Personal_Whats.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import csv\n",
    "\n",
    "\n",
    "\n",
    "#with open('whats.txt', 'r',encoding='UTF-8') as File:\n",
    "#    data = File.read()\n",
    "    \n",
    "\n",
    "headers = [\"index\",\"time\",\"person\",\"message\"]\n",
    "\n",
    "\n",
    "#df = pd.read_csv('whats.txt',sep = \" \",names = headers)\n",
    "df = pd.read_csv('whats.txt', delimiter = \"\\t\",names = headers)\n",
    "#df = pd.read_fwf('whats.txt')\n",
    "#df=pd.read_csv(\"whats.txt\",delimiter=\"\\t\")\n",
    "#df = pd.read_csv('whats.txt', delimiter= '\\s+', index_col=False)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>time</th>\n",
       "      <th>person</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[26/06/18 14:52:16] Naja: ‎Messages to this ch...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[26/06/18 14:52:16] Naja: Moo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[26/06/18 14:52:25] Naja: Add meu número novo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>‎[26/06/18 14:59:09] Naja: ‎Contact card omitted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[26/06/18 14:59:30] Naja: Segue meu novo número</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>‎[26/06/18 14:59:43] Tacio Degrazia: ‎image om...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[26/06/18 15:12:45] Naja: hauhaua verdade</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[26/06/18 15:12:56] Naja: mas moor nao apaga a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[26/06/18 15:17:17] Tacio Degrazia: não... nos...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[26/06/18 15:17:27] Tacio Degrazia: volta e me...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[26/06/18 15:17:33] Naja: huahua</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[26/06/18 15:17:38] Tacio Degrazia: escutando ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[26/06/18 15:17:42] Naja: digo mais pelos audi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[26/06/18 15:17:56] Naja: caso eu precise</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[26/06/18 15:18:12] Tacio Degrazia: eu sei</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[26/06/18 15:22:29] Naja: moorrrr</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[26/06/18 15:22:35] Naja: faz pão amanhã cedo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[26/06/18 15:22:40] Naja: 😜</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[26/06/18 15:22:52] Tacio Degrazia: kkk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[26/06/18 15:23:13] Tacio Degrazia: aquele que...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[26/06/18 15:23:32] Tacio Degrazia: o Brioche</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[26/06/18 15:23:35] Naja: o brioche</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[26/06/18 15:23:39] Tacio Degrazia: certo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[26/06/18 15:23:40] Naja: nao sei se assim que...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[26/06/18 15:23:44] Tacio Degrazia: é</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[26/06/18 15:27:12] Naja: isso</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[26/06/18 15:27:23] Naja: tipo deixar programa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[26/06/18 15:27:25] Naja: hauhahuahuahaua</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[26/06/18 15:27:30] Naja: mas tem que programar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[26/06/18 15:27:31] Naja: kkkkkkkkkkkkkkkkkkk</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>[04/07/18 07:41:28] Tacio Degrazia: 😚</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>‎[04/07/18 10:58:21] Naja: ‎video omitted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>[04/07/18 11:01:01] Tacio Degrazia: 4 de julho...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>[04/07/18 11:01:15] Naja: pq?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>[04/07/18 11:01:26] Tacio Degrazia: sua mãe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>[04/07/18 11:01:37] Naja: é um dia normal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>[04/07/18 11:01:47] Naja: nao me apego a essas...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>[04/07/18 11:07:34] Tacio Degrazia: daora =P</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>[04/07/18 11:07:48] Tacio Degrazia: mandar p o...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>[04/07/18 11:08:13] Naja: hauhaua</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>[04/07/18 11:08:18] Naja: https://www.youtube....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>[04/07/18 11:11:38] Tacio Degrazia: =P</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>[04/07/18 11:12:20] Tacio Degrazia: essa music...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>[04/07/18 11:12:50] Naja: Ra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>[04/07/18 11:12:52] Naja: Rs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>[04/07/18 11:13:53] Tacio Degrazia: vc já viu ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>[04/07/18 11:14:07] Naja: Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>[04/07/18 11:14:13] Naja: Vou ver</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>[04/07/18 11:15:48] Tacio Degrazia: escutando ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>[04/07/18 11:16:32] Tacio Degrazia: mooor, que...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>[04/07/18 11:19:37] Naja: https://www.youtube....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>[04/07/18 11:19:42] Naja: agora ouvi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>[04/07/18 11:19:48] Naja: essa musica e muito ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>[04/07/18 11:35:05] Tacio Degrazia: vc se inco...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>[04/07/18 11:36:52] Naja: haaa moor preciso de...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>[04/07/18 11:37:09] Naja: ha e zuado neh.... s...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>[04/07/18 11:39:59] Tacio Degrazia: eu curto a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>[04/07/18 11:40:49] Tacio Degrazia: tipo um fi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>[04/07/18 11:42:24] Tacio Degrazia: acho que e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>[04/07/18 11:42:49] Tacio Degrazia: eu tinha u...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 index time person message\n",
       "0    [26/06/18 14:52:16] Naja: ‎Messages to this ch...  NaN    NaN     NaN\n",
       "1                        [26/06/18 14:52:16] Naja: Moo  NaN    NaN     NaN\n",
       "2        [26/06/18 14:52:25] Naja: Add meu número novo  NaN    NaN     NaN\n",
       "3     ‎[26/06/18 14:59:09] Naja: ‎Contact card omitted  NaN    NaN     NaN\n",
       "4      [26/06/18 14:59:30] Naja: Segue meu novo número  NaN    NaN     NaN\n",
       "5    ‎[26/06/18 14:59:43] Tacio Degrazia: ‎image om...  NaN    NaN     NaN\n",
       "6            [26/06/18 15:12:45] Naja: hauhaua verdade  NaN    NaN     NaN\n",
       "7    [26/06/18 15:12:56] Naja: mas moor nao apaga a...  NaN    NaN     NaN\n",
       "8    [26/06/18 15:17:17] Tacio Degrazia: não... nos...  NaN    NaN     NaN\n",
       "9    [26/06/18 15:17:27] Tacio Degrazia: volta e me...  NaN    NaN     NaN\n",
       "10                    [26/06/18 15:17:33] Naja: huahua  NaN    NaN     NaN\n",
       "11   [26/06/18 15:17:38] Tacio Degrazia: escutando ...  NaN    NaN     NaN\n",
       "12   [26/06/18 15:17:42] Naja: digo mais pelos audi...  NaN    NaN     NaN\n",
       "13           [26/06/18 15:17:56] Naja: caso eu precise  NaN    NaN     NaN\n",
       "14          [26/06/18 15:18:12] Tacio Degrazia: eu sei  NaN    NaN     NaN\n",
       "15                   [26/06/18 15:22:29] Naja: moorrrr  NaN    NaN     NaN\n",
       "16       [26/06/18 15:22:35] Naja: faz pão amanhã cedo  NaN    NaN     NaN\n",
       "17                         [26/06/18 15:22:40] Naja: 😜  NaN    NaN     NaN\n",
       "18             [26/06/18 15:22:52] Tacio Degrazia: kkk  NaN    NaN     NaN\n",
       "19   [26/06/18 15:23:13] Tacio Degrazia: aquele que...  NaN    NaN     NaN\n",
       "20       [26/06/18 15:23:32] Tacio Degrazia: o Brioche  NaN    NaN     NaN\n",
       "21                 [26/06/18 15:23:35] Naja: o brioche  NaN    NaN     NaN\n",
       "22           [26/06/18 15:23:39] Tacio Degrazia: certo  NaN    NaN     NaN\n",
       "23   [26/06/18 15:23:40] Naja: nao sei se assim que...  NaN    NaN     NaN\n",
       "24               [26/06/18 15:23:44] Tacio Degrazia: é  NaN    NaN     NaN\n",
       "25                      [26/06/18 15:27:12] Naja: isso  NaN    NaN     NaN\n",
       "26   [26/06/18 15:27:23] Naja: tipo deixar programa...  NaN    NaN     NaN\n",
       "27           [26/06/18 15:27:25] Naja: hauhahuahuahaua  NaN    NaN     NaN\n",
       "28     [26/06/18 15:27:30] Naja: mas tem que programar  NaN    NaN     NaN\n",
       "29       [26/06/18 15:27:31] Naja: kkkkkkkkkkkkkkkkkkk  NaN    NaN     NaN\n",
       "..                                                 ...  ...    ...     ...\n",
       "970              [04/07/18 07:41:28] Tacio Degrazia: 😚  NaN    NaN     NaN\n",
       "971          ‎[04/07/18 10:58:21] Naja: ‎video omitted  NaN    NaN     NaN\n",
       "972  [04/07/18 11:01:01] Tacio Degrazia: 4 de julho...  NaN    NaN     NaN\n",
       "973                      [04/07/18 11:01:15] Naja: pq?  NaN    NaN     NaN\n",
       "974        [04/07/18 11:01:26] Tacio Degrazia: sua mãe  NaN    NaN     NaN\n",
       "975          [04/07/18 11:01:37] Naja: é um dia normal  NaN    NaN     NaN\n",
       "976  [04/07/18 11:01:47] Naja: nao me apego a essas...  NaN    NaN     NaN\n",
       "977       [04/07/18 11:07:34] Tacio Degrazia: daora =P  NaN    NaN     NaN\n",
       "978  [04/07/18 11:07:48] Tacio Degrazia: mandar p o...  NaN    NaN     NaN\n",
       "979                  [04/07/18 11:08:13] Naja: hauhaua  NaN    NaN     NaN\n",
       "980  [04/07/18 11:08:18] Naja: https://www.youtube....  NaN    NaN     NaN\n",
       "981             [04/07/18 11:11:38] Tacio Degrazia: =P  NaN    NaN     NaN\n",
       "982  [04/07/18 11:12:20] Tacio Degrazia: essa music...  NaN    NaN     NaN\n",
       "983                       [04/07/18 11:12:50] Naja: Ra  NaN    NaN     NaN\n",
       "984                       [04/07/18 11:12:52] Naja: Rs  NaN    NaN     NaN\n",
       "985  [04/07/18 11:13:53] Tacio Degrazia: vc já viu ...  NaN    NaN     NaN\n",
       "986                      [04/07/18 11:14:07] Naja: Não  NaN    NaN     NaN\n",
       "987                  [04/07/18 11:14:13] Naja: Vou ver  NaN    NaN     NaN\n",
       "988  [04/07/18 11:15:48] Tacio Degrazia: escutando ...  NaN    NaN     NaN\n",
       "989  [04/07/18 11:16:32] Tacio Degrazia: mooor, que...  NaN    NaN     NaN\n",
       "990  [04/07/18 11:19:37] Naja: https://www.youtube....  NaN    NaN     NaN\n",
       "991               [04/07/18 11:19:42] Naja: agora ouvi  NaN    NaN     NaN\n",
       "992  [04/07/18 11:19:48] Naja: essa musica e muito ...  NaN    NaN     NaN\n",
       "993  [04/07/18 11:35:05] Tacio Degrazia: vc se inco...  NaN    NaN     NaN\n",
       "994  [04/07/18 11:36:52] Naja: haaa moor preciso de...  NaN    NaN     NaN\n",
       "995  [04/07/18 11:37:09] Naja: ha e zuado neh.... s...  NaN    NaN     NaN\n",
       "996  [04/07/18 11:39:59] Tacio Degrazia: eu curto a...  NaN    NaN     NaN\n",
       "997  [04/07/18 11:40:49] Tacio Degrazia: tipo um fi...  NaN    NaN     NaN\n",
       "998  [04/07/18 11:42:24] Tacio Degrazia: acho que e...  NaN    NaN     NaN\n",
       "999  [04/07/18 11:42:49] Tacio Degrazia: eu tinha u...  NaN    NaN     NaN\n",
       "\n",
       "[1000 rows x 4 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "missing_data = df.isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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",
       "        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>index</th>\n",
       "      <th>time</th>\n",
       "      <th>person</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index  time  person  message\n",
       "0  False  True    True     True\n",
       "1  False  True    True     True\n",
       "2  False  True    True     True\n",
       "3  False  True    True     True\n",
       "4  False  True    True     True"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "index\n",
      "False    34980\n",
      "Name: index, dtype: int64\n",
      "\n",
      "time\n",
      "True     34951\n",
      "False       29\n",
      "Name: time, dtype: int64\n",
      "\n",
      "person\n",
      "True     34979\n",
      "False        1\n",
      "Name: person, dtype: int64\n",
      "\n",
      "message\n",
      "True     34979\n",
      "False        1\n",
      "Name: message, dtype: int64\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for column in missing_data.columns.values.tolist():\n",
    "    print(column)\n",
    "    print (missing_data[column].value_counts())\n",
    "    print(\"\")  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop([\"time\",\"person\",\"message\"], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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",
       "        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>index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[26/06/18 14:52:16] Naja: ‎Messages to this ch...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[26/06/18 14:52:16] Naja: Moo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[26/06/18 14:52:25] Naja: Add meu número novo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>‎[26/06/18 14:59:09] Naja: ‎Contact card omitted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[26/06/18 14:59:30] Naja: Segue meu novo número</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               index\n",
       "0  [26/06/18 14:52:16] Naja: ‎Messages to this ch...\n",
       "1                      [26/06/18 14:52:16] Naja: Moo\n",
       "2      [26/06/18 14:52:25] Naja: Add meu número novo\n",
       "3   ‎[26/06/18 14:59:09] Naja: ‎Contact card omitted\n",
       "4    [26/06/18 14:59:30] Naja: Segue meu novo número"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>index</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[26/06/18 14:52:16] Naja: ‎Messages to this ch...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:52:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[26/06/18 14:52:16] Naja: Moo</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:52:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[26/06/18 14:52:25] Naja: Add meu número novo</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:52:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>‎[26/06/18 14:59:09] Naja: ‎Contact card omitted</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:59:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[26/06/18 14:59:30] Naja: Segue meu novo número</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:59:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>‎[26/06/18 14:59:43] Tacio Degrazia: ‎image om...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:59:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[26/06/18 15:12:45] Naja: hauhaua verdade</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:12:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[26/06/18 15:12:56] Naja: mas moor nao apaga a...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:12:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[26/06/18 15:17:17] Tacio Degrazia: não... nos...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:17:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[26/06/18 15:17:27] Tacio Degrazia: volta e me...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:17:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[26/06/18 15:17:33] Naja: huahua</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:17:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[26/06/18 15:17:38] Tacio Degrazia: escutando ...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:17:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[26/06/18 15:17:42] Naja: digo mais pelos audi...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:17:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[26/06/18 15:17:56] Naja: caso eu precise</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:17:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[26/06/18 15:18:12] Tacio Degrazia: eu sei</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:18:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[26/06/18 15:22:29] Naja: moorrrr</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:22:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[26/06/18 15:22:35] Naja: faz pão amanhã cedo</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:22:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[26/06/18 15:22:40] Naja: 😜</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:22:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[26/06/18 15:22:52] Tacio Degrazia: kkk</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:22:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[26/06/18 15:23:13] Tacio Degrazia: aquele que...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:23:13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[26/06/18 15:23:32] Tacio Degrazia: o Brioche</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:23:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[26/06/18 15:23:35] Naja: o brioche</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:23:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[26/06/18 15:23:39] Tacio Degrazia: certo</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:23:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[26/06/18 15:23:40] Naja: nao sei se assim que...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:23:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[26/06/18 15:23:44] Tacio Degrazia: é</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:23:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[26/06/18 15:27:12] Naja: isso</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:27:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[26/06/18 15:27:23] Naja: tipo deixar programa...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:27:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[26/06/18 15:27:25] Naja: hauhahuahuahaua</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:27:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[26/06/18 15:27:30] Naja: mas tem que programar</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:27:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[26/06/18 15:27:31] Naja: kkkkkkkkkkkkkkkkkkk</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:27:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>[26/06/18 15:27:58] Tacio Degrazia: kkkkkk</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:27:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>[26/06/18 15:28:29] Tacio Degrazia: coloco p f...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:28:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>[26/06/18 15:29:18] Naja: kkkkkkkkkkkkkkkkkkkk...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:29:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>[26/06/18 15:29:21] Naja: ta boom</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:29:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>[26/06/18 15:29:27] Tacio Degrazia: kkkk</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>15:29:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>[26/06/18 16:02:59] Naja: moorrr</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:02:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>[26/06/18 16:03:06] Naja: amanha leo vai ficar...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:03:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>[26/06/18 16:03:08] Naja: comigo</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:03:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>[26/06/18 16:04:08] Naja: leo esta com conjunt...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:04:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>[26/06/18 16:04:08] Tacio Degrazia: hmmm... el...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:04:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>[26/06/18 16:04:17] Tacio Degrazia: sério?!</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:04:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>[26/06/18 16:04:18] Naja: vou passar ele hj a ...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:04:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>[26/06/18 16:04:49] Tacio Degrazia: caraca... ...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:04:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>[26/06/18 16:05:34] Tacio Degrazia: estava bem...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:05:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>[26/06/18 16:07:40] Naja: sim</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:07:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>[26/06/18 16:07:40] Naja: teve um caso de conj...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:07:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>[26/06/18 16:07:55] Naja: nao moor</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:07:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>[26/06/18 16:07:57] Naja: e normal neh</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:07:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>[26/06/18 16:08:04] Naja: um monte de criança ...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:08:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>[26/06/18 16:08:19] Naja: ai junto ele com a i...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>16:08:19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                index      date      time\n",
       "0   [26/06/18 14:52:16] Naja: ‎Messages to this ch...  26/06/18  14:52:16\n",
       "1                       [26/06/18 14:52:16] Naja: Moo  26/06/18  14:52:16\n",
       "2       [26/06/18 14:52:25] Naja: Add meu número novo  26/06/18  14:52:25\n",
       "3    ‎[26/06/18 14:59:09] Naja: ‎Contact card omitted  26/06/18  14:59:09\n",
       "4     [26/06/18 14:59:30] Naja: Segue meu novo número  26/06/18  14:59:30\n",
       "5   ‎[26/06/18 14:59:43] Tacio Degrazia: ‎image om...  26/06/18  14:59:43\n",
       "6           [26/06/18 15:12:45] Naja: hauhaua verdade  26/06/18  15:12:45\n",
       "7   [26/06/18 15:12:56] Naja: mas moor nao apaga a...  26/06/18  15:12:56\n",
       "8   [26/06/18 15:17:17] Tacio Degrazia: não... nos...  26/06/18  15:17:17\n",
       "9   [26/06/18 15:17:27] Tacio Degrazia: volta e me...  26/06/18  15:17:27\n",
       "10                   [26/06/18 15:17:33] Naja: huahua  26/06/18  15:17:33\n",
       "11  [26/06/18 15:17:38] Tacio Degrazia: escutando ...  26/06/18  15:17:38\n",
       "12  [26/06/18 15:17:42] Naja: digo mais pelos audi...  26/06/18  15:17:42\n",
       "13          [26/06/18 15:17:56] Naja: caso eu precise  26/06/18  15:17:56\n",
       "14         [26/06/18 15:18:12] Tacio Degrazia: eu sei  26/06/18  15:18:12\n",
       "15                  [26/06/18 15:22:29] Naja: moorrrr  26/06/18  15:22:29\n",
       "16      [26/06/18 15:22:35] Naja: faz pão amanhã cedo  26/06/18  15:22:35\n",
       "17                        [26/06/18 15:22:40] Naja: 😜  26/06/18  15:22:40\n",
       "18            [26/06/18 15:22:52] Tacio Degrazia: kkk  26/06/18  15:22:52\n",
       "19  [26/06/18 15:23:13] Tacio Degrazia: aquele que...  26/06/18  15:23:13\n",
       "20      [26/06/18 15:23:32] Tacio Degrazia: o Brioche  26/06/18  15:23:32\n",
       "21                [26/06/18 15:23:35] Naja: o brioche  26/06/18  15:23:35\n",
       "22          [26/06/18 15:23:39] Tacio Degrazia: certo  26/06/18  15:23:39\n",
       "23  [26/06/18 15:23:40] Naja: nao sei se assim que...  26/06/18  15:23:40\n",
       "24              [26/06/18 15:23:44] Tacio Degrazia: é  26/06/18  15:23:44\n",
       "25                     [26/06/18 15:27:12] Naja: isso  26/06/18  15:27:12\n",
       "26  [26/06/18 15:27:23] Naja: tipo deixar programa...  26/06/18  15:27:23\n",
       "27          [26/06/18 15:27:25] Naja: hauhahuahuahaua  26/06/18  15:27:25\n",
       "28    [26/06/18 15:27:30] Naja: mas tem que programar  26/06/18  15:27:30\n",
       "29      [26/06/18 15:27:31] Naja: kkkkkkkkkkkkkkkkkkk  26/06/18  15:27:31\n",
       "30         [26/06/18 15:27:58] Tacio Degrazia: kkkkkk  26/06/18  15:27:58\n",
       "31  [26/06/18 15:28:29] Tacio Degrazia: coloco p f...  26/06/18  15:28:29\n",
       "32  [26/06/18 15:29:18] Naja: kkkkkkkkkkkkkkkkkkkk...  26/06/18  15:29:18\n",
       "33                  [26/06/18 15:29:21] Naja: ta boom  26/06/18  15:29:21\n",
       "34           [26/06/18 15:29:27] Tacio Degrazia: kkkk  26/06/18  15:29:27\n",
       "35                   [26/06/18 16:02:59] Naja: moorrr  26/06/18  16:02:59\n",
       "36  [26/06/18 16:03:06] Naja: amanha leo vai ficar...  26/06/18  16:03:06\n",
       "37                   [26/06/18 16:03:08] Naja: comigo  26/06/18  16:03:08\n",
       "38  [26/06/18 16:04:08] Naja: leo esta com conjunt...  26/06/18  16:04:08\n",
       "39  [26/06/18 16:04:08] Tacio Degrazia: hmmm... el...  26/06/18  16:04:08\n",
       "40        [26/06/18 16:04:17] Tacio Degrazia: sério?!  26/06/18  16:04:17\n",
       "41  [26/06/18 16:04:18] Naja: vou passar ele hj a ...  26/06/18  16:04:18\n",
       "42  [26/06/18 16:04:49] Tacio Degrazia: caraca... ...  26/06/18  16:04:49\n",
       "43  [26/06/18 16:05:34] Tacio Degrazia: estava bem...  26/06/18  16:05:34\n",
       "44                      [26/06/18 16:07:40] Naja: sim  26/06/18  16:07:40\n",
       "45  [26/06/18 16:07:40] Naja: teve um caso de conj...  26/06/18  16:07:40\n",
       "46                 [26/06/18 16:07:55] Naja: nao moor  26/06/18  16:07:55\n",
       "47             [26/06/18 16:07:57] Naja: e normal neh  26/06/18  16:07:57\n",
       "48  [26/06/18 16:08:04] Naja: um monte de criança ...  26/06/18  16:08:04\n",
       "49  [26/06/18 16:08:19] Naja: ai junto ele com a i...  26/06/18  16:08:19"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['date'] = df['index'].str.extract('(../../..)', expand=True)\n",
    "df['date']\n",
    "df.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['time'] = df['index'].str.extract('(..:..:..)', expand=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "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>index</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[26/06/18 14:52:16] Naja: ‎Messages to this ch...</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:52:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[26/06/18 14:52:16] Naja: Moo</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:52:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[26/06/18 14:52:25] Naja: Add meu número novo</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:52:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>‎[26/06/18 14:59:09] Naja: ‎Contact card omitted</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:59:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[26/06/18 14:59:30] Naja: Segue meu novo número</td>\n",
       "      <td>26/06/18</td>\n",
       "      <td>14:59:30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               index      date      time\n",
       "0  [26/06/18 14:52:16] Naja: ‎Messages to this ch...  26/06/18  14:52:16\n",
       "1                      [26/06/18 14:52:16] Naja: Moo  26/06/18  14:52:16\n",
       "2      [26/06/18 14:52:25] Naja: Add meu número novo  26/06/18  14:52:25\n",
       "3   ‎[26/06/18 14:59:09] Naja: ‎Contact card omitted  26/06/18  14:59:09\n",
       "4    [26/06/18 14:59:30] Naja: Segue meu novo número  26/06/18  14:59:30"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('newtext.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from os import path\n",
    "from PIL import Image\n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "text = open('whats_csv.csv').read()\n",
    "wordcloud = WordCloud().generate(text)\n",
    "# Generate plot\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wordcloud = WordCloud(max_font_size=50, max_words=100, background_color=\"white\").generate(text)\n",
    "plt.figure()\n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}