VS2e6ra0tzs7OREREEBYWpqlz9YX10W5Mtfbt22NiYkJMTAx5eXk6Yyr79u2rdzlHR0dq1KjBr7/+ygsvvED//v31XkTV1G2htO6t4cOHs3btWsLDwykqKtIZB/byyy/rDc5atWrF8ePH9bbbih4jTk5OXL58mX//+9+88847uLi4VGo82rlz58jNzcXKykrvOEt7e3vs7Oy4ePFihfPWJyYmhvT0dNq2bVtql7ybmxu+vr6cOXOmyt5bqy/oMzY2xsbGhgsXLpCWlkbTpk0BNK9w69mzp9YPNrVBgwYxf/78MtdXWlus7PHWoUMHQkND+fjjj5k4cSLt2rV77A+AvLw8Tpw4QXR0NHfu3CE/Px94OMQGSj/vNmrUSG9AC8/m2ChLZa8tFeHk5MS2bdtYvHgxAN26ddP5wVrd1PWub6wzPKz3/fv3a9ruP4EEms8Rc3Nz4P//qquo+Ph4pk6dypUrV0qdp7SXvFtaWlKzpm5zU5/81SfOqpCSkgJQ6kMvpU0vLCxk/vz57Ny5UxNc6lNyG1NTU8vME6Bp06YVCjQrm+f169cBOHr06GMfwFDf3S6vsl5x1axZMyIiIjT1XrIsr7/++mPzzszM1LpTCmgChUe1aNGCOXPm8O2337JgwQIWLFiAjY0Nrq6u9O7dm759+2pdEB9Xl82aNcPQ0JC8vDwyMzN1AobSHv5St9u8vDyt6ZU5Rj766CMuXrzI8ePHOX78OHXq1KF9+/Z4eHgwZMgQzdjlxylPu2nWrFmVBZrqfRwXF1fl7a0spbUNfftEXSelLaN+MvjevXulrq+0tl/Z423evHn4+Piwe/dudu/ejZmZGU5OTnTt2pXXXntNa3wxQGRkJNOnT9c6vh5V2nm3tO2Gp39slOVJri0VMWTIEAIDA9m3bx9Tp06lRo0atG3bFjc3N7y8vEoNyqvS4+pdfbyr5/snkEDzOeLo6Mju3buJjo6u1PLvv/8+V65cwdPTk0mTJtG6dWvMzMyoUaMG8fHxpd69Air0BOKzsnnzZnbs2EHjxo2ZM2cOrq6uWFhYYGxsDMCoUaOIjIwsMwh9loqLiwFo2bLlY59a1NdNVZWKioqAh0MRHvd2g5LdmWq1a9cudX5vb28GDBjAH3/8QXh4OBEREezZs4c9e/bQrl07tm7dqnP3qrJdxhVtt5U5RiwtLfHz8yMkJIRTp04RERFBVFQUYWFh/PTTT8yfP79cAXt1UrctfdOsrKzo1q1bmcurey6qQmX2ZVnLPG4fl9Z+K3u8tW7dmoCAAAIDAwkODiYiIoKQkBDNAy/Lli3TDA24f/8+06ZNIyMjg9dff53Ro0dja2tL3bp1MTQ0JDAwkLfffrvU9ZZ1HKk9rWOjLE9ybakIQ0NDvv/+e3x8fDh69CgRERFERESwZcsWtmzZwvDhw/n666+rZF2PU5XDWP7qJNB8jvTs2ZOFCxcSGxvLhQsXKvTk+ZUrV4iNjcXCwoIVK1bodKMkJiZWdXErzcrKiuvXr5OUlKS36/nGjRt6l1OPAVqwYIHebuKEhASdaY0bNwYevoKkNCXHjJVHZfNUjxFTqVR6X6fxJMoqizqt5F1Ja2trEhISmDJlit7xZU/K0tKS0aNHM3r0aAAuXrzIzJkziYmJYc2aNXz00UeaMl29epXr16/rfXI7KSmJ4uJiatWqRf369Z+oTE9yjBgaGtK1a1dNGXNzc9m6dSvff/89CxYsYMCAAXq7fktS13959tWj1MF+bm6u3vSy2pulpWWVt7eqoj6WSjsGs7OzuXv3bqXyfpLjzcjIiF69emnOM+rXd23evJlPP/2UEydOAA+7WTMyMnB0dOSrr77SyUffOam8nuaxUZZncW1RqVSaV+oVFxdz7Ngx/v3vf+Pn54eXlxc9evSo8nWqqd/KcP36db3XJ/Wd8kd7ef7O/vq3mUSVsbW1xcvLC3jYffO47urExETNOBv1ybhx48Z6x49V5WB/NfXFr7CwsELLqQd0l1amvXv36p2u3kZ9XUInT57U2/3XuXNnDAwMOHPmjOYEUdLRo0cr1G3+JHl269YNIyMjzTvtqlJWVhbHjh3TmZ6YmEhUVBQGBgZaA+nVd2SqYgB/edjb2zN+/HgAra5hdZl+//13vcv99ttvwMOHi/QN7aiIqjxGTExMmDx5Mk2aNCEvL4+rV68+dhlHR0dMTExISUnRjAMrKTY2ttTP5akvavrWk5GRoXdMs5OTEw0aNCAmJuaJAp7qpN7/R48e1Yz1K2nfvn2Vzrsqj7f69evz8ccfY2hoSFpamuZcU9Y5CZ6s/E/z2CjLs7i2lGRoaEivXr0072At79CSJ70+Pa7eu3TpUqF8/8ok0HzOzJ07FxsbG6Kiohg/frzeC09ubi4///wzw4YN04znfOGFFzA0NCQuLk7nIubn56d5EXxVUt+NKGvcjj5jx47F0NCQPXv26ARHGzdu5Ny5c3qXU78fc9u2bVpdhYmJiXz++ed6l2nevDmenp4UFRUxb948rTtCqampfPvttxUq+5Pk2ahRI8aMGUNWVhbvvvuu3nrLzc1l7969mqe3K2LhwoVaA/xzcnKYP38+RUVF9O3bV2s82Ntvv42pqSmrV6/G19dX78k4Li6OgwcPVqgMQUFBHDt2TCe/oqIizQNIJcsxYsQI6tatS3h4uM5TnGFhYZqn3h996rYyKnuMrF+/XuuJfbXo6GjS09MxNDQsNdAoqU6dOpou9q+++krrh9G9e/eYP39+qcM+PDw8APD19dXax5mZmcyaNUvvnU4jIyOmTJlCUVERU6dO1ftOyvz8fA4fPlzhY7iqdOnSBZVKRWZmJgsXLtRqN9euXdM8NV8ZlTne7t+/z88//6z3R+uxY8coLi7G1NRU80UZ9ZCD4OBgrfyLi4tZsWIFERERlS7/0zw2yvI0ry2///673h9Nd+7c4cyZM0DZ41pLquz1afz48dSsWRN/f38OHTqklRYQEEBAQABGRkZV9vDcX4F0nT9nGjRowLZt25g+fTrh4eEMHjyYNm3a0KpVK4yMjEhNTeXs2bPk5+fTqFEjTZeJubk5Y8aMYevWrYwfPx43NzcsLS2JjY0lNjYWHx8fVq9eXaVl7du3Lxs3bmTixIl4eHhong7U14VUUvv27Zk+fTr//e9/8fHxwdXVlaZNmxIbG8vly5fx9vbWfOWhJB8fHwIDA/nf//5HSEgIDg4O3L17l9DQUFxdXWnUqBGRkZE6y33++edcvHiRwMBAevfujZubG/n5+YSEhNC2bVtcXV31LleWyuY5c+ZM0tLSCAgIYNCgQdjb22NjY4OBgQFJSUlcvHiR/Px89u/fX+bT2o9ydXWlqKiI/v374+HhgZGREWFhYdy+fZsWLVrw2Wefac1vbW3NypUr+eCDD1iwYAE//fQTbdu2xdzcnHv37hEbG0tycjJeXl7069ev3OW4dOkS33zzDWZmZjg4OGBpacmDBw+IiooiPT0dS0tL/vWvf2nmt7S0ZNGiRXz44Yd89dVX7Ny5E5VKRVpaGqdPn6a4uJh3331X76uFKqqyx8hPP/3EokWLaN26Na1bt8bY2Jjk5GQiIyM1L6h/9AGR0qiP6/Pnz9O3b188PDyoUaMGISEhmJmZ4enpyZ9//qmz3CuvvMLGjRu5cOECAwcOpGPHjhQUFBAdHU3jxo3p06cPf/zxh85yEyZM4ObNm2zcuJE33ngDOzs7WrRooTmXxMTEkJuby9q1a5/JpyUNDAxYvHgx3t7e7Nixg5MnT+Li4kJWVhYhISH06tWL6Ohobt68qXes8ONU9HgrKChg4cKFLF68GJVKha2tLYaGhiQmJnLu3DkMDAyYMWOGpiyOjo706tWLI0eO8Nprr+Hu7o6ZmRnR0dEkJyczadIk1q1bV6m6eZrHRlme5rXl4MGDzJo1CysrK9q1a4eZmRmZmZmEh4eTm5tL586dS33LwKMqe32yt7fnk08+4YsvvmDatGk4OztjY2NDYmIiZ8+exdDQkLlz51b4i1p/ZRJoPocaN27Mtm3bOHLkCPv27ePMmTOcOHGCwsJCzM3N6datG71792bgwIFar3749NNPsbOzY/v27URHR1OzZk0cHR1Zu3YtrVq1qvJA88MPP8TAwIBDhw5x6NAhzRctHncgw8OgsWXLlmzYsIGYmBhiY2Np3749GzZswNDQUG+g6erqyq+//sqSJUs4d+6c5pN077zzDpMnTy510L2VlRW//vory5Yt4/Dhw/z55580btyY0aNHM23aNHx8fCq87ZXN08jIiKVLlzJ48GB+/fVXzp49S2xsLHXr1sXS0pKBAwfSu3dvvWODymJkZMSGDRtYvnw5Bw4cIC0tDXNzc8aOHcu0adM0bzQoycPDg3379rF161bNK14KCwuxtLTExsaGMWPGVHiQv6enJ/fu3SMsLIzExEQiIyMxMTGhadOmjBo1ijFjxuiUpU+fPvj5+bF27VqCg4M1X9vp3r073t7eVfrVmsocI5999hmnTp3i3LlzmlfmWFpa0qtXL8aMGVOh8WJ169Zly5YtrFq1Cn9/f44dO4a5uTn9+/dn+vTppX6JydjYmJ9//pmlS5dy+PBhAgMDsbS05LXXXuP999/nyy+/LHWdc+bMoU+fPmzfvp2IiAiOHj1K7dq1sbS0pGfPnnh6etK5c+dyb0NVs7e3x8/PT/MJykOHDtG8eXPee+89Jk6cSMeOHTE0NKRBgwYVzruix5uJiQnz5s0jNDSUmJgYAgMDKSwsxMrKioEDBzJ+/HidB/WWLVvGxo0b2bNnD6GhoZiYmODi4sL333/PgwcPKh1owtM9NsrytK4tb731Fs2aNSMyMpJz585x9+5dGjZsiIODA0OHDmXw4MHl/sHxJNensWPHYm9vr/kE5fnz56lfvz79+vXjrbfewtXV9Ym286/GQPmrPkIrhHjm9H3rV/x9Pe6b5c+b06dPM3bsWFQqValjt4UQT0bGaAohhPjHysnJ0TuO7sqVK5rvcVfme9VCiPKRrnMhhBD/WBkZGXh5efHCCy9ga2uLiYkJSUlJnD9/nqKiIjw8PP5RD14I8VcjgaYQQoh/LAsLC958802Cg4OJiooiOzubOnXq4OTkxKuvvsqoUaMq9SCQEKJ8ZIymEEIIIYSoFjJGUwghhBBCVAsJNIUQQgghRLWQMZpCCCGeGX9/f65evUrPnj3p0KHDsy6OEKKKyR1NIYQQz0RQUBAzZswgIiICe3v7Z10cIUQ1kEBTiHIqKipix44djB8/Hnd3dxwdHXF3d+eVV17h/fffZ9OmTTrfMP7tt9+ws7Nj9uzZz6jUQmizs7PT+3k7b29v7OzsCAkJ0Zq+fPly7OzsWL58eZWWIz09nRkzZtCmTRuWL18uT36XorT9JcTfhQSaQpRDdnY23t7ezJ07l9OnT9OyZUv69u2Lu7s7RkZGHDp0iK+//pqoqKhqWf/s2bOxs7Pjt99+q5b8xT/D36WdFBcXM2PGDAwNDVmzZg2mpqbPukhCiGoiYzSFKIcVK1YQHh5O27ZtWb16Nc2aNdNKv3XrFvv27cPCwkJret++fXF2dsbMzOxpFleIUu3fv79C848dOxYvLy8aNmxYZWWIj4+nc+fOfPLJJ1hbW1dZvv9EFd1fQvzVSKApRDmoT/azZ8/WCTLh4UuhJ0yYoDPdzMxMgkzxl9K6desKzW9ubo65uXmVl+G9996r0jz/qSq6v4T4q5EXtou/vCtXruDl5YW5uTnHjx/XO5arsLCQnj17kp6ezt69e1GpVABcvXqV1atXExoaSnp6OkZGRjRs2JB27doxePBg+vfvX64ytG/fnoKCAn7//XfatWtX7rL/9ttvzJkzh6FDh7Jw4UKttMDAQDZv3kx0dDRZWVnUrVsXc3NzXF1dGTduHI6Ojty4cYPevXuXmv8333zDsGHDNH/fuXOHjRs38ueff3Ljxg0URaFly5YMGTKEsWPH6tTd7Nmz2bVrF9988w0dOnRg2bJlhIWFkZeXh729PR988AEeHh4AHDlyhPXr1xMTE4OiKHTp0oXZs2fzwgsv6JTrwIEDHD16lLNnz5KamkpeXh5NmjShR48eTJ48We9drKysLNatW8fhw4e5ceMGxcXFNGzJc81xAAAgAElEQVTYEFtbW3r06IGPj0+56x3gjz/+YN26dVy6dImaNWvSvn173n33XRRFYfz48XTp0oUtW7Zo5i9rXwGEhIToXU4tOTmZ9evXc+LECZKTk6lZsyYqlYoRI0YwdOhQDAwMyl12T09PkpKSOHz4MM2bN9dJ9/b2JjQ0lM2bN+Pu7l6hdqIe73fp0qUy81Rbvnw5K1asYNq0aZrg8HHrU3s0r9zcXDZt2kRAQACJiYkA2Nra8sorrzBhwgTq1Knz2DzVSu6P1atX8+OPPxIQEEBqaioWFhb06dOHadOm6b0TW5n2WbJ+DA0NWbt2LVFRUdy9e5cVK1bQp08fbt++zd69ezl+/Djx8fGkp6djbGxM69atGTJkCKNGjaJGjRrl3kYofX+VbCMJCQmsWbOGc+fOUVhYiJ2dHT4+PqXuo+vXr/PDDz9w8uRJcnJysLGxYdiwYUycOJG+ffvqbXsl13fx4kU2bdrExYsXycrK0jovKorC/v378fPz4/z58+Tk5NCoUSN69OjBO++8o7c9l+dcqJaUlMS+ffsIDAwkMTGRW7duYWJigp2dHSNGjGDQoEE6+ZdsK2vWrGHVqlUcOHCAmzdv0rJlS3bv3l2hfSIqRu5oir+81q1b4+zsTFRUFMeOHaNPnz468wQGBpKeno6jo6MmyLx06RKjR48mJyeHVq1a0atXLwwMDEhNTSUwMJAHDx6UO9C0trYmMTGRLVu28OWXX2Jo+GTDm9VBjaGhIc7OzjRt2pTc3FySk5PZtWsXLVu2xNHRERMTE4YOHUp4eDiJiYl07NgRW1tbTT4tWrTQ/P/SpUtMmjSJtLQ0mjRpQpcuXSguLubs2bN88803HD16lDVr1mBsbKxTnnPnzrFgwQJsbGzo2rUrCQkJREREMGnSJDZu3EhMTAxff/01HTt2pEePHkRHR3PkyBHOnTvH3r17dS7mH374IbVq1aJ169Z069aN/Px8YmJi2LZtGwEBAWzfvp2WLVtq5r9//z6jR4/m8uXLWFhY0LVrV0xMTEhPT+fy5cucOXOmQoHm2rVr+e677wBwdXWlWbNmxMbGMmHCBMaNG1fufMorODiYadOmce/ePWxtbXnxxRfJzc3lzJkzzJkzh+DgYBYtWlTl61WrSDupyvXpk5uby4EDBwC0gqrbt28zYcIEYmNjqV+/Pj169AAeBgFLliwhICCATZs20aBBgwqVpaCggIkTJxIXF6d5SC80NJStW7cSGBiIr68vjRo10lqmou2zpP/7v//jl19+oU2bNnTv3p07d+5Qs+bDS+mJEyf4+uuvadKkCba2tri4uJCens6ZM2eIiori5MmTrFy5skI/Oh7n119/ZdWqVXTo0IGXX36Z+Ph4oqKimDp1KkuXLmXAgAFa88fGxuLt7U1mZiZNmzbFw8ODrKwsli5dytmzZx+7vp9//pmtW7fi5OTESy+9RHJysmZ7CgoK+Oijjzh48CC1a9emffv2WFhYEBcXx86dOzl48CDr16/Xeo1Vec+Fart37+aHH36gRYsWtGrVio4dO5KSkkJ4eDihoaFERUXxn//8R2/Z8/Ly8Pb25sqVK7i5uWFvb09BQUFlql1UhCLE38D27dsVlUqlTJ06VW/6+++/r6hUKmXLli2aabNnz1ZUKpWyatUqnfmzs7OViIiIcq9/w4YNikqlUlQqldKrVy/liy++UH7//XclLi5OKS4uLnU5Pz8/RaVSKbNmzdKa7unpqahUKiU8PFxnmeTkZCUuLk5r2qxZsxSVSqX4+fnpXc/9+/c1ea5evVopKCjQpN25c0eZOHGiolKplGXLlunNV6VSKRs2bNBKW7RokaJSqZR+/fopHTt2VMLCwjRpDx48UMaMGaOoVCplxYoVOuXx9/dXcnNztaYVFBQoS5YsUVQqlfL2229rpe3atUtRqVTK5MmTtcquKIpSWFionDp1Su9263P+/HmlXbt2ioODg3L48GGttLVr12q2d9y4cVpppe0rteDgYL3LpaamKm5ubkq7du2U3377Tas93Lx5UxkyZEiZ+06fXr16KSqVSrl+/bre9HHjxikqlUoJDg7Wmv64dqIoimb7y5vnsmXL9LYdfQoLC5VJkyYpKpVKee+997TqQn2MjhkzRrl7965memZmpjJy5EhFpVIpH3744WPXoabeH+o2mpKSokm7d++eMmHCBEWlUinvv/++zrIVbZ+K8v/rR6VSKb/88oveMl2+fFk5c+aMzvTU1FRNO/D39y/3NipK6ftL3UYcHR2VY8eOaaWtXLlSUalUSt++fbWmFxcXa8oxZ84cJT8/X5N25coVpXv37pr1Pdr21OtzcHBQjhw5oresixcvVlQqlTJ27FglOTlZK23Lli2KSqVS+vTpo3WMV/RcGBUVpcTGxurMGx8fr7z88suKSqXS2Qcl28qQIUOU9PR0veUX1UOeOhd/C6+++iq1atXi6NGj3LlzRyvt7t27/PnnnxgZGTFw4EDN9Fu3bgHw0ksv6eRXt25dXF1dy73+iRMn8v7771O7dm2SkpLYsmULH3/8Ma+++ipdu3ZlwYIFpKamlju/W7duUa9ePTp27KiT1qRJE9q0aVPuvODhXYEbN27wyiuvMHnyZM0dFoAGDRqwcOFCjIyM8PX1RdEzWsbV1ZU333xTa9rkyZMBuHbtGmPHjqVz586atFq1ajFx4kQAndfhAHh5eel0g9asWZPp06fTuHFjTp48SXZ2tiYtIyMDgK5du2qVHR7eFevatWt5qgGArVu3UlRUxKBBg/D09NRKmzRpktbdkaqwadMm7t69y5tvvqnTRW5tbc0XX3yhKdc/3fz58zl+/Diurq4sXrxYUxdJSUkcOHAAQ0NDvvjiC+rVq6dZpn79+ppegoCAAJKTkyu83tmzZ2NlZaX529TUlPnz51OjRg0OHjyok2dF22dJ3bt3Z+TIkXrT1L0vj2rcuDEzZ84EHt4RrUre3t4657hJkyZhZmZGQkICN2/e1Ew/ffo0MTEx1K9fn08++URrKE2rVq2YMmXKY9c3bNgwevbsqTM9MzOTLVu2YGJiwg8//ECTJk200seNG0fPnj1JTEzk+PHjmukVPRc6OTnRtm1bnXlfeOEFTfnLquPPPvtM5w63qF7SdS7+FszMzOjTpw/+/v7s3buX8ePHa9L8/f3Jz8+nf//+Wt1uTk5OHDt2jM8//5wPPvgANzc3vd3G5WFgYMDUqVMZO3Yshw4d4vTp05w/f57Lly9z584dfH198ff3Z/369bRv3/6x+XXo0IHQ0FA+/vhjJk6cSLt27Z6oO0194n60m0zNysoKW1tbLl++zLVr13S6BdXdmCXVr1+fBg0akJmZyYsvvqiTru6aTUtL07vO+Ph4Tpw4QWJiIjk5OZoAt6ioiOLiYhITE3FwcADQdKWtW7eOhg0b0qtXL61gpCLCwsIAGDx4sN70wYMHc/78+Urlrc/j6r59+/aYmJgQExNDXl4etWrVqrJ1/5WsWbOG//3vf9ja2vLjjz9qbefp06dRFAUXFxdatWqls2ybNm1wdnYmMjKSsLCwUvedPvXq1aNXr146021tbXF2diYiIkJvnhVpnyX17du3zPIUFhYSHBzMmTNnSE9PJz8/H0VRyMnJAR7+cKtK+oI+Y2NjbGxsuHDhAmlpaTRt2hSA0NBQzTL6Xik1aNAg5s+fX+b6Stv+kJAQHjx4QM+ePXXevqHm5ubG0aNHOXPmjOZHYGXOhXl5eZw4cYLo6Gju3LlDfn4+8PDdrFB6HTdq1EhvQCuqlwSa4m9j2LBh+Pv78/vvv2sFmr///juAzpixt99+m9OnTxMUFMRbb72FsbEx7dq1w83NjcGDB1fqJcgNGjTgjTfe4I033gDQDP5fvnw5mZmZzJo1C39//8fmM2/ePHx8fNi9eze7d+/GzMwMJycnunbtymuvvYalpWWFynX9+nUAPvjgg8fOe/v2bZ1A89G7D2p169YlMzNTb7qJiQmA5iSvVlhYyPz589m5c6feu6dqJe8Yubu7M2nSJDZs2MDHH3+MgYEBrVq1olOnTvTr109voFualJQUAL0PHZQ1vbLUdf/6668/dt7MzEytO2//FPv37+e///0vDRo0YM2aNTpPqavv9pdV982bNycyMrJCPQOA3rdAlEyLiIjQtAmoXPssSR206RMfH8/UqVO5cuVKhfOtrNLKow4k8/LyNNPUdVvaMuq3ZNy7d6/U9ZVW3+rj4OjRo489t5b8sEVFz4WRkZFMnz5da58+qjL7TlQfCTTF30a3bt1o0qQJ58+f59KlS9jZ2XH16lWioqKwtLTUCUbq1KnDxo0biYqK4sSJE0RERBAZGUlUVBTr1q3jvffeY9q0aU9UJnNzcyZMmEDTpk2ZNm2a5o6hviexS2rdujUBAQEEBgYSHBxMREQEISEhmocFli1bprfLvzRFRUXAwzsVj3vfob6HLR73cFNF7rZu3ryZHTt20LhxY+bMmYOrqysWFhaau8mjRo0iMjJS5yI/c+ZMRo0axeHDh4mIiCAiIoIdO3awY8cOevTowerVq3W61Z+m4uJivdPVde/l5fXYu5VV9fWb0sryLISHhzNr1iyMjY356aefymz7VfkQTGVVtn2q1a5du9S833//fa5cuYKnpyeTJk2idevWmJmZUaNGDeLj40u96/0kKlOnZS3zuHNBaW1c3SZbtmyJi4tLmXmUHF5QkXPh/fv3mTZtGhkZGbz++uuMHj0aW1tb6tati6GhIYGBgbz99tulrresfSeqjwSa4m/D0NCQIUOGsHr1anbt2qV5NQ887PIpLQhxdnbWnNjy8/PZt28fc+fOZcWKFXh5eentyquo7t27a/5/+/btxwaa8DDo6NWrl6bbT/2alM2bN/Ppp59y4sSJcq/f2tqa+Ph4Ro8erbcr7WlSj49asGCB3i7NhISEUpe1sbFh4sSJmvGfp0+f5t///jeBgYH4+fmVOjauJCsrK65fv05SUpLep61v3Lihdzl1EJibm6s3veRYt5Ksra1JSEhgypQpeseOVUZly/K0Xbt2jSlTplBQUMCSJUtK7ZZU38VV3/XSR71fKnrHNykp6bFpJfN8kvZZlitXrhAbG4uFhQUrVqzQeY2R+nVOz1Ljxo2B0ttPdnY2d+/erVTe6l4PlUql9/VgZSnvuTAsLIyMjAwcHR356quvdPKp7L4T1UseBhJ/K+ru8b1795Kfn8+ePXu0pj+OsbExw4YNw9nZGUVRdN5NV5qyutgArYcNKts1Wr9+fT7++GMMDQ1JS0vT6l5SBx7qu2ePUv/ir+oHDSpDfaHS9y7CkydP6nwPviydO3fW7NuLFy+Waxk3NzcATdt41N69e/VOV++3q1ev6k0/duyY3unVUffqgEBfWWJjY0t9YOZx7aQq3b59m8mTJ5OZmcmMGTN45ZVXSp23c+fOGBgYEBUVRXx8vE76lStXiIqKwtDQULP/yisrK0vvvklMTCQqKgoDAwOtPKuyfZakzrdx48Z635VZWnt8mtT1cPToUc2Y0ZL27dtX6by7deuGkZERQUFBZGVlVTofKP1cWNa+gycrv6g+EmiKv5WWLVvi6upKRkYGixYtIiUlRevdmSX5+vrqvVBfv36dy5cvA2WP7yrpjTfe4JdfftF7Ar1+/TqffvopAC4uLo/N8/79+/z88896L2jHjh2juLgYU1NTrS8KqYOg0sZ+jRgxAmtra3bt2sXy5cu5f/++3nI+jRcTq8d/btu2TauLNzExkc8//1zvMocOHSIsLEynS/jBgwcEBQUB5R9fNXbsWAwNDdmzZ49OALJx40bOnTund7kOHTpQt25d4uLidC5Yvr6+mndDPurtt9/G1NSU1atX4+vrS2Fhoc48cXFxHDx4sFzlBzRP2a9bt05rvFlycjKzZ88u9YfP49pJVcnLy2PKlCkkJCQwevRoJk2aVOb8zZo1o1+/fhQXF/PZZ59pjQHMysris88+o7i4mFdeeaVSn6RcuHCh1kNpOTk5zJ8/n6KiIvr27avVdirTPsvjhRdewNDQkLi4OM0DaWp+fn7lGrtd3bp06YJKpSIzM5OFCxdqtdVr166xcuXKSufdqFEjxowZQ1ZWFu+++67eNpibm8vevXs1b5mo6LlQ3fsUHByslX9xcTErVqwgIiKi0uUX1Ue6zsXfzrBhw4iMjNR8naXkl3FK2rFjh+Yl5G3btsXExISMjAzCw8MpKCjg1VdfxcnJqVzrvHbtGp9//jlffvklKpWK5s2bY2BgQEpKCmfPnqW4uBhra+tydRkVFBSwcOFCFi9ejEqlwtbWFkNDQxITEzl37hwGBgbMmDFDazxf7969WblyJZs2bSIuLg4rKysMDAwYPnw4HTt2pG7duqxevZp33nmHFStWsHXrVlQqFY0bNyYnJ4erV6+SkJCAs7MzQ4YMKdc2V5aPjw+BgYH873//IyQkBAcHB+7evUtoaCiurq40atSIyMhIrWXUX1wxNzfHwcGBhg0bkp2dTWRkJJmZmbRq1YpRo0aVa/3t27dn+vTp/Pe//8XHxwdXV1eaNm1KbGwsly9fxtvbW++XferUqcPUqVNZtGgRM2bMwNfXF0tLSy5dukRSUhKTJk1i3bp1OstZW1uzcuVKPvjgAxYsWMBPP/1E27ZtMTc35969e5o7kF5eXvTr169c2zB27Fh27NhBdHQ0AwYMwMXFhaysLKKjo+nQoQOurq46dQiPbydVJSAggMjISGrWrElOTg6zZ8/WO9+//vUvzScU582bR3x8PKGhofTp04cuXboAD59Wvnv3Lvb29nz22WcVLourqytFRUX0798fDw8PjIyMCAsL4/bt27Ro0UInz8q0z/IwNzdnzJgxbN26lfHjx+Pm5oalpSWxsbHExsbi4+PD6tWrK5xvVTIwMGDx4sV4e3uzY8cOTp48qWlbISEh9OrVi+joaG7evFmp8cQzZ84kLS2NgIAABg0ahL29PTY2NhgYGJCUlMTFixfJz89n//79NGrUqMLnQkdHR3r16sWRI0d47bXXcHd3x8zMjOjoaJKTk0s9RsWzJYGm+Nvx8vLiq6++4sGDBzrvzixp+vTpHDlyhLNnzxIZGUl2djaNGjWiS5cuvPHGG+X+KhA8vKN16tQpgoODSUhI4OTJkzx48AAzMzM6depEz549GTVqlN5XhjzKxMSEefPmERoaSkxMDIGBgRQWFmJlZcXAgQMZP368zrv42rVrx5IlS9iwYQMRERGasXudOnXSBBB2dnbs2bOHbdu2cfjwYS5cuEBkZCTm5uZYW1vz6quvVmibK8vV1ZVff/2VJUuWcO7cOc2n7N555x0mT56sd7D+sGHDqFWrFuHh4cTGxnLnzh3q1atHixYtePfdd3n99dfLVbdqPj4+tGzZkg0bNhATE0NsbCzt27dnw4YNGBoa6g004eHdyfr167NlyxbOnTtH7dq1cXFxYfHixdy/f7/Ui5iHhwf79u1j69atmte3FBYWYmlpiY2NDWPGjKnQgyD169dn+/btfP/99wQGBnL06FGaNWvG22+/XWodQvnaSVVQ3wksLCwss0t46NChmkDT3NycX375RfMJSvVroWxtbXnrrbcYP3685k0GFWFkZMSGDRtYvnw5Bw4cIC0tDXNzc8aOHcu0adN0noCvTPssr08//RQ7Ozu2b99OdHQ0NWvWxNHRkbVr19KqVatnHmgC2Nvb4+fnp/kE5aFDh2jevDnvvfceEydOpGPHjhgaGlb4C03wcF8sXbqUwYMH8+uvv3L27FliY2OpW7culpaWDBw4kN69e2vGTlfmXLhs2TI2btzInj17CA0NxcTEBBcXF77//nsePHgggeZfkHzrXAjxXHncN8vF34Psx6p3+vRpxo4di0qlKnUssxAVJWM0hRBCiOdETk6O3vGTV65cYe7cuUD5H64Uojyk61wIIYR4TmRkZODl5cULL7yAra0tJiYmJCUlcf78eYqKivDw8MDb2/tZF1P8g0igKYQQQjwnLCwsePPNNwkODiYqKors7Gzq1KmDk5MTr776KqNGjaqyDwsIATJGUwghhBBCVBMZoymEEEIIIaqFBJpCCCGEEKJaSKAphBBCCCGqhQSaQgghhBCiWkigKYQQQgghqoUEmkIIIYQQolpIoCmEEEIIIaqFBJpCCCGEEKJaSKAphBBCCCGqhQSaQgghhBCiWkigKYQQQgghqoUEmkIIIYQQolpIoCmEEEIIIaqFBJpCCCGEEKJaSKAphBBCCCGqhQSaQgghhBCiWkigKYQQQgghqoUEmkIIIYQQolpIoCmEEEIIIaqFBJpCCCGEEKJaSKAphBBCCCGqhQSaQgghhBCiWkigKYQQQgghqoUEmkIIIYQQolpIoCmEEEIIIapFzWddgOfNnTs5FBcrz7oYzwULC1Nu3cp+1sV4rkidP11S30+X1PfTJ3X+dJWsb0NDAxo2rPvEeRooiiJRjxBCCCHE30B+7n3u5hRWS96Wlmakp98DHgaaFhamT5yn3NF8ypZ3fYm7N5KedTGEEEII8Tf0n+tXIOfesy5GuckYTSGEEEIIUS0k0BRCCCGEENVCAk0hhBBCCFEtJNAUQgghhBDVQgJNIYQQQghRLSTQFEIIIYQQ1aLKAs0lS5bw+eefa/4+cuQIdnZ2xMXFaab5+Piwc+dOUlNT8fb2rtR67OzsyMnJeeLylseNGzcYMmSI5p+npyddunR5KusWQgghhPi7q7JA08PDg9DQUM3foaGhODs7a6YVFRURHh6Ou7s7VlZWbNmypapWXW2aN2/O7t27Nf969+7NwIEDn3WxhBBCCCH+Fqos0HR1deXGjRtkZGQAEBYWxpQpUwgJCQHgwoULmJqa0qJFC27cuIG7u7tmWTs7O1atWsXw4cPp3bs3Bw4c0KQdPHiQAQMGMGTIEFauXKm1zuPHj/Paa68xaNAgJkyYQEJCAgAfffQRAQEBAKxdu5ZOnTpRVFQEgJeXF/Hx8Vy9epWRI0cyePBgBg4cyPr168vcvvz8fPbu3cvw4cOfsKaEEEIIIZ4PVRZo1q5dGycnJ0JDQ8nOzub+/fu8+OKLXLx4EXh4h7OsbmdTU1P8/PxYtGgRX375JQAZGRnMnTuXH3/8kd27d2NsbKyZ/9atW3z88cd899137N27l4EDBzJjxgwAunbtSlBQEADBwcG0bduW6Oho0tLSyM3NpWXLlmzbtg1PT0/27NnDvn37eP3118vcvj///BMrKyscHR2fqJ6EEEIIIZ4XVfowUJcuXQgJCSE8PJxOnTpRo0YNbG1tiYuLIzQ0VOsu5qO8vLwAcHFxIS0tjby8PKKionBwcKBVq1YAjBw5UjN/VFQU9vb2tGnTBoDhw4cTExNDdnY2Hh4eBAUFkZ+fT0pKCiNGjODUqVOcOnVKUwY3Nzd27tzJ0qVLCQoKol69emVum5+fn9zNFEIIIYSogCoNNN3d3QkNDSUsLAw3NzfgYUAXFBREeHh4mXc0a9WqBUCNGjUAKCys/AfjbWxsKC4uxt/fHxcXF80dzuDgYLp27QpA//798fX1pUWLFqxdu5aZM2eWml9qaiphYWEMGjSo0mUSQgghhHjeVGmg6erqSlJSEgcPHtQElZ07d8bX15d69ephY2NTofxcXFy4cOEC165dA2Dnzp1aaRcvXuTKlSsA7Nq1CwcHB0xNTYGHDyctX76cbt26YW1tTWZmJoGBgZpAMyEhAUtLS4YNG8bUqVOJjo4utRy7du3i5ZdfpmHDhhUqvxBCCCHE86xmVWZWq1YtnJ2dSU1NxcrKCoAOHTqQmprKgAEDKpyfhYUFX3zxBe+88w61a9emX79+mjRzc3MWLVrEjBkzKCwsxNzcnMWLF2vSu3btip+fHx4eHgB06tSJoKAgTbkCAgLYu3cvRkZGGBgY8Mknn5Rajl27dvHpp59WuPxCCCGEEM8zA0VRlGddiOfJ8q4vcfdG0rMuhhBCCCH+hv5z/Qrp6feqJW9LSzNN3oaGBlhYmD5xnvJlICGEEEIIUS0k0BRCCCGEENVCAk0hhBBCCFEtJNAUQgghhBDVQgJNIYQQQghRLeSpcyGEEEKIv4n83Pvczan8R23KUh1PnVfpezTF4926lU1xscT2T0PJA0Y8HVLnT5fU99Ml9f30SZ3//UnXuRBCCCGEqBYSaAohhBBCiGohgaYQQgghhKgWMkbzKauKgbWi/CwtzZ51EZ47UudPl9T30/VXq++C+w/IzC541sUQolQSaD5lfr37k5N081kXQwghxD/A+IvRIIGm+AuTrnMhhBBCCFEtJNAUQgghhBDVQgJNIYQQQghRLSTQFEIIIYQQ1UICTSGEEEIIUS0k0BRCCCGEENWiQoHmkiVL+PzzzzV/HzlyBDs7O+Li4jTTfHx82LlzJ6mpqXh7e1eqUHZ2duTk5FRq2cr49ttv8fT0xM7OjtjYWK20+Ph4Ro4cSf/+/Rk5ciTXrl17auUSQgghhPg7q1Cg6eHhQWhoqObv0NBQnJ2dNdOKiooIDw/H3d0dKysrtmzZUrWlrSa9e/fG19eXZs2a6aR9/vnnjBkzhgMHDjBmzBg+++yzZ1BCIYQQQoi/nwoFmq6urty4cYOMjAwAwsLCmDJlCiEhIQBcuHABU1NTWrRowY0bN3B3d9csa2dnx6pVqxg+fDi9e/fmwIEDmrSDBw8yYMAAhgwZwsqVK7XWefz4cV577TUGDRrEhAkTSEhIAOCjjz4iICAAgLVr19KpUyeKiooA8PLyIj4+nqtXrzJy5EgGDx7MwIEDWb9+vd7t6ty5M9bW1jrTb926xYULFxg4cCAAAwcO5MKFC9y+fbsi1SaEEEII8VyqUKBZu3ZtnJycCA0NJTs7m/v37/Piiy9y8eJF4OEdzi5dupS6vKmpKX5+fixatIgvv/wSgIyMDObOncuPP/7I7t27MTY21hSpfsEAACAASURBVMx/69YtPv74Y7777jv27t3LwIEDmTFjBgBdu3YlKCgIgODgYNq2bUt0dDRpaWnk5ubSsmVLtm3bhqenJ3v27GHfvn28/vrrFaqc5ORkrKysqFGjBgA1atSgcePGJCcnVygfIYQQQojnUYUfBurSpQshISGEh4fTqVMnatSoga2tLXFxcYSGhmrdxXyUl5cXAC4uLqSlpZGXl0dUVBQODg60atUKgJEjR2rmj4qKwt7enjZt2gAwfPhwYmJiyM7OxsPDg6CgIPLz80lJSWHEiBGcOnWKU6dOacrg5ubGzp07Wbp0KUFBQdSrV6+imyuEEEIIISqpwoGmu7s7oaGhhIWF4ebmBjwM6IKCgggPDy/zjmatWrUANHcICwsLK1NmAGxsbCguLsbf3x8XFxfNHc7g4GC6du0KQP/+/fH19aVFixasXbuWmTNnVmgd1tbWpKamarrki4qKSEtL09vNLoQQQgghtFU40HR1dSUpKYmDBw9qgsrOnTvj6+tLvXr1sLGxqVB+Li4uXLhwQfM0986dO7XSLl68yJUrVwDYtWsXDg4OmJqaAg8fTlq+fDndunXD2tqazMxMAgMDNYFmQkIClpaWDBs2jKlTpxIdHV2hsllYWNCuXTv27dsHwL59+2jXrh3m5uYVykcIIYQQ4nlUs6IL1KpVC2dnZ1JTU7GysgKgQ4cOpKamMmDAgAoXwMLCgi+++IJ33nmH2rVr069fP02aubk5ixYtYsaMGRQWFmJubs7ixYs16V27dsXPzw8PDw8AOnXqRFBQkKZcAQEB7N27FyMjIwwMDPjkk0/0luHLL7/k4MGDZGRk8Oabb9KgQQP8/f0BmDdvHrNnz+bHH3+kXr16fPvttxXeRiGEEEKI55GBoijKsy7E88Svd39ykm4+62IIIYT4Bxh/MZr09HvPuhjVxtLS7B+9fX81Jevb0NAACwvTJ85TvgwkhBBCCCGqhQSaQgghhBCiWkigKYQQQgghqoUEmkIIIYQQolpIoCmEEEIIIapFhV9vJJ7M8MMHHj+TEEIIUQ4F9x886yIIUSYJNJ+yW7eyKS6WN0o9DfJajKdP6vzpkvp+uqS+hag46ToXQgghhBDVQgJNIYQQQghRLSTQFEIIIYQQ1UICTSGEEEIIUS3kYaCnrCq+GyrKz9LS7FkX4bkjdf50PVrfBfcfkJld8IxKI4QQ2iTQfMoCBw/hQXLysy6GEOIfqk9YKEigKYT4i5CucyGEEEIIUS0k0BRCCCGE+H/t3XtUVXX+//EnIDfxFoiKNRbmgKIiKiqaOmmJeEFMnbQpm8pKJUMzdUzGclKnNNSQsDKzvlmZKTgnQMmE+jmVAl2UHPOrY6iYhIqggMnt7N8frs5X4qpxDqmvx1qu1dmfz/7s9/5w1lmv9lWsQkFTRERERKxCQVNERERErEJBU0RERESsotGC5rlz5/D392fJkiVXPUZMTAzLli274vVyc3OZPHlyje2+vr4UFxdXWR4VFUVYWJjlX/fu3XnnnXeuePsiIiIiN4JGC5qJiYn06NGDpKQkSktLG3Rss9mMYRg1trdt25YNGzZc8bhz5szBZDJhMpl46623sLe3Z8SIEb+lVBEREZHrVqM9RzMuLo65c+fy+uuvk5KSYglsMTExZGVlUVhYSHZ2Nh06dCA6OhpXV1cKCwuJjIzk0KFDeHp60q5dO1q3bm1Z7/DhwxQVFXHy5Ek2bdrEsWPHWLp0KRcuXKBp06ZERkbi7+/PiRMnGD9+PGlpaQDs2LGDlStX4uzsTHBwcL3qN5lM9O/fH09PT+tMkIiIiMg1rlGOaB48eJCCggKCgoIYN24ccXFxldr379/PihUr2L59O+Xl5SQkJAAQGxuLm5sbycnJREdHk5GRUWm9zMxMoqKiSE5OxtXVlYiICGbNmkVCQgIzZ84kIiKiytHTM2fOsHDhQtasWYPJZMLJyale+xAfH8+ECRN+wyyIiIiIXN8aJWhu2bKFsLAw7OzsCA4OJjMzk9zcXEv7wIEDadGiBXZ2dvj7+3P8+HEA0tLSLOHO3d2dYcOGVRp38ODBuLu7A5CVlYWjoyP9+/cHYMCAATg6OpKVlVVpnX379uHn50fHjh0BmDhxYp31Z2ZmkpeXx5133nl1EyAiIiJyA7D5qfPS0lISExNxcnLCZDIBUFZWRnx8PNOnTwfA2dnZ0t/BwYGSkpJ6je3m5tbwBVfjl6DcpIne4CkiIiJSE5sf0UxJScHb25tdu3aRmppKamoq69evZ+vWrXWuGxQURHx8PAD5+fns3Lmzxr7e3t6UlZWxZ88eAHbv3k15eTne3t6V+gUEBHDgwAGOHj0KwObNm2ut4eLFi2zbto3x48fXWa+IiIjIjczmh+Ti4uIIDQ2ttKxnz56YzWbS09NrXTc8PJwFCxYQEhKCp6cngYGBNfZ1cnJi9erVlW4Gio6OrnINpoeHB4sXL2batGm4uLjUeTPQjh076NixI506dapjT0VERERubHZGbc8Bkgb3+ZgwLubkNHYZInKdujsjndOnCxu7jOuSp2dzza2Nac5t6/L5tre3w8Oj2W8eU28GEhERERGrUNAUEREREatQ0BQRERERq1DQFBERERGrUNAUEREREavQE8dtbOBHpsYuQUSuY2U/X2zsEkRELBQ0bSwvrwizWU+UsgU9FsP2NOe2pfkWkd87nToXEREREatQ0BQRERERq1DQFBERERGrUNAUEREREavQzUA21hDvDZX68/Rs3tgl3HA05w2j/OJF8gvLGrsMEZHfREHTxg49ej9lp3IbuwwR+Z3r+tFOUNAUkWucTp2LiIiIiFUoaIqIiIiIVShoioiIiIhVKGiKiIiIiFUoaIqIiIiIVShoioiIiIhVNFrQPHfuHP7+/ixZsuSqx4iJiWHZsmVXvF5ubi6TJ0+usd3X15fi4uJq23bv3s24ceMYNWoUo0aN4uDBg1e8fREREZEbQaM9RzMxMZEePXqQlJTEvHnzcHJyarCxzWYzdnZ22NnZVdvetm1bNmzYcMXj5ubmEhkZybp16+jYsSMXL16kvLz8t5YrIiIicl1qtKAZFxfH3Llzef3110lJSWHEiBHApaOUWVlZFBYWkp2dTYcOHYiOjsbV1ZXCwkIiIyM5dOgQnp6etGvXjtatW1vWO3z4MEVFRZw8eZJNmzZx7Ngxli5dyoULF2jatCmRkZH4+/tz4sQJxo8fT1paGgA7duxg5cqVODs7ExwcXGPN77//PmFhYXTs2BEAFxcXK8+SiIiIyLWrUU6dHzx4kIKCAoKCghg3bhxxcXGV2vfv38+KFSvYvn075eXlJCQkABAbG4ubmxvJyclER0eTkZFRab3MzEyioqJITk7G1dWViIgIZs2aRUJCAjNnziQiIoLS0tJK65w5c4aFCxeyZs0aTCZTrUdW//vf/1JcXMyDDz7I2LFjeeGFF6qMJyIiIiKXNErQ3LJlC2FhYdjZ2REcHExmZia5uf/3WsaBAwfSokUL7Ozs8Pf35/jx4wCkpaUxYcIEANzd3Rk2bFilcQcPHoy7uzsAWVlZODo60r9/fwAGDBiAo6MjWVlZldbZt28ffn5+lqOUEydOrLHuiooKvvnmG2JjY/nwww/Jyclh7dq1v3E2RERERK5PNj91XlpaSmJiIk5OTphMJgDKysqIj49n+vTpADg7O1v6Ozg4UFJSUq+x3dzcGr7gy7Rv355u3brRvHlzAEJCQiz7ICIiIiKV2fyIZkpKCt7e3uzatYvU1FRSU1NZv349W7durXPdoKAg4uPjAcjPz2fnzp019vX29qasrIw9e/YAl+4WLy8vx9vbu1K/gIAADhw4wNGjRwHYvHlzjWOOHj2atLQ0SktLMQyDzz//nM6dO9dZt4iIiMiNyOZHNOPi4ggNDa20rGfPnpjNZtLT02tdNzw8nAULFhASEoKnpyeBgYE19nVycmL16tWVbgaKjo6ucg2mh4cHixcvZtq0abi4uNR6M1CvXr0YNGgQY8eOxcHBAT8/P6ZOnVqPvRYRERG58dgZhmE0dhE3kkOP3k/Zqdy6O4rIDa3rRzs5fbqw1j6ens3r7CMNR/Nte5pz27p8vu3t7fDwaPabx9SbgURERETEKhQ0RURERMQqFDRFRERExCoUNEVERETEKhQ0RURERMQqGu1d5zcqn3XvNXYJInINKL94sbFLEBH5zRQ0bSwvrwizWU+UsgU9FsP2NOciInI5nToXEREREatQ0BQRERERq1DQFBERERGr0DWaNtYQr3OS+vP0bN7YJdxw6przipISzp4vtVE1IiLSmBQ0bezEwhlUnD3d2GWINJpbYzcBCpoiIjcCnToXEREREatQ0BQRERERq1DQFBERERGrUNAUEREREatQ0BQRERERq1DQFBERERGrqFfQPHfuHP7+/ixZsuSqNxQTE8OyZcuueL3c3FwmT55cY7uvry/FxcXVtu3evZtx48YxatQoRo0axcGDB6vtt3fvXsaMGcPw4cN55JFHyMvLq7afyWQiNDQUPz8/3n333SveFxEREZEbSb2CZmJiIj169CApKYnS0oZ9/p3ZbMYwjBrb27Zty4YNG6543NzcXCIjI4mKiiIpKYm4uDhuueWWarc/d+5cnn32WT7++GMCAwOJioqqdswuXbqwatUqRo8efcX1iIiIiNxo6vXA9ri4OObOncvrr79OSkoKI0aMAC4dpczKyqKwsJDs7Gw6dOhAdHQ0rq6uFBYWEhkZyaFDh/D09KRdu3a0bt3ast7hw4cpKiri5MmTbNq0iWPHjrF06VIuXLhA06ZNiYyMxN/fnxMnTjB+/HjS0tIA2LFjBytXrsTZ2Zng4OAaa37//fcJCwujY8eOALi4uFTbb//+/Tg7OxMYGAjApEmTuOuuu3jhhReq9PXx8QHA3l5XHIiIiIjUpc7EdPDgQQoKCggKCmLcuHHExcVVat+/fz8rVqxg+/btlJeXk5CQAEBsbCxubm4kJycTHR1NRkZGpfUyMzOJiooiOTkZV1dXIiIimDVrFgkJCcycOZOIiIgqR0/PnDnDwoULWbNmDSaTCScnpxrr/u9//0txcTEPPvggY8eO5YUXXqj2aGxOTg7t27e3fHZ3d8dsNlNQUFDX1IiIiIhILeoMmlu2bCEsLAw7OzuCg4PJzMwkNzfX0j5w4EBatGiBnZ0d/v7+HD9+HIC0tDQmTJgAXApvw4YNqzTu4MGDcXd3ByArKwtHR0f69+8PwIABA3B0dCQrK6vSOvv27cPPz89ylHLixIk11l1RUcE333xDbGwsH374ITk5Oaxdu7bOCRERERGRhlHrqfPS0lISExNxcnLCZDIBUFZWRnx8PNOnTwfA2dnZ0t/BwYGSkpJ6bdjNze1qa66X9u3b061bN5o3bw5ASEiIZR8u5+XlxcmTJy2fz549i729Pa1atbJqfSIiIiLXu1qPaKakpODt7c2uXbtITU0lNTWV9evXs3Xr1joHDgoKIj4+HoD8/Hx27txZY19vb2/KysrYs2cPcOlu8fLycry9vSv1CwgI4MCBAxw9ehSAzZs31zjm6NGjSUtLo7S0FMMw+Pzzz+ncuXOVft26dePixYt89dVXAHzwwQeEhITUuX8iIiIiUrtaj2jGxcURGhpaaVnPnj0xm82kp6fXOnB4eDgLFiwgJCQET09Py8021XFycmL16tWVbgaKjo6ucg2mh4cHixcvZtq0abi4uNR6M1CvXr0YNGgQY8eOxcHBAT8/P6ZOnQpcCtCpqaksXboUe3t7li9fznPPPUdJSQk333wzL730kmWcsLAw1q5dS9u2bUlMTGT58uWcP3+elJQU1q5dy/r16+nUqVOtcyEiIiJyI7Izanu2kDS4EwtnUHH2dGOXIdJobo3dxOnThY1dxnXB07O55tKGNN+2pzm3rcvn297eDg+PZr95TD2nR0RERESsQkFTRERERKxCQVNERERErEJBU0RERESsQkFTRERERKyiXu86l4Zzy+JXGrsEkUZVUc+XOoiIyLVPQdPG8vKKMJv1RClb0GMxbE9zLiIil9OpcxERERGxCgVNEREREbEKBU0RERERsQpdo2ljDfE6J6k/T8/mNt9mRWkpZ8/phhcREREFTRs7HbuIinNnG7sMsaJ2C1YDCpoiIiI6dS4iIiIiVqGgKSIiIiJWoaApIiIiIlahoCkiIiIiVqGgKSIiIiJWoaApIiIiIlZRr6B57tw5/P39WbJkyVVvKCYmhmXLll3xerm5uUyePLnGdl9fX4qLi6ssj4+PJzAwkLCwMMLCwnjiiSeqXb+0tJQpU6bQr18/+vXrV2stb775JsOHD6dz5858+umnV7YjIiIiIjeYegXNxMREevToQVJSEqWlpQ1agNlsxjCMGtvbtm3Lhg0brmrsAQMGYDKZMJlMxMbGVtvH3t6eKVOm8Pbbb9c5Xp8+fXjjjTfo06fPVdUjIiIiciOp1wPb4+LimDt3Lq+//jopKSmMGDECuHSUMisri8LCQrKzs+nQoQPR0dG4urpSWFhIZGQkhw4dwtPTk3bt2tG6dWvLeocPH6aoqIiTJ0+yadMmjh07xtKlS7lw4QJNmzYlMjISf39/Tpw4wfjx40lLSwNgx44drFy5EmdnZ4KDg3/7BDRpwoABAzhx4kSdff39/X/z9kRERERuFHUe0Tx48CAFBQUEBQUxbtw44uLiKrXv37+fFStWsH37dsrLy0lISAAgNjYWNzc3kpOTiY6OJiMjo9J6mZmZREVFkZycjKurKxEREcyaNYuEhARmzpxJRERElaOnZ86cYeHChaxZswaTyYSTk1OttaenpxMWFsb999/PZ599Vp/5EBEREZEGUmfQ3LJlC2FhYdjZ2REcHExmZia5ubmW9oEDB9KiRQvs7Ozw9/fn+PHjAKSlpTFhwgQA3N3dGTZsWKVxBw8ejLu7OwBZWVk4OjrSv39/4NIpb0dHR7Kysiqts2/fPvz8/OjYsSMAEydOrLHuO++8k88++wyTyURkZCSRkZEcOXKkzgkRERERkYZR66nz0tJSEhMTcXJywmQyAVBWVkZ8fDzTp08HwNnZ2dLfwcGBkpL6vePZzc3tamuul19CLICfnx+9evUiMzOT22+/3arbFREREZFLaj2imZKSgre3N7t27SI1NZXU1FTWr1/P1q1b6xw4KCiI+Ph4APLz89m5c2eNfb29vSkrK2PPnj0A7N69m/Lycry9vSv1CwgI4MCBAxw9ehSAzZs31zjm5Uddf/zxR/bu3Yuvr2+ddYuIiIhIw6j1iGZcXByhoaGVlvXs2ROz2Ux6enqtA4eHh7NgwQJCQkLw9PQkMDCwxr5OTk6sXr260s1A0dHRVa7B9PDwYPHixUybNg0XF5dabwZ67733SElJwcHBAYDZs2fj5+cHwMaNGzl16hQzZ84EYPz48eTm5nL+/HkGDx7MoEGDWLp0Kbm5uTz++OOWo7nr1q3jnXfe4ezZs8yfPx9nZ2e2bdtGs2bNap0LERERkRuRnVHbs4WkwZ2OXUTFubONXYZYUbsFqzl9urCxy2gUnp7Nb9h9bwyab9vSfNue5ty2Lp9ve3s7PDx++4E0vRlIRERERKxCQVNERERErEJBU0RERESsQkFTRERERKxCQVNERERErKJe7zqXhuP5xKLGLkGsrOJXr04VERG5USlo2lheXhFms54oZQt6LIaIiEjj0qlzEREREbEKBU0RERERsQoFTRERERGxCl2jaWMN8TonqVtFaVljlyAiInLDU9C0sbObX8VcdK6xy7jutX54fmOXICIicsPTqXMRERERsQoFTRERERGxCgVNEREREbEKBU0RERERsQoFTRERERGxCgVNEREREbGKegXNc+fO4e/vz5IlS656QzExMSxbtuyK18vNzWXy5Mk1tvv6+lJcXFxleVRUFGFhYZZ/3bt355133ql2jKeffpqBAwfWONYvTCYToaGh+Pn58e67717xvoiIiIjcSOoVNBMTE+nRowdJSUmUlpY2aAFmsxnDMGpsb9u2LRs2bLjicefMmYPJZMJkMvHWW29hb2/PiBEjqu07YcIETCZTnWN26dKFVatWMXr06CuuR0RERORGU68HtsfFxTF37lxef/11UlJSLIEtJiaGrKwsCgsLyc7OpkOHDkRHR+Pq6kphYSGRkZEcOnQIT09P2rVrR+vWrS3rHT58mKKiIk6ePMmmTZs4duwYS5cu5cKFCzRt2pTIyEj8/f05ceIE48ePJy0tDYAdO3awcuVKnJ2dCQ4OrtdOmkwm+vfvj6enZ7Xt/fv3r9c4Pj4+ANjb64oDERERkbrUmZgOHjxIQUEBQUFBjBs3jri4uErt+/fvZ8WKFWzfvp3y8nISEhIAiI2Nxc3NjeTkZKKjo8nIyKi0XmZmJlFRUSQnJ+Pq6kpERASzZs0iISGBmTNnEhERUeXo6ZkzZ1i4cCFr1qzBZDLh5ORUr52Mj49nwoQJ9eorIiIiIg2jzqC5ZcsWwsLCsLOzIzg4mMzMTHJzcy3tAwcOpEWLFtjZ2eHv78/x48cBSEtLs4Q7d3d3hg0bVmncwYMH4+7uDkBWVhaOjo6WI4sDBgzA0dGRrKysSuvs27cPPz8/OnbsCMDEiRPr3MHMzEzy8vK488476+wrIiIiIg2n1lPnpaWlJCYm4uTkZLmGsaysjPj4eKZPnw6As7Ozpb+DgwMlJSX12rCbm9vV1nxFfgnKTZrote4iIiIitlTrEc2UlBS8vb3ZtWsXqamppKamsn79erZu3VrnwEFBQcTHxwOQn5/Pzp07a+zr7e1NWVkZe/bsAWD37t2Ul5fj7e1dqV9AQAAHDhzg6NGjAGzevLnWGi5evMi2bdsYP358nfWKiIiISMOqNWjGxcURGhpaaVnPnj0xm82kp6fXOnB4eDjnz58nJCSEiIgIAgMDa+zr5OTE6tWrWbVqFaGhobz88stER0dXuQbTw8ODxYsXM23aNMaOHVvn0dMdO3bQsWNHOnXqVGl5SkoKkZGRls8zZsxg8ODBAISEhDBlyhRLW1hYmOVSgcTERAYPHmy57nTw4MH897//rbUGERERkRuVnVHbs4WkwZ3d/CrmonONXcZ1r/XD8wE4fbqwkSu5sXh6Ntec25Dm27Y037anObety+fb3t4OD49mv3lMPadHRERERKxCQVNERERErEJBU0RERESsQkFTRERERKxCQVNERERErEJPMbcx9z9Pb+wSbggVpWU4ODk2dhkiIiI3NAVNG8vLK8Js1hOlbMHTU0FTRESkMenUuYiIiIhYhYKmiIiIiFiFgqaIiIiIWIWu0bSxhnid042ooqyMswUXG7sMERERuQIKmjZ2/t8fYVwsbuwyrjkth90HKGiKiIhcS3TqXERERESsQkFTRERERKxCQVNERERErEJBU0RERESsQkFTRERERKxCQVNERERErKLOoLlq1Sqee+45y+dPP/0UX19fDh8+bFk2depUNm/eTG5uLpMnT76qQnx9fSkutt1jfz799FPGjh1LWFgYY8aMYceOHdX2+/zzzxk3bhzdunVj2bJlNqtPRERE5FpXZ9AMCgoiPT3d8jk9PZ0ePXpYllVUVPD111/Tr18/2rZty4YNG6xXbQMxDIN58+axfPlyTCYTy5cv529/+xtms7lK3z/84Q8sXbqUKVOmNEKlIiIiIteuOoNmz549OXHiBGfOnAEgIyOD8PBw0tLSADhw4ADNmjWjQ4cOnDhxgn79+lnW9fX15bXXXmP8+PHcddddfPzxx5a2HTt2EBISQlhYGLGxsZW2uWvXLsaOHUtoaCh//etfOXbsGACzZ89m+/btALzxxhv07t2biooKAEaOHElWVhY//PADEydOZMyYMYwePZo333yz+h23t6ewsBCAwsJC2rRpg7191em49dZb6dKlC02a6Nn2IiIiIleizqDp4uKCv78/6enpFBUV8fPPPzNo0CAOHjwIXDrC2bdv3xrXb9asGXFxcSxfvpwlS5YAcObMGRYuXMiaNWswmUw4OTlZ+ufl5TFv3jyioqJISEhg9OjRzJkzB4D+/fuze/duAPbs2cMf//hHvvvuO06dOsWFCxfw9vbm/fffZ+jQoXz00UckJiYyYcKEKjXZ2dnx8ssvEx4ezpAhQ3jiiSd0WlxERESkgdXrZqC+ffuSlpbG119/Te/evXFwcODWW2/l8OHDpKenVzqK+WsjR44EICAggFOnTlFSUsK+ffvw8/OjY8eOAEycONHSf9++fXTu3JlOnToBMH78eL7//nuKiooICgpi9+7dlJaW8tNPP3Hvvffy5Zdf8uWXX1pq6NOnD5s3b+bll19m9+7dtGjRokpN5eXlvP7666xZs4ZPP/2UV199lVmzZtn0GlERERGR6129gma/fv1IT08nIyODPn36AJcC3e7du/n6669rPaLp7OwMgIODA3Ap5F2tP/zhD5jNZpKSkggICLAc4dyzZw/9+/cHYPjw4bz33nt06NCBN954g7lz51YZ5/vvv+fUqVP07t0bgN69e+Pq6sqRI0euujYRERERqaxeQbNnz578+OOP7NixwxIqAwMDee+992jRogV/+MMfrmijAQEBHDhwgKNHjwKwefPmSm0HDx60hL6tW7fi5+dHs2bNgEs3J8XExDBgwAC8vLwoKCjg888/twTNY8eO4enpybhx43jiiSf47rvvqmy/Xbt2/PTTT/zwww8AHDlyhLy8PDp06HBF+yEiIiIiNavXHS7Ozs706NGD3Nxc2rZtC0D37t3Jzc0lJCTkijfq4eHB4sWLmTZtGi4uLgQHB1va3N3dWb58OXPmzKG8vBx3d3deeuklS3v//v2Ji4sjKCgIuHQ0cvfu3Za6tm/fTkJCAo6OjtjZ2bFgwYIq2/f09GTRokXMnDkTOzs7AP75z3/SqlUrAB577DEiIiLo3r07KXAmqAAAHURJREFUX331FbNnz6aoqAjDMEhKSmLp0qUMGjToivdbRERE5EZiZxiG0dhF3EjO//sjjIu6FvRKtRx2H6dPF17ROp6eza94HfltNOe2pfm2Lc237WnObevy+ba3t8PDo9lvHlNvBhIRERERq1DQFBERERGrUNAUEREREatQ0BQRERERq1DQFBERERGr0Au8bazFoDGNXcI1qaKsrLFLEBERkSukoGljeXlFmM16opSIiIhc/3TqXERERESsQkFTRERERKxCQVNERERErEJBU0RERESsQjcD2VhDvDfUFirKyzmb/3NjlyEiIiLXMAVNG/v5f7/CKCtp7DLq1LTbHY1dgoiIiFzjdOpcRERERKxCQVNERERErEJBU0RERESsQkFTRERERKxCQVNERERErKJeQfPcuXP4+/uzZMmSq95QTEwMy5Ytu+L1cnNzmTx5co3tvr6+FBcXV1keHx9PYGAgYWFhhIWF8cQTT9Q4RmpqKiEhIQwbNoxZs2bx889VH+tjNpt58sknGT58OGPGjOHhhx/m+PHjV7w/IiIiIjeKegXNxMREevToQVJSEqWlpQ1agNlsxjCMGtvbtm3Lhg0brmrsAQMGYDKZMJlMxMbGVtunuLiYhQsX8tprr/HJJ5/g5ubGm2++WW3fsWPHsn37dj766CPuuusuFi5ceFV1iYiIiNwI6hU04+LiCA8Px9fXl5SUFMvymJgYZs+ezWOPPUZISAiPP/645WhgYWEhERERhISEMHny5EpH/2JiYoiIiOCRRx5h5MiRnD9/nszMTCZOnEhoaCgTJ04kMzMTgBMnTtCvXz/Lujt27CAkJISwsLAaw+OV2LVrF926deO2224DYNKkSWzfvr1KP3t7e+666y7s7S9NWUBAACdPnvzN2xcRERG5XtUZNA8ePEhBQQFBQUGMGzeOuLi4Su379+9nxYoVbN++nfLychISEgCIjY3Fzc2N5ORkoqOjycjIqLReZmYmUVFRJCcn4+rqSkREBLNmzSIhIYGZM2cSERFR5ejpmTNnWLhwIWvWrMFkMuHk5FRr7enp6YSFhXH//ffz2WefVdsnJyeH9u3bWz63b9+enJycuqaF9957j6FDh9bZT0RERORGVWfQ3LJlC2FhYdjZ2REcHExmZia5ubmW9oEDB9KiRQvs7Ozw9/e3HLlMS0tjwoQJALi7uzNs2LBK4w4ePBh3d3cAsrKycHR0pH///sClU96Ojo5kZWVVWmffvn34+fnRsWNHACZOnFhj3XfeeSefffYZJpOJyMhIIiMjOXLkSJ0TUh9vvPEGR44cYdasWQ0ynoiIiMj1qNagWVpaSmJiInFxcQwdOpSRI0dSVlZGfHy8pY+zs7Plvx0cHKioqKjXht3c3K6y5Ppxd3fHxcUFAD8/P3r16mU5HX85Ly+vSqfAT548iZeXV43jbtiwgcTERNauXYurq2vDFy4iIiJynag1aKakpODt7c2uXbtITU0lNTWV9evXs3Xr1joHDgoKsgTS/Px8du7cWWNfb29vysrK2LNnDwC7d++mvLwcb2/vSv0CAgI4cOAAR48eBWDz5s01jnn5Udcff/yRvXv34uvrW6XfoEGD+O677yxjfvDBB4wYMaLaMT/44AM+/PBD3nrrLVq1alXjtkVEREQEmtTWGBcXR2hoaKVlPXv2xGw2k56eXuvA4eHhLFiwgJCQEDw9PQkMDKyxr5OTE6tXr2bp0qVcuHCBpk2bEh0dXeUaTA8PDxYvXsy0adNwcXEhODi4xjHfe+89UlJScHBwAGD27Nn4+fkBsHHjRk6dOsXMmTNp1qwZzz//PFOnTsVsNtOlSxciIyOBS2H18ccfx2QyUVRUxKJFi2jfvj0PP/ywpe7awq6IiIjIjczOqO3ZQtLgfv7frzDKShq7jDo17XYHp08XNnYZv4mnZ/Nrfh+uNZpz29J825bm2/Y057Z1+Xzb29vh4dHsN4+pNwOJiIiIiFUoaIqIiIiIVShoioiIiIhVKGiKiIiIiFUoaIqIiIiIVdT6eCNpeK6+NT/m6fekory8sUsQERGRa5yCpo3l5RVhNuuJUiIiInL906lzEREREbEKBU0RERERsQoFTRERERGxCgVNEREREbEK3QxkYw3x3lBrqaio4OzZC41dhoiIiFwnFDRtrOz0Caj4fT46yLHdbY1dgoiIiFxHdOpcRERERKxCQVNERERErEJBU0RERESsQkFTRERERKxCQVNERERErEJBU0RERESs4ncXNMPCwrh48SIAZrOZ1157jeHDhzNixAhGjhzJhx9+aOlrGAbR0dGMGjWKMWPGMHLkSN56661qxzWZTISGhuLn58e7775b77bLff/999xzzz2EhYUxatQoFi5cSGlpaQPstYiIiMj153f3HE2TyWT571dffZU9e/bw4Ycf0rJlS3Jycnj00UdxdnYmLCyM5ORk9uzZQ3x8PM7OzpSWlnL8+PFqx+3SpQurVq1i7dq1V9R2OW9vbzZt2oSTkxNms5mZM2fywQcf8OCDD/62nRYRERG5Dv3ujmj6+vpSXFxMSUkJa9euZdGiRbRs2RIALy8v5s2bR0xMDAC5ubncdNNNODk5AeDk5ESnTp2qHdfHx4dOnTphb191l2tru5yLi4tlW+Xl5Vy8eLHOdURERERuVL/blHTs2DEcHR25/fbbKy0PCAggOzub4uJiRo4cyZEjRwgODuaZZ57BZDJRXm7dt+7k5uYSFhZGv379cHNz495777Xq9kRERESuVb/boGkYRp3tbdq0ISkpiRdeeIHbbruN1157jalTp1q1rrZt22Iymfjiiy8oKyvjk08+ser2RERERK5Vv9ugedttt1FWVsaRI0cqLd+7dy+33HILzZo1A6BJkyYEBgYydepUNmzYwOeff05BQYHV62vatCkjR44kISHB6tsSERERuRb9boOms7Mzjz32GIsWLeLcuXMA5OTk8NJLL/Hkk08CsH//fk6cOGFZ5z//+Q8tW7akRYsWVqkpOzvbcpd5aWkpKSkp+Pj4WGVbIiIiIte6391d55cLDw/H3t6eP//5zzg4OADw4IMPMnbsWADy8/P5xz/+QVFREU5OTri6uhIbG1vtDTqJiYksX76c8+fPk5KSwtq1a1m/fj2dOnWqtS06Opo2bdpw33338c0337Bu3Trs7Owwm8306dOH8PBwm86JiIiIyLXCzqjrYkhpUGWnT0CFdW9YulqO7W7j9OnCxi6jwXh6Nr+u9udaoDm3Lc23bWm+bU9zbluXz7e9vR0eHs1+85i/21PnIiIiInJtU9AUEREREatQ0BQRERERq1DQFBERERGrUNAUEREREav4XT/e6Hrk6HlLY5dQo4qKisYuQURERK4jCpo2lp9fjNn8+32ilL29XWOX0KCut/25FmjObUvzbVuab9vTnNvWL/PdUPOu52iKiIiIiFXoGk0RERERsQoFTRERERGxCgVNEREREbEKBU0RERERsQoFTRERERGxCgVNEREREbEKBU0RERERsQoFTRERERGxCgVNEREREbEKBU0RERERsQoFTRvIyspi4sSJDB8+nIkTJ3L06NHGLumas2zZMoYOHYqvry+HDh2yLK9tbq+2TS7Jz8/nscceY/jw4YSGhjJjxgzOnj0LwN69exkzZgzDhw/nkUceIS8vz7Le1bYJhIeHM2bMGMaOHctf/vIXvv/+e0Dfc2t75ZVXKv226PttPUOHDiUkJISwsDDCwsL497//DWjOraWkpITnnnuO4OBgQkNDWbhwIWDj3xRDrG7y5MnGv/71L8MwDONf//qXMXny5Eau6NqTkZFhnDx50hgyZIjxv//7v5bltc3t1bbJJfn5+caePXssn1988UXjmWeeMSoqKoy7777byMjIMAzDMGJjY4358+cbhmFcdZtccv78ect/f/LJJ8bYsWMNw9D33Jr2799vTJkyxfLbou+3df36N9wwrn5eNed1W7x4sbF06VLDbDYbhmEYp0+fNgzDtr8pCppWdubMGaN3795GeXm5YRiGUV5ebvTu3dvIy8tr5MquTZf/SNU2t1fbJjVLTk42/vrXvxr79u0zRo0aZVmel5dnBAQEGIZhXHWbVLV161bjnnvu0ffcikpKSox7773XyM7Otvy26PttXdUFTc25dRQVFRm9e/c2ioqKKi239W9Kk4Y9SCu/lpOTQ9u2bXFwcADAwcGBNm3akJOTg7u7eyNXd22rbW4Nw7iqNv1Nqmc2m9m4cSNDhw4lJyeH9u3bW9rc3d0xm80UFBRcdVurVq1suj+/Z5GRkXzxxRcYhsG6dev0Pbei6OhoxowZwy233GJZpu+39c2ZMwfDMOjduzezZ8/WnFtJdnY2rVq14pVXXiEtLQ03NzdmzpyJi4uLTX9TdI2miNRp8eLFNG3alAceeKCxS7nuLV26lM8++4ynnnqK5cuXN3Y5161vv/2W/fv385e//KWxS7mhvPfee3z00UfExcVhGAbPP/98Y5d03aqoqCA7Oxs/Pz/i4+OZM2cOTz75JBcuXLBpHQqaVubl5UVubi4VFRXApT/8qVOn8PLyauTKrn21ze3VtklVy5Yt49ixY7z88svY29vj5eXFyZMnLe1nz57F3t6eVq1aXXWbVDV27FjS0tJo166dvudWkJGRwZEjR7jrrrsYOnQoP/30E1OmTOHYsWP6flvRL98/Jycn/vKXv/DNN9/oN8VKvLy8aNKkCaNHjwagR48e3HTTTbi4uNj0N0VB08o8PDzo0qULiYmJACQmJtKlSxedumoAtc3t1bZJZStXrmT//v3Exsbi5OQEQLdu3bh48SJfffUVAB988AEhISG/qU2guLiYnJwcy+fU1FRatmyp77mVPP7443z++eekpqaSmppKu3btePPNN3n00Uf1/baSCxcuUFhYCIBhGGzbto0uXbroN8VK3N3d6devH1988QVw6Y7xvLw8brvtNpv+ptgZhmFYcT8FOHLkCPPnz+f8+fO0aNGCZcuW0bFjx8Yu65qyZMkSduzYwZkzZ7jpppto1aoVSUlJtc7t1bbJJYcPH2b06NHcdtttuLi4AHDLLbcQGxvLN998w3PPPUdJSQk333wzL730Eq1btwa46rYb3ZkzZwgPD+fnn3/G3t6eli1b8re//Y2uXbvqe24DQ4cO5bXXXsPHx0ffbyvJzs7mySefpKKiArPZzO23387f//532rRpozm3kuzsbBYsWEBBQQFNmjRh1qxZ/OlPf7Lpb4qCpoiIiIhYhU6di4iIiIhVKGiKiIiIiFUoaIqIiIiIVShoioiIiIhVKGiKiIiIiFUoaIqITX377bfMnDmTgQMH0q1bN/r168fDDz/M1q1bLQ8Cbmjff/89MTExFBQUVGnz9fUlJiamzjEmT57M5MmTG6ym+fPnM3To0KtaNy0tDV9fX9LS0hqsHhERa9C7zkXEZt5++21efPFFgoKCmDNnDjfffDPnzp3jiy++YNGiRTRv3py77767wbf7/fff88orrzBmzJgqbw3ZtGkT7dq1a/BtioiIgqaI2EhGRgYvvvgiDzzwAH//+98rtd199908/PDDNn8HL0BAQIDNt3kjKi0ttbxdSkRuHDp1LiI28cYbb9CyZUvmzp1bbXuHDh3o3LkzcOmdxc8++yzDhw+nR48e/OlPf+Lpp58mNze30joxMTH4+vpy9OhRHn/8cXr27MmQIUN45ZVXMJvNAMTHx/PMM88AEBwcjK+vL76+vpw4cQKo/tR5UlISISEhdOvWjVGjRvHJJ59UqbekpIR//vOfjB49mp49e3LHHXcwbdo0jhw5UqXv7t27ueeee+jevTt33303H3zwQb3n7ezZszz99NP06tWLwMBA5s2bZ3mN36/t2LGDe++9lx49ehAYGEhERESld0HXZPLkydx3333s3LmT0aNH061bN0JCQti2bVuVvgcPHmTatGn06dMHf39/Jk2aZHkF4C/mz5/P4MGD+fbbb5k0aRL+/v4sX74cgISEBMaOHUvPnj3p1asXoaGhVebDZDIxZswYunfvTr9+/Zg7dy6nTp2q1Gfo0KHMmTOHpKQkRowYQUBAAOPGjatSS2ZmJhEREQwePBh/f3+GDx/OypUruXjxYqV+//73v5k0aRK9e/emZ8+eDB8+nFdeeaXOuROR2umIpohYXUVFBWlpadx99904OzvX2b+goAAnJydmz56Nu7s7p06dYv369dx3331s3769yhgzZsxg3LhxPPTQQ6SmphITE4OXlxfjx4/nzjvvZPr06bz66qtER0dbTpO3adOm2m1/+eWXPP3009x5553Mnz+fs2fPsnTpUsrLy/H29rb0Ky0tpbi4mOnTp+Pp6cm5c+d4//33mTRpEtu2bcPT0xO49Mq2xx57jG7durFq1SpKS0uJiYnhwoULODg41DkXM2bM4ODBg8yePZtbb72Vbdu2sXjx4ir9Nm7cyKJFixg3bhxPPPEExcXFxMTE8MADD/DRRx/RrFmzWrdz/Phxli5dyowZM/Dw8GDjxo2W+Q8KCgLgP//5D/fffz9dunRh8eLFuLq6snHjRh566CE++OADunXrZhmvsLCQ2bNn88gjj/DUU0/h4uLCV199xdy5c5k8eTLz5s3DbDbzww8/cP78ect6mzZt4tlnn2XkyJE8/fTTnDp1ipUrV5KZmUl8fDxubm6Wvl9//TVZWVnMnDkTZ2dnoqOjmTZtGqmpqbRo0QKAnJwcOnfuzD333IObmxuHDx9mzZo1ZGdns2rVKuDSa/qmT5/O8OHDCQ8Px9HRkWPHjpGdnV3n30dE6mCIiFjZ6dOnDR8fHyMqKuqq1i8vLzdOnjxp+Pj4GDt27LAsX716teHj42Ns2bKlUv/Ro0cbDz/8sOVzXFyc4ePjYxw9erTK2D4+Psbq1astnydOnGiMGDHCqKiosCz79ttvDR8fH+OBBx6otcYLFy4YAQEBxltvvWVZPnv2bKNv375GcXGxZdnJkyeNrl27GkOGDKl1vz///HPDx8fHSExMrLR8ypQpho+Pj7Fnzx7DMAyjqKjI6NWrlzF//vxK/Y4fP2507dq1Uj3VeeCBBwwfHx/j22+/rbQ/w4cPN+677z7LsgcffNAICQkxSkpKKvULCQkxpk+fbln2t7/9zfDx8TE++eSTSttZt26d0adPnxrrKC8vN/r3719lnjMyMgwfHx/jf/7nfyzLhgwZYgQGBhoFBQWWZZmZmYaPj4/x0UcfVTu+2Ww2ysrKjH/961+Gr6+vcfbsWcMwDGP79u2Gj4+PUVhYWGNtInJ1dOpcRH6X3n//fcaMGUPPnj3x8/PjzjvvBCArK6tK31/afvHHP/6xXqeMf62iooL9+/czfPhw7O3/7+cxICCAm2++uUr/bdu28ec//5nAwED8/PwICAjgwoUL/PDDD5Y+e/fu5U9/+hNNmza1LPPy8qJnz5511vPtt9/i4OBAcHBwpeWjRo2q9Hnv3r0UFRUxZswYysvLLf+8vLzw9vaucjq5Ol5eXpWuV3VwcCAkJITMzEzMZjMXL14kIyODkJAQ7O3tLdswDIMBAwZU2YajoyNDhgyptKx79+6cO3eOOXPm8Omnn1Y6kgmX/rZ5eXmMGTOm0vLAwEBuvvlmMjIyKi0PCAigZcuWls++vr7ApaOYvygqKuKll17i7rvvpnv37nTt2pV58+ZhGAbHjh0DoEuXLjg6OvLUU0+RnJxMXl5enfMlIvWjU+ciYnWtWrXCxcWl3uFvw4YNLFmyhIcffpiBAwfSokULDMPg3nvvpaSkpEr/y8MGgJOTE6WlpVdcZ35+PmVlZbRu3bpK26+Xpaam8tRTT3HPPfcwY8YMbrrpJuzs7Hj88ccrbfv06dN4eHhUO96PP/5Yaz2nT5+mRYsWODo6Vlr+6/F+CUYPPfRQteP8en6qU1ONZWVlnD17loqKCioqKlizZg1r1qypdgyz2WwJ6DfddFOVSwP69u1LdHQ07777LjNmzACgT58+zJ8/n86dO1seP/XLZQe/ruXXj6eq7u8OVPqOPPPMM3z55ZdERETQpUsXXF1dyczM5Pnnn7f0u/XWW1m3bh1vvPEG8+bNo7S0FH9/f+bMmUPfvn1rnjQRqZOCpohYXZMmTejbty9ffPFFve4+TkpKon///syfP9+yzBbXy9100004Ojpy5syZKm1nzpypdFQzKSmJW2+9lRdffNGyrKysjHPnzlVaz9PTs9ojZNVt49c8PT05f/48ZWVllcLmr8f75ZFNL774Ip06daoyzuXXNdakphodHR1xd3fn4sWL2Nvbc//99xMWFlbtGJcfBbazs6u2T0hICCEhIRQXF5Oenk5UVBSPPvoou3btsuzH6dOnq62la9eude7H5UpKSkhJSWHGjBn89a9/tSw/dOhQlb5BQUEEBQVRWlrK119/zerVq5k6dSopKSm4u7tf0XZF5P/o1LmI2MTjjz9OQUGB5e7jX8vOzubgwYMAXLx4kSZNKv9/cHx8/FVv+5dg++s7jX/NwcGBbt268fHHH1vuWgfYt29flaOPFy9erHLEzmQyVXnofEBAAP/v//2/So9uysnJ4dtvv62z7p49e1JRUcGOHTsqLU9KSqr0uVevXri5uXHs2DG6d+9e5V/Hjh3r3FZOTg579+61fK6oqCA5ORl/f3/s7e1p2rQpgYGBHDx4kK5du1a7nSvh5ubGkCFDmDhxIqdPn6agoABvb29at25d5W73b775hh9//PGKjy6WlpZSUVFR5bu0devWGtdxcnKif//+PProo1y4cMHydAIRuTo6oikiNvHLKdIXX3yRI0eOcM8999C+fXvOnTvH7t272bJlC1FRUXTu3JlBgwbxxhtv8Nprr+Hv78+ePXv4+OOPr3rbvxzle++997jnnnto0qQJvr6+1R5ZjYiI4JFHHiE8PJxJkyZx9uxZYmJiqpzOHTRoEDt37uSf//wnQ4YM4bvvvuPdd9+13O38i/DwcD7++GMeeeQRHn30UUpLS3nllVeqPVX9a3fccQe9e/fm2WefJT8/33LX+eHDhyv1a9asGfPmzeP555/n7NmzDB48mObNm5Obm0tGRgZ9+/YlNDS01m21bt2ap556iieffBJ3d3c2btzI0aNHWbRokaXP/PnzeeCBB5gyZQoTJkzA09OT/Px8Dhw4QEVFBXPmzKl1G9HR0eTl5dGvXz/atGnDTz/9xIYNG+jSpYvlqGFERATPPvssc+bMYcyYMeTm5vLyyy9z2223MX78+Drn7HLNmzcnICCAt956izZt2nDTTTcRFxdX5TFZGzdu5KuvvmLw4MF4eXmRn5/P66+/Tps2bfDx8bmibYpIZQqaImIzDz30EP7+/rz99tssX76c/Px83Nzc6NatG//4xz8sr2R84oknOH/+PG+//TYlJSX07duXdevWXfVbgzp37syTTz7Jpk2b2Lx5M2azmZSUFG655ZYqfQcMGEBUVBQxMTHMmDGDW2+9lQULFvDOO+9U6nfvvfeSk5NDXFwcmzZtonv37rz22muWaw9/cfvtt7N27VqWL1/OrFmzaNu2LY899hh79+4lPT29ztpfeeUVlixZwooVK3BwcGDo0KEsXLiQJ554olK/SZMm4eXlxbp160hMTKSiooK2bdvSu3dvunTpUud2OnTowKOPPsqqVas4evQoN998MytXrrQ82giga9eubNmyxVJTYWEh7u7u+Pn5cd9999W5jR49erBhwwZeeOEFCgoK8PDw4I477mDmzJmWPhMnTsTFxYU333yT8PBw3NzcGDx4MHPnzq10Q1V9rVixgkWLFvGPf/wDFxcXRowYQWRkJFOnTrX06dy5M7t27WLlypXk5eXRqlUrevXqRVRUFC4uLle8TRH5P3aGYRiNXYSIiDSeyZMnU15ezsaNGxu7FBG5zugaTRERERGxCgVNEREREbEKnToXEREREavQEU0RERERsQoFTRERERGxCgVNEREREbEKBU0RERERsQoFTRERERGxiv8PQ8cDIrf1idwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(10,5))\n",
    "sns.barplot(data=sistemas_top.head(10),x='Sistemas',y='index',palette='Reds_r')\n",
    "plt.title('Cantidad de personas que ingresaron al sitio\\n vs Sistemas que utilizó para ingresar\\n',size=22)\n",
    "plt.ylabel('')\n",
    "plt.xlabel('Cantidad de personas',size=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Persona</th>\n",
       "      <th>Sistemas</th>\n",
       "      <th>Compro</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0004b0a2</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0006a21a</td>\n",
       "      <td>Android 5.1.1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000a54b2</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00184bf9</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0019c395</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Persona       Sistemas  Compro\n",
       "0  0004b0a2      Android 6   False\n",
       "1  0006a21a  Android 5.1.1   False\n",
       "2  000a54b2    Windows 10    False\n",
       "3  00184bf9    Windows 10    False\n",
       "4  0019c395      Android 6   False"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sistemas.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Relacion entre personas que utilizan el sistema operativo vs personas que compraron utilizando el mismo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cantidad de personas que visitaron/compraron \\n vs Sistemas que utilizaron para ingresar \\n')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(10,5))\n",
    "\n",
    "g = sns.countplot(data=sistemas,y='Sistemas',order=sistemas['Sistemas'].value_counts().head(10).index,color='#5882FA')\n",
    "g = sns.countplot(data=sistemas.loc[sistemas.Compro==True],y='Sistemas',order=sistemas['Sistemas'].value_counts().head(10).index,color='#0000FF')\n",
    "plt.legend(['Visitas','Compras'])\n",
    "g.set_xlabel('Cantidad de personas')\n",
    "g.set_ylabel('')\n",
    "g.set_title('Cantidad de personas que visitaron/compraron \\n vs Sistemas que utilizaron para ingresar \\n',size=22)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cantidad de personas que visitaron/compraron \\n vs Sistemas que utilizaron para ingresar \\n (log)')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(10,5))\n",
    "\n",
    "g = sns.countplot(data=sistemas,y='Sistemas',order=sistemas['Sistemas'].value_counts().head(10).index,color='#88e088')\n",
    "g = sns.countplot(data=sistemas.loc[sistemas.Compro==True],y='Sistemas',order=sistemas['Sistemas'].value_counts().head(10).index,color='#33bb33')\n",
    "plt.xscale('log')\n",
    "plt.legend(['Visitas','Compras'])\n",
    "g.set_xlabel('Cantidad de personas (log)')\n",
    "g.set_ylabel('')\n",
    "g.set_title('Cantidad de personas que visitaron/compraron \\n vs Sistemas que utilizaron para ingresar \\n (log)',size=22)\n"
   ]
  },
  {
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}