Países desde donde se entra a la página.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lucia\\Anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2785: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    },
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "  <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>0</th>\n",
       "      <td>2018-05-31 23:38:05</td>\n",
       "      <td>ad campaign hit</td>\n",
       "      <td>0004b0a2</td>\n",
       "      <td>/comprar/iphone/iphone-5s</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>...</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>1</th>\n",
       "      <td>2018-05-31 23:38:05</td>\n",
       "      <td>visited site</td>\n",
       "      <td>0004b0a2</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paid</td>\n",
       "      <td>New</td>\n",
       "      <td>Camaragibe</td>\n",
       "      <td>Pernambuco</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Smartphone</td>\n",
       "      <td>360x640</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>Chrome Mobile 39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-05-31 23:38:09</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>0004b0a2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2694</td>\n",
       "      <td>iPhone 5s</td>\n",
       "      <td>Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Cinza espacial</td>\n",
       "      <td>NaN</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>3</th>\n",
       "      <td>2018-05-31 23:38:40</td>\n",
       "      <td>checkout</td>\n",
       "      <td>0004b0a2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2694</td>\n",
       "      <td>iPhone 5s</td>\n",
       "      <td>Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Cinza espacial</td>\n",
       "      <td>NaN</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>4</th>\n",
       "      <td>2018-05-29 13:29:25</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>0006a21a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15338</td>\n",
       "      <td>Samsung Galaxy S8</td>\n",
       "      <td>Bom</td>\n",
       "      <td>64GB</td>\n",
       "      <td>Dourado</td>\n",
       "      <td>NaN</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>5</th>\n",
       "      <td>2018-05-29 13:29:26</td>\n",
       "      <td>visited site</td>\n",
       "      <td>0006a21a</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>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paid</td>\n",
       "      <td>New</td>\n",
       "      <td>Rio de Janeiro</td>\n",
       "      <td>Rio de Janeiro</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Smartphone</td>\n",
       "      <td>360x640</td>\n",
       "      <td>Android 5.1.1</td>\n",
       "      <td>Android 5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-05-29 13:29:27</td>\n",
       "      <td>ad campaign hit</td>\n",
       "      <td>0006a21a</td>\n",
       "      <td>/comprar/samsung/galaxy-s8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-05-29 13:29:35</td>\n",
       "      <td>checkout</td>\n",
       "      <td>0006a21a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15338</td>\n",
       "      <td>Samsung Galaxy S8</td>\n",
       "      <td>Bom</td>\n",
       "      <td>64GB</td>\n",
       "      <td>Dourado</td>\n",
       "      <td>NaN</td>\n",
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       "      <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>8</th>\n",
       "      <td>2018-04-09 20:12:31</td>\n",
       "      <td>generic listing</td>\n",
       "      <td>000a54b2</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>10310,13333,13347,9902,9944,12774,12801,12744,...</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>9</th>\n",
       "      <td>2018-04-09 20:12:31</td>\n",
       "      <td>visited site</td>\n",
       "      <td>000a54b2</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>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paid</td>\n",
       "      <td>New</td>\n",
       "      <td>Rio de Janeiro</td>\n",
       "      <td>Rio de Janeiro</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Computer</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>Chrome 65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-04-09 20:12:31</td>\n",
       "      <td>search engine hit</td>\n",
       "      <td>000a54b2</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>...</td>\n",
       "      <td>Google</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>11</th>\n",
       "      <td>2018-04-09 20:12:31</td>\n",
       "      <td>ad campaign hit</td>\n",
       "      <td>000a54b2</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>...</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>12</th>\n",
       "      <td>2018-04-09 20:12:53</td>\n",
       "      <td>brand listing</td>\n",
       "      <td>000a54b2</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>5075,12536,12520,12661,12506,12549,10449,9175,...</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>13</th>\n",
       "      <td>2018-04-09 20:13:14</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>000a54b2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12661</td>\n",
       "      <td>Motorola Moto Z Play</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>14</th>\n",
       "      <td>2018-04-09 20:13:20</td>\n",
       "      <td>brand listing</td>\n",
       "      <td>000a54b2</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>5075,12536,12520,12661,12506,12549,10449,9175,...</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>15</th>\n",
       "      <td>2018-05-24 11:21:07</td>\n",
       "      <td>ad campaign hit</td>\n",
       "      <td>000a54b2</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>...</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>16</th>\n",
       "      <td>2018-05-24 11:21:07</td>\n",
       "      <td>visited site</td>\n",
       "      <td>000a54b2</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>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paid</td>\n",
       "      <td>Returning</td>\n",
       "      <td>Rio de Janeiro</td>\n",
       "      <td>Rio de Janeiro</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Computer</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>Chrome 66.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-05-24 11:21:07</td>\n",
       "      <td>search engine hit</td>\n",
       "      <td>000a54b2</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>...</td>\n",
       "      <td>Google</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>18</th>\n",
       "      <td>2018-05-24 11:21:08</td>\n",
       "      <td>generic listing</td>\n",
       "      <td>000a54b2</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>6649,7237,2820,2750,6707,6720,7224,12619,12605...</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>19</th>\n",
       "      <td>2018-05-24 11:26:34</td>\n",
       "      <td>generic listing</td>\n",
       "      <td>000a54b2</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>6649,7237,2820,2750,6707,6720,7224,12619,12605...</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>20</th>\n",
       "      <td>2018-05-24 11:26:53</td>\n",
       "      <td>brand listing</td>\n",
       "      <td>000a54b2</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>8499,8485,8471,8443</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>21</th>\n",
       "      <td>2018-05-24 11:26:56</td>\n",
       "      <td>generic listing</td>\n",
       "      <td>000a54b2</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>6649,7237,2820,2750,6707,6720,7224,12619,12605...</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>22</th>\n",
       "      <td>2018-05-24 11:27:47</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>000a54b2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10254</td>\n",
       "      <td>iPhone 7 Plus</td>\n",
       "      <td>Excelente</td>\n",
       "      <td>256GB</td>\n",
       "      <td>Dourado</td>\n",
       "      <td>NaN</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>23</th>\n",
       "      <td>2018-05-24 11:27:50</td>\n",
       "      <td>generic listing</td>\n",
       "      <td>000a54b2</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>6649,7237,2820,2750,6707,6720,7224,12619,12605...</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>24</th>\n",
       "      <td>2018-05-24 11:28:10</td>\n",
       "      <td>brand listing</td>\n",
       "      <td>000a54b2</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>2694,2711,6011,5904,6931,2830,6023,10294,3647,...</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>25</th>\n",
       "      <td>2018-05-24 11:28:36</td>\n",
       "      <td>brand listing</td>\n",
       "      <td>000a54b2</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>6931,6888,6847,6957,6902,6832,6581,6875,8965,8...</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>26</th>\n",
       "      <td>2018-05-24 11:28:59</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>000a54b2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6581</td>\n",
       "      <td>iPhone 6S</td>\n",
       "      <td>Bom</td>\n",
       "      <td>16GB</td>\n",
       "      <td>Cinza espacial</td>\n",
       "      <td>NaN</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>27</th>\n",
       "      <td>2018-05-24 11:29:06</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>000a54b2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6579</td>\n",
       "      <td>iPhone 6S</td>\n",
       "      <td>Excelente</td>\n",
       "      <td>16GB</td>\n",
       "      <td>Cinza espacial</td>\n",
       "      <td>NaN</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>28</th>\n",
       "      <td>2018-05-24 11:29:14</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>000a54b2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6580</td>\n",
       "      <td>iPhone 6S</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>16GB</td>\n",
       "      <td>Cinza espacial</td>\n",
       "      <td>NaN</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>29</th>\n",
       "      <td>2018-05-24 11:29:16</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>000a54b2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6581</td>\n",
       "      <td>iPhone 6S</td>\n",
       "      <td>Bom</td>\n",
       "      <td>16GB</td>\n",
       "      <td>Cinza espacial</td>\n",
       "      <td>NaN</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>1011258</th>\n",
       "      <td>2018-06-09 13:40:05</td>\n",
       "      <td>visited site</td>\n",
       "      <td>ffffa8d1</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>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paid</td>\n",
       "      <td>Returning</td>\n",
       "      <td>Leopoldina</td>\n",
       "      <td>Minas Gerais</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Computer</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>Windows 8.1</td>\n",
       "      <td>Chrome 67.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011259</th>\n",
       "      <td>2018-06-09 13:40:05</td>\n",
       "      <td>search engine hit</td>\n",
       "      <td>ffffa8d1</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>...</td>\n",
       "      <td>Google</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>1011260</th>\n",
       "      <td>2018-06-09 13:40:05</td>\n",
       "      <td>generic listing</td>\n",
       "      <td>ffffa8d1</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>6651,6663,6593,7253,7237,2820,6707,2750,12618,...</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>1011261</th>\n",
       "      <td>2018-06-09 13:42:05</td>\n",
       "      <td>searched products</td>\n",
       "      <td>ffffa8d1</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>8541,8527,8513,9231,8555</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>1011262</th>\n",
       "      <td>2018-06-09 13:43:43</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8513</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>1011263</th>\n",
       "      <td>2018-06-09 13:43:52</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8512</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>1011264</th>\n",
       "      <td>2018-06-09 15:33:23</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8511</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Excelente</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>1011265</th>\n",
       "      <td>2018-06-09 15:33:30</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8512</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>1011266</th>\n",
       "      <td>2018-06-09 15:34:46</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8526</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Prata</td>\n",
       "      <td>NaN</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>1011267</th>\n",
       "      <td>2018-06-09 15:35:00</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9231</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Azul</td>\n",
       "      <td>NaN</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>1011268</th>\n",
       "      <td>2018-06-09 15:35:11</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9230</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Azul</td>\n",
       "      <td>NaN</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>1011269</th>\n",
       "      <td>2018-06-09 15:35:13</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9231</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Azul</td>\n",
       "      <td>NaN</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>1011270</th>\n",
       "      <td>2018-06-09 15:35:18</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8512</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>1011271</th>\n",
       "      <td>2018-06-09 15:39:05</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8513</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>1011272</th>\n",
       "      <td>2018-06-09 15:39:07</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8512</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>1011273</th>\n",
       "      <td>2018-06-09 15:39:56</td>\n",
       "      <td>visited site</td>\n",
       "      <td>ffffa8d1</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>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Referral</td>\n",
       "      <td>Returning</td>\n",
       "      <td>Leopoldina</td>\n",
       "      <td>Minas Gerais</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Computer</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>Windows 8.1</td>\n",
       "      <td>Chrome 67.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011274</th>\n",
       "      <td>2018-06-09 15:41:29</td>\n",
       "      <td>generic listing</td>\n",
       "      <td>ffffa8d1</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>6664,6593,7253,7239,12577,2820,6707,2750,12618...</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>1011275</th>\n",
       "      <td>2018-06-09 15:43:29</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12800</td>\n",
       "      <td>Samsung Galaxy S8 Plus</td>\n",
       "      <td>Bom</td>\n",
       "      <td>64GB</td>\n",
       "      <td>Prata</td>\n",
       "      <td>NaN</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>1011276</th>\n",
       "      <td>2018-06-11 12:25:40</td>\n",
       "      <td>search engine hit</td>\n",
       "      <td>ffffa8d1</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>...</td>\n",
       "      <td>Google</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>1011277</th>\n",
       "      <td>2018-06-11 12:25:40</td>\n",
       "      <td>visited site</td>\n",
       "      <td>ffffa8d1</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>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paid</td>\n",
       "      <td>Returning</td>\n",
       "      <td>Cataguases</td>\n",
       "      <td>Minas Gerais</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Computer</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>Windows 8.1</td>\n",
       "      <td>Chrome 67.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011278</th>\n",
       "      <td>2018-06-11 12:25:40</td>\n",
       "      <td>ad campaign hit</td>\n",
       "      <td>ffffa8d1</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>...</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>1011279</th>\n",
       "      <td>2018-06-11 12:25:41</td>\n",
       "      <td>generic listing</td>\n",
       "      <td>ffffa8d1</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>6636,6593,7225,2820,6706,2750,12618,12604,1134...</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>1011280</th>\n",
       "      <td>2018-06-11 12:28:47</td>\n",
       "      <td>searched products</td>\n",
       "      <td>ffffa8d1</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>8541,8527,8513,9231,8555</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>1011281</th>\n",
       "      <td>2018-06-11 12:29:11</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8513</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>1011282</th>\n",
       "      <td>2018-06-11 12:29:14</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8512</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>1011283</th>\n",
       "      <td>2018-06-11 12:31:49</td>\n",
       "      <td>checkout</td>\n",
       "      <td>ffffa8d1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8512</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Muito Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Preto</td>\n",
       "      <td>NaN</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>1011284</th>\n",
       "      <td>2018-06-04 23:18:03</td>\n",
       "      <td>visited site</td>\n",
       "      <td>ffffac8a</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>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paid</td>\n",
       "      <td>New</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Smartphone</td>\n",
       "      <td>320x534</td>\n",
       "      <td>Android 6</td>\n",
       "      <td>Chrome Mobile 39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011285</th>\n",
       "      <td>2018-06-04 23:18:03</td>\n",
       "      <td>ad campaign hit</td>\n",
       "      <td>ffffac8a</td>\n",
       "      <td>/comprar/samsung/galaxy-s7-edge</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>...</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>1011286</th>\n",
       "      <td>2018-06-04 23:18:03</td>\n",
       "      <td>viewed product</td>\n",
       "      <td>ffffac8a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8527</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Prata</td>\n",
       "      <td>NaN</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>1011287</th>\n",
       "      <td>2018-06-04 23:18:10</td>\n",
       "      <td>checkout</td>\n",
       "      <td>ffffac8a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8527</td>\n",
       "      <td>Samsung Galaxy S7 Edge</td>\n",
       "      <td>Bom</td>\n",
       "      <td>32GB</td>\n",
       "      <td>Prata</td>\n",
       "      <td>NaN</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",
       "  </tbody>\n",
       "</table>\n",
       "<p>1011288 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   timestamp              event    person  \\\n",
       "0        2018-05-31 23:38:05    ad campaign hit  0004b0a2   \n",
       "1        2018-05-31 23:38:05       visited site  0004b0a2   \n",
       "2        2018-05-31 23:38:09     viewed product  0004b0a2   \n",
       "3        2018-05-31 23:38:40           checkout  0004b0a2   \n",
       "4        2018-05-29 13:29:25     viewed product  0006a21a   \n",
       "5        2018-05-29 13:29:26       visited site  0006a21a   \n",
       "6        2018-05-29 13:29:27    ad campaign hit  0006a21a   \n",
       "7        2018-05-29 13:29:35           checkout  0006a21a   \n",
       "8        2018-04-09 20:12:31    generic listing  000a54b2   \n",
       "9        2018-04-09 20:12:31       visited site  000a54b2   \n",
       "10       2018-04-09 20:12:31  search engine hit  000a54b2   \n",
       "11       2018-04-09 20:12:31    ad campaign hit  000a54b2   \n",
       "12       2018-04-09 20:12:53      brand listing  000a54b2   \n",
       "13       2018-04-09 20:13:14     viewed product  000a54b2   \n",
       "14       2018-04-09 20:13:20      brand listing  000a54b2   \n",
       "15       2018-05-24 11:21:07    ad campaign hit  000a54b2   \n",
       "16       2018-05-24 11:21:07       visited site  000a54b2   \n",
       "17       2018-05-24 11:21:07  search engine hit  000a54b2   \n",
       "18       2018-05-24 11:21:08    generic listing  000a54b2   \n",
       "19       2018-05-24 11:26:34    generic listing  000a54b2   \n",
       "20       2018-05-24 11:26:53      brand listing  000a54b2   \n",
       "21       2018-05-24 11:26:56    generic listing  000a54b2   \n",
       "22       2018-05-24 11:27:47     viewed product  000a54b2   \n",
       "23       2018-05-24 11:27:50    generic listing  000a54b2   \n",
       "24       2018-05-24 11:28:10      brand listing  000a54b2   \n",
       "25       2018-05-24 11:28:36      brand listing  000a54b2   \n",
       "26       2018-05-24 11:28:59     viewed product  000a54b2   \n",
       "27       2018-05-24 11:29:06     viewed product  000a54b2   \n",
       "28       2018-05-24 11:29:14     viewed product  000a54b2   \n",
       "29       2018-05-24 11:29:16     viewed product  000a54b2   \n",
       "...                      ...                ...       ...   \n",
       "1011258  2018-06-09 13:40:05       visited site  ffffa8d1   \n",
       "1011259  2018-06-09 13:40:05  search engine hit  ffffa8d1   \n",
       "1011260  2018-06-09 13:40:05    generic listing  ffffa8d1   \n",
       "1011261  2018-06-09 13:42:05  searched products  ffffa8d1   \n",
       "1011262  2018-06-09 13:43:43     viewed product  ffffa8d1   \n",
       "1011263  2018-06-09 13:43:52     viewed product  ffffa8d1   \n",
       "1011264  2018-06-09 15:33:23     viewed product  ffffa8d1   \n",
       "1011265  2018-06-09 15:33:30     viewed product  ffffa8d1   \n",
       "1011266  2018-06-09 15:34:46     viewed product  ffffa8d1   \n",
       "1011267  2018-06-09 15:35:00     viewed product  ffffa8d1   \n",
       "1011268  2018-06-09 15:35:11     viewed product  ffffa8d1   \n",
       "1011269  2018-06-09 15:35:13     viewed product  ffffa8d1   \n",
       "1011270  2018-06-09 15:35:18     viewed product  ffffa8d1   \n",
       "1011271  2018-06-09 15:39:05     viewed product  ffffa8d1   \n",
       "1011272  2018-06-09 15:39:07     viewed product  ffffa8d1   \n",
       "1011273  2018-06-09 15:39:56       visited site  ffffa8d1   \n",
       "1011274  2018-06-09 15:41:29    generic listing  ffffa8d1   \n",
       "1011275  2018-06-09 15:43:29     viewed product  ffffa8d1   \n",
       "1011276  2018-06-11 12:25:40  search engine hit  ffffa8d1   \n",
       "1011277  2018-06-11 12:25:40       visited site  ffffa8d1   \n",
       "1011278  2018-06-11 12:25:40    ad campaign hit  ffffa8d1   \n",
       "1011279  2018-06-11 12:25:41    generic listing  ffffa8d1   \n",
       "1011280  2018-06-11 12:28:47  searched products  ffffa8d1   \n",
       "1011281  2018-06-11 12:29:11     viewed product  ffffa8d1   \n",
       "1011282  2018-06-11 12:29:14     viewed product  ffffa8d1   \n",
       "1011283  2018-06-11 12:31:49           checkout  ffffa8d1   \n",
       "1011284  2018-06-04 23:18:03       visited site  ffffac8a   \n",
       "1011285  2018-06-04 23:18:03    ad campaign hit  ffffac8a   \n",
       "1011286  2018-06-04 23:18:03     viewed product  ffffac8a   \n",
       "1011287  2018-06-04 23:18:10           checkout  ffffac8a   \n",
       "\n",
       "                                     url    sku                   model  \\\n",
       "0              /comprar/iphone/iphone-5s    NaN                     NaN   \n",
       "1                                    NaN    NaN                     NaN   \n",
       "2                                    NaN   2694               iPhone 5s   \n",
       "3                                    NaN   2694               iPhone 5s   \n",
       "4                                    NaN  15338       Samsung Galaxy S8   \n",
       "5                                    NaN    NaN                     NaN   \n",
       "6             /comprar/samsung/galaxy-s8    NaN                     NaN   \n",
       "7                                    NaN  15338       Samsung Galaxy S8   \n",
       "8                                    NaN    NaN                     NaN   \n",
       "9                                    NaN    NaN                     NaN   \n",
       "10                                   NaN    NaN                     NaN   \n",
       "11                                     /    NaN                     NaN   \n",
       "12                                   NaN    NaN                     NaN   \n",
       "13                                   NaN  12661    Motorola Moto Z Play   \n",
       "14                                   NaN    NaN                     NaN   \n",
       "15                                     /    NaN                     NaN   \n",
       "16                                   NaN    NaN                     NaN   \n",
       "17                                   NaN    NaN                     NaN   \n",
       "18                                   NaN    NaN                     NaN   \n",
       "19                                   NaN    NaN                     NaN   \n",
       "20                                   NaN    NaN                     NaN   \n",
       "21                                   NaN    NaN                     NaN   \n",
       "22                                   NaN  10254           iPhone 7 Plus   \n",
       "23                                   NaN    NaN                     NaN   \n",
       "24                                   NaN    NaN                     NaN   \n",
       "25                                   NaN    NaN                     NaN   \n",
       "26                                   NaN   6581               iPhone 6S   \n",
       "27                                   NaN   6579               iPhone 6S   \n",
       "28                                   NaN   6580               iPhone 6S   \n",
       "29                                   NaN   6581               iPhone 6S   \n",
       "...                                  ...    ...                     ...   \n",
       "1011258                              NaN    NaN                     NaN   \n",
       "1011259                              NaN    NaN                     NaN   \n",
       "1011260                              NaN    NaN                     NaN   \n",
       "1011261                              NaN    NaN                     NaN   \n",
       "1011262                              NaN   8513  Samsung Galaxy S7 Edge   \n",
       "1011263                              NaN   8512  Samsung Galaxy S7 Edge   \n",
       "1011264                              NaN   8511  Samsung Galaxy S7 Edge   \n",
       "1011265                              NaN   8512  Samsung Galaxy S7 Edge   \n",
       "1011266                              NaN   8526  Samsung Galaxy S7 Edge   \n",
       "1011267                              NaN   9231  Samsung Galaxy S7 Edge   \n",
       "1011268                              NaN   9230  Samsung Galaxy S7 Edge   \n",
       "1011269                              NaN   9231  Samsung Galaxy S7 Edge   \n",
       "1011270                              NaN   8512  Samsung Galaxy S7 Edge   \n",
       "1011271                              NaN   8513  Samsung Galaxy S7 Edge   \n",
       "1011272                              NaN   8512  Samsung Galaxy S7 Edge   \n",
       "1011273                              NaN    NaN                     NaN   \n",
       "1011274                              NaN    NaN                     NaN   \n",
       "1011275                              NaN  12800  Samsung Galaxy S8 Plus   \n",
       "1011276                              NaN    NaN                     NaN   \n",
       "1011277                              NaN    NaN                     NaN   \n",
       "1011278                                /    NaN                     NaN   \n",
       "1011279                              NaN    NaN                     NaN   \n",
       "1011280                              NaN    NaN                     NaN   \n",
       "1011281                              NaN   8513  Samsung Galaxy S7 Edge   \n",
       "1011282                              NaN   8512  Samsung Galaxy S7 Edge   \n",
       "1011283                              NaN   8512  Samsung Galaxy S7 Edge   \n",
       "1011284                              NaN    NaN                     NaN   \n",
       "1011285  /comprar/samsung/galaxy-s7-edge    NaN                     NaN   \n",
       "1011286                              NaN   8527  Samsung Galaxy S7 Edge   \n",
       "1011287                              NaN   8527  Samsung Galaxy S7 Edge   \n",
       "\n",
       "         condition storage           color  \\\n",
       "0              NaN     NaN             NaN   \n",
       "1              NaN     NaN             NaN   \n",
       "2              Bom    32GB  Cinza espacial   \n",
       "3              Bom    32GB  Cinza espacial   \n",
       "4              Bom    64GB         Dourado   \n",
       "5              NaN     NaN             NaN   \n",
       "6              NaN     NaN             NaN   \n",
       "7              Bom    64GB         Dourado   \n",
       "8              NaN     NaN             NaN   \n",
       "9              NaN     NaN             NaN   \n",
       "10             NaN     NaN             NaN   \n",
       "11             NaN     NaN             NaN   \n",
       "12             NaN     NaN             NaN   \n",
       "13       Muito Bom    32GB           Preto   \n",
       "14             NaN     NaN             NaN   \n",
       "15             NaN     NaN             NaN   \n",
       "16             NaN     NaN             NaN   \n",
       "17             NaN     NaN             NaN   \n",
       "18             NaN     NaN             NaN   \n",
       "19             NaN     NaN             NaN   \n",
       "20             NaN     NaN             NaN   \n",
       "21             NaN     NaN             NaN   \n",
       "22       Excelente   256GB         Dourado   \n",
       "23             NaN     NaN             NaN   \n",
       "24             NaN     NaN             NaN   \n",
       "25             NaN     NaN             NaN   \n",
       "26             Bom    16GB  Cinza espacial   \n",
       "27       Excelente    16GB  Cinza espacial   \n",
       "28       Muito Bom    16GB  Cinza espacial   \n",
       "29             Bom    16GB  Cinza espacial   \n",
       "...            ...     ...             ...   \n",
       "1011258        NaN     NaN             NaN   \n",
       "1011259        NaN     NaN             NaN   \n",
       "1011260        NaN     NaN             NaN   \n",
       "1011261        NaN     NaN             NaN   \n",
       "1011262        Bom    32GB           Preto   \n",
       "1011263  Muito Bom    32GB           Preto   \n",
       "1011264  Excelente    32GB           Preto   \n",
       "1011265  Muito Bom    32GB           Preto   \n",
       "1011266  Muito Bom    32GB           Prata   \n",
       "1011267  Muito Bom    32GB            Azul   \n",
       "1011268        Bom    32GB            Azul   \n",
       "1011269  Muito Bom    32GB            Azul   \n",
       "1011270  Muito Bom    32GB           Preto   \n",
       "1011271        Bom    32GB           Preto   \n",
       "1011272  Muito Bom    32GB           Preto   \n",
       "1011273        NaN     NaN             NaN   \n",
       "1011274        NaN     NaN             NaN   \n",
       "1011275        Bom    64GB           Prata   \n",
       "1011276        NaN     NaN             NaN   \n",
       "1011277        NaN     NaN             NaN   \n",
       "1011278        NaN     NaN             NaN   \n",
       "1011279        NaN     NaN             NaN   \n",
       "1011280        NaN     NaN             NaN   \n",
       "1011281        Bom    32GB           Preto   \n",
       "1011282  Muito Bom    32GB           Preto   \n",
       "1011283  Muito Bom    32GB           Preto   \n",
       "1011284        NaN     NaN             NaN   \n",
       "1011285        NaN     NaN             NaN   \n",
       "1011286        Bom    32GB           Prata   \n",
       "1011287        Bom    32GB           Prata   \n",
       "\n",
       "                                                      skus        ...         \\\n",
       "0                                                      NaN        ...          \n",
       "1                                                      NaN        ...          \n",
       "2                                                      NaN        ...          \n",
       "3                                                      NaN        ...          \n",
       "4                                                      NaN        ...          \n",
       "5                                                      NaN        ...          \n",
       "6                                                      NaN        ...          \n",
       "7                                                      NaN        ...          \n",
       "8        10310,13333,13347,9902,9944,12774,12801,12744,...        ...          \n",
       "9                                                      NaN        ...          \n",
       "10                                                     NaN        ...          \n",
       "11                                                     NaN        ...          \n",
       "12       5075,12536,12520,12661,12506,12549,10449,9175,...        ...          \n",
       "13                                                     NaN        ...          \n",
       "14       5075,12536,12520,12661,12506,12549,10449,9175,...        ...          \n",
       "15                                                     NaN        ...          \n",
       "16                                                     NaN        ...          \n",
       "17                                                     NaN        ...          \n",
       "18       6649,7237,2820,2750,6707,6720,7224,12619,12605...        ...          \n",
       "19       6649,7237,2820,2750,6707,6720,7224,12619,12605...        ...          \n",
       "20                                     8499,8485,8471,8443        ...          \n",
       "21       6649,7237,2820,2750,6707,6720,7224,12619,12605...        ...          \n",
       "22                                                     NaN        ...          \n",
       "23       6649,7237,2820,2750,6707,6720,7224,12619,12605...        ...          \n",
       "24       2694,2711,6011,5904,6931,2830,6023,10294,3647,...        ...          \n",
       "25       6931,6888,6847,6957,6902,6832,6581,6875,8965,8...        ...          \n",
       "26                                                     NaN        ...          \n",
       "27                                                     NaN        ...          \n",
       "28                                                     NaN        ...          \n",
       "29                                                     NaN        ...          \n",
       "...                                                    ...        ...          \n",
       "1011258                                                NaN        ...          \n",
       "1011259                                                NaN        ...          \n",
       "1011260  6651,6663,6593,7253,7237,2820,6707,2750,12618,...        ...          \n",
       "1011261                           8541,8527,8513,9231,8555        ...          \n",
       "1011262                                                NaN        ...          \n",
       "1011263                                                NaN        ...          \n",
       "1011264                                                NaN        ...          \n",
       "1011265                                                NaN        ...          \n",
       "1011266                                                NaN        ...          \n",
       "1011267                                                NaN        ...          \n",
       "1011268                                                NaN        ...          \n",
       "1011269                                                NaN        ...          \n",
       "1011270                                                NaN        ...          \n",
       "1011271                                                NaN        ...          \n",
       "1011272                                                NaN        ...          \n",
       "1011273                                                NaN        ...          \n",
       "1011274  6664,6593,7253,7239,12577,2820,6707,2750,12618...        ...          \n",
       "1011275                                                NaN        ...          \n",
       "1011276                                                NaN        ...          \n",
       "1011277                                                NaN        ...          \n",
       "1011278                                                NaN        ...          \n",
       "1011279  6636,6593,7225,2820,6706,2750,12618,12604,1134...        ...          \n",
       "1011280                           8541,8527,8513,9231,8555        ...          \n",
       "1011281                                                NaN        ...          \n",
       "1011282                                                NaN        ...          \n",
       "1011283                                                NaN        ...          \n",
       "1011284                                                NaN        ...          \n",
       "1011285                                                NaN        ...          \n",
       "1011286                                                NaN        ...          \n",
       "1011287                                                NaN        ...          \n",
       "\n",
       "        search_engine   channel new_vs_returning            city  \\\n",
       "0                 NaN       NaN              NaN             NaN   \n",
       "1                 NaN      Paid              New      Camaragibe   \n",
       "2                 NaN       NaN              NaN             NaN   \n",
       "3                 NaN       NaN              NaN             NaN   \n",
       "4                 NaN       NaN              NaN             NaN   \n",
       "5                 NaN      Paid              New  Rio de Janeiro   \n",
       "6                 NaN       NaN              NaN             NaN   \n",
       "7                 NaN       NaN              NaN             NaN   \n",
       "8                 NaN       NaN              NaN             NaN   \n",
       "9                 NaN      Paid              New  Rio de Janeiro   \n",
       "10             Google       NaN              NaN             NaN   \n",
       "11                NaN       NaN              NaN             NaN   \n",
       "12                NaN       NaN              NaN             NaN   \n",
       "13                NaN       NaN              NaN             NaN   \n",
       "14                NaN       NaN              NaN             NaN   \n",
       "15                NaN       NaN              NaN             NaN   \n",
       "16                NaN      Paid        Returning  Rio de Janeiro   \n",
       "17             Google       NaN              NaN             NaN   \n",
       "18                NaN       NaN              NaN             NaN   \n",
       "19                NaN       NaN              NaN             NaN   \n",
       "20                NaN       NaN              NaN             NaN   \n",
       "21                NaN       NaN              NaN             NaN   \n",
       "22                NaN       NaN              NaN             NaN   \n",
       "23                NaN       NaN              NaN             NaN   \n",
       "24                NaN       NaN              NaN             NaN   \n",
       "25                NaN       NaN              NaN             NaN   \n",
       "26                NaN       NaN              NaN             NaN   \n",
       "27                NaN       NaN              NaN             NaN   \n",
       "28                NaN       NaN              NaN             NaN   \n",
       "29                NaN       NaN              NaN             NaN   \n",
       "...               ...       ...              ...             ...   \n",
       "1011258           NaN      Paid        Returning      Leopoldina   \n",
       "1011259        Google       NaN              NaN             NaN   \n",
       "1011260           NaN       NaN              NaN             NaN   \n",
       "1011261           NaN       NaN              NaN             NaN   \n",
       "1011262           NaN       NaN              NaN             NaN   \n",
       "1011263           NaN       NaN              NaN             NaN   \n",
       "1011264           NaN       NaN              NaN             NaN   \n",
       "1011265           NaN       NaN              NaN             NaN   \n",
       "1011266           NaN       NaN              NaN             NaN   \n",
       "1011267           NaN       NaN              NaN             NaN   \n",
       "1011268           NaN       NaN              NaN             NaN   \n",
       "1011269           NaN       NaN              NaN             NaN   \n",
       "1011270           NaN       NaN              NaN             NaN   \n",
       "1011271           NaN       NaN              NaN             NaN   \n",
       "1011272           NaN       NaN              NaN             NaN   \n",
       "1011273           NaN  Referral        Returning      Leopoldina   \n",
       "1011274           NaN       NaN              NaN             NaN   \n",
       "1011275           NaN       NaN              NaN             NaN   \n",
       "1011276        Google       NaN              NaN             NaN   \n",
       "1011277           NaN      Paid        Returning      Cataguases   \n",
       "1011278           NaN       NaN              NaN             NaN   \n",
       "1011279           NaN       NaN              NaN             NaN   \n",
       "1011280           NaN       NaN              NaN             NaN   \n",
       "1011281           NaN       NaN              NaN             NaN   \n",
       "1011282           NaN       NaN              NaN             NaN   \n",
       "1011283           NaN       NaN              NaN             NaN   \n",
       "1011284           NaN      Paid              New         Unknown   \n",
       "1011285           NaN       NaN              NaN             NaN   \n",
       "1011286           NaN       NaN              NaN             NaN   \n",
       "1011287           NaN       NaN              NaN             NaN   \n",
       "\n",
       "                 region country device_type screen_resolution  \\\n",
       "0                   NaN     NaN         NaN               NaN   \n",
       "1            Pernambuco  Brazil  Smartphone           360x640   \n",
       "2                   NaN     NaN         NaN               NaN   \n",
       "3                   NaN     NaN         NaN               NaN   \n",
       "4                   NaN     NaN         NaN               NaN   \n",
       "5        Rio de Janeiro  Brazil  Smartphone           360x640   \n",
       "6                   NaN     NaN         NaN               NaN   \n",
       "7                   NaN     NaN         NaN               NaN   \n",
       "8                   NaN     NaN         NaN               NaN   \n",
       "9        Rio de Janeiro  Brazil    Computer         1920x1080   \n",
       "10                  NaN     NaN         NaN               NaN   \n",
       "11                  NaN     NaN         NaN               NaN   \n",
       "12                  NaN     NaN         NaN               NaN   \n",
       "13                  NaN     NaN         NaN               NaN   \n",
       "14                  NaN     NaN         NaN               NaN   \n",
       "15                  NaN     NaN         NaN               NaN   \n",
       "16       Rio de Janeiro  Brazil    Computer         1920x1080   \n",
       "17                  NaN     NaN         NaN               NaN   \n",
       "18                  NaN     NaN         NaN               NaN   \n",
       "19                  NaN     NaN         NaN               NaN   \n",
       "20                  NaN     NaN         NaN               NaN   \n",
       "21                  NaN     NaN         NaN               NaN   \n",
       "22                  NaN     NaN         NaN               NaN   \n",
       "23                  NaN     NaN         NaN               NaN   \n",
       "24                  NaN     NaN         NaN               NaN   \n",
       "25                  NaN     NaN         NaN               NaN   \n",
       "26                  NaN     NaN         NaN               NaN   \n",
       "27                  NaN     NaN         NaN               NaN   \n",
       "28                  NaN     NaN         NaN               NaN   \n",
       "29                  NaN     NaN         NaN               NaN   \n",
       "...                 ...     ...         ...               ...   \n",
       "1011258    Minas Gerais  Brazil    Computer          1366x768   \n",
       "1011259             NaN     NaN         NaN               NaN   \n",
       "1011260             NaN     NaN         NaN               NaN   \n",
       "1011261             NaN     NaN         NaN               NaN   \n",
       "1011262             NaN     NaN         NaN               NaN   \n",
       "1011263             NaN     NaN         NaN               NaN   \n",
       "1011264             NaN     NaN         NaN               NaN   \n",
       "1011265             NaN     NaN         NaN               NaN   \n",
       "1011266             NaN     NaN         NaN               NaN   \n",
       "1011267             NaN     NaN         NaN               NaN   \n",
       "1011268             NaN     NaN         NaN               NaN   \n",
       "1011269             NaN     NaN         NaN               NaN   \n",
       "1011270             NaN     NaN         NaN               NaN   \n",
       "1011271             NaN     NaN         NaN               NaN   \n",
       "1011272             NaN     NaN         NaN               NaN   \n",
       "1011273    Minas Gerais  Brazil    Computer          1366x768   \n",
       "1011274             NaN     NaN         NaN               NaN   \n",
       "1011275             NaN     NaN         NaN               NaN   \n",
       "1011276             NaN     NaN         NaN               NaN   \n",
       "1011277    Minas Gerais  Brazil    Computer          1366x768   \n",
       "1011278             NaN     NaN         NaN               NaN   \n",
       "1011279             NaN     NaN         NaN               NaN   \n",
       "1011280             NaN     NaN         NaN               NaN   \n",
       "1011281             NaN     NaN         NaN               NaN   \n",
       "1011282             NaN     NaN         NaN               NaN   \n",
       "1011283             NaN     NaN         NaN               NaN   \n",
       "1011284         Unknown  Brazil  Smartphone           320x534   \n",
       "1011285             NaN     NaN         NaN               NaN   \n",
       "1011286             NaN     NaN         NaN               NaN   \n",
       "1011287             NaN     NaN         NaN               NaN   \n",
       "\n",
       "        operating_system_version   browser_version  \n",
       "0                            NaN               NaN  \n",
       "1                      Android 6  Chrome Mobile 39  \n",
       "2                            NaN               NaN  \n",
       "3                            NaN               NaN  \n",
       "4                            NaN               NaN  \n",
       "5                  Android 5.1.1       Android 5.1  \n",
       "6                            NaN               NaN  \n",
       "7                            NaN               NaN  \n",
       "8                            NaN               NaN  \n",
       "9                    Windows 10        Chrome 65.0  \n",
       "10                           NaN               NaN  \n",
       "11                           NaN               NaN  \n",
       "12                           NaN               NaN  \n",
       "13                           NaN               NaN  \n",
       "14                           NaN               NaN  \n",
       "15                           NaN               NaN  \n",
       "16                   Windows 10        Chrome 66.0  \n",
       "17                           NaN               NaN  \n",
       "18                           NaN               NaN  \n",
       "19                           NaN               NaN  \n",
       "20                           NaN               NaN  \n",
       "21                           NaN               NaN  \n",
       "22                           NaN               NaN  \n",
       "23                           NaN               NaN  \n",
       "24                           NaN               NaN  \n",
       "25                           NaN               NaN  \n",
       "26                           NaN               NaN  \n",
       "27                           NaN               NaN  \n",
       "28                           NaN               NaN  \n",
       "29                           NaN               NaN  \n",
       "...                          ...               ...  \n",
       "1011258             Windows 8.1        Chrome 67.0  \n",
       "1011259                      NaN               NaN  \n",
       "1011260                      NaN               NaN  \n",
       "1011261                      NaN               NaN  \n",
       "1011262                      NaN               NaN  \n",
       "1011263                      NaN               NaN  \n",
       "1011264                      NaN               NaN  \n",
       "1011265                      NaN               NaN  \n",
       "1011266                      NaN               NaN  \n",
       "1011267                      NaN               NaN  \n",
       "1011268                      NaN               NaN  \n",
       "1011269                      NaN               NaN  \n",
       "1011270                      NaN               NaN  \n",
       "1011271                      NaN               NaN  \n",
       "1011272                      NaN               NaN  \n",
       "1011273             Windows 8.1        Chrome 67.0  \n",
       "1011274                      NaN               NaN  \n",
       "1011275                      NaN               NaN  \n",
       "1011276                      NaN               NaN  \n",
       "1011277             Windows 8.1        Chrome 67.0  \n",
       "1011278                      NaN               NaN  \n",
       "1011279                      NaN               NaN  \n",
       "1011280                      NaN               NaN  \n",
       "1011281                      NaN               NaN  \n",
       "1011282                      NaN               NaN  \n",
       "1011283                      NaN               NaN  \n",
       "1011284                Android 6  Chrome Mobile 39  \n",
       "1011285                      NaN               NaN  \n",
       "1011286                      NaN               NaN  \n",
       "1011287                      NaN               NaN  \n",
       "\n",
       "[1011288 rows x 23 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datos = pd.read_csv('events.csv')\n",
    "datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country    44\n",
       "person     44\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paises = datos[[\"country\", \"person\"]].dropna().drop_duplicates(\"person\")\n",
    "paises = paises.groupby(\"country\")\n",
    "paises = paises.count().reset_index().sort_values(\"person\", ascending=False)\n",
    "paises.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "paises[\"person in log\"] = np.log(paises[\"person\"]+1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(x=paises['country'], y=paises['person in log'],edgecolor=(0,0,0), linewidth=2)\n",
    "ax.set_title('Cantidad de personas vs. países desde donde entran a la web',fontsize=20)\n",
    "ax.set_ylabel('Cantidad de personas (log)',fontsize=14)\n",
    "ax.set_xlabel('Países',fontsize=14)\n",
    "ax.grid(True, which='major', linestyle='-.', axis='y' )\n",
    "ax.set_xticklabels(paises['country'],rotation=90)\n",
    "ax.figure.set_figheight(6)\n",
    "ax.figure.set_figwidth(15)"
   ]
  }
 ],
 "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
}