hilllary_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"./data/crawled/hillary.tsv\", quoting=3, sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = df.drop_duplicates(subset=\"text\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = df[df[\"text\"].str.len() > 20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>user_id</th>\n",
       "      <th>publish_date</th>\n",
       "      <th>text</th>\n",
       "      <th>user_gender</th>\n",
       "      <th>location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5.216160e+05</td>\n",
       "      <td>5.216160e+05</td>\n",
       "      <td>521616</td>\n",
       "      <td>521616</td>\n",
       "      <td>521616</td>\n",
       "      <td>521616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>504796</td>\n",
       "      <td>521616</td>\n",
       "      <td>3</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-11 16:34:02</td>\n",
       "      <td>@JessikaJayne @OfficialSPGB @BernieSanders @Hi...</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>265234</td>\n",
       "      <td>222952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>8.369851e+17</td>\n",
       "      <td>1.123966e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.428802e+16</td>\n",
       "      <td>2.698188e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.742794e+17</td>\n",
       "      <td>2.200000e+01</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>8.177641e+17</td>\n",
       "      <td>6.558598e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>8.330063e+17</td>\n",
       "      <td>4.698455e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8.585426e+17</td>\n",
       "      <td>2.995432e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.884326e+17</td>\n",
       "      <td>8.864657e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            tweet_id       user_id         publish_date  \\\n",
       "count   5.216160e+05  5.216160e+05               521616   \n",
       "unique           NaN           NaN               504796   \n",
       "top              NaN           NaN  2017-01-11 16:34:02   \n",
       "freq             NaN           NaN                    7   \n",
       "mean    8.369851e+17  1.123966e+17                  NaN   \n",
       "std     2.428802e+16  2.698188e+17                  NaN   \n",
       "min     5.742794e+17  2.200000e+01                  NaN   \n",
       "25%     8.177641e+17  6.558598e+07                  NaN   \n",
       "50%     8.330063e+17  4.698455e+08                  NaN   \n",
       "75%     8.585426e+17  2.995432e+09                  NaN   \n",
       "max     8.884326e+17  8.864657e+17                  NaN   \n",
       "\n",
       "                                                     text user_gender location  \n",
       "count                                              521616      521616   521616  \n",
       "unique                                             521616           3       52  \n",
       "top     @JessikaJayne @OfficialSPGB @BernieSanders @Hi...     UNKNOWN     None  \n",
       "freq                                                    1      265234   222952  \n",
       "mean                                                  NaN         NaN      NaN  \n",
       "std                                                   NaN         NaN      NaN  \n",
       "min                                                   NaN         NaN      NaN  \n",
       "25%                                                   NaN         NaN      NaN  \n",
       "50%                                                   NaN         NaN      NaN  \n",
       "75%                                                   NaN         NaN      NaN  \n",
       "max                                                   NaN         NaN      NaN  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include=\"all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df[\"publish_date\"] = pd.to_datetime(df['publish_date'].astype(str), format='%Y-%m-%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>user_id</th>\n",
       "      <th>publish_date</th>\n",
       "      <th>text</th>\n",
       "      <th>user_gender</th>\n",
       "      <th>location</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>publish_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-11-13</th>\n",
       "      <td>1556</td>\n",
       "      <td>1556</td>\n",
       "      <td>1556</td>\n",
       "      <td>1556</td>\n",
       "      <td>1556</td>\n",
       "      <td>1556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-20</th>\n",
       "      <td>372</td>\n",
       "      <td>372</td>\n",
       "      <td>372</td>\n",
       "      <td>372</td>\n",
       "      <td>372</td>\n",
       "      <td>372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-27</th>\n",
       "      <td>26959</td>\n",
       "      <td>26959</td>\n",
       "      <td>26959</td>\n",
       "      <td>26959</td>\n",
       "      <td>26959</td>\n",
       "      <td>26959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-04</th>\n",
       "      <td>22482</td>\n",
       "      <td>22482</td>\n",
       "      <td>22482</td>\n",
       "      <td>22482</td>\n",
       "      <td>22482</td>\n",
       "      <td>22482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-11</th>\n",
       "      <td>20664</td>\n",
       "      <td>20664</td>\n",
       "      <td>20664</td>\n",
       "      <td>20664</td>\n",
       "      <td>20664</td>\n",
       "      <td>20664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-18</th>\n",
       "      <td>20418</td>\n",
       "      <td>20418</td>\n",
       "      <td>20418</td>\n",
       "      <td>20418</td>\n",
       "      <td>20418</td>\n",
       "      <td>20418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-25</th>\n",
       "      <td>15015</td>\n",
       "      <td>15015</td>\n",
       "      <td>15015</td>\n",
       "      <td>15015</td>\n",
       "      <td>15015</td>\n",
       "      <td>15015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "      <td>10570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-08</th>\n",
       "      <td>15705</td>\n",
       "      <td>15705</td>\n",
       "      <td>15705</td>\n",
       "      <td>15705</td>\n",
       "      <td>15705</td>\n",
       "      <td>15705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-15</th>\n",
       "      <td>16518</td>\n",
       "      <td>16518</td>\n",
       "      <td>16518</td>\n",
       "      <td>16518</td>\n",
       "      <td>16518</td>\n",
       "      <td>16518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-22</th>\n",
       "      <td>31268</td>\n",
       "      <td>31268</td>\n",
       "      <td>31268</td>\n",
       "      <td>31268</td>\n",
       "      <td>31268</td>\n",
       "      <td>31268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-29</th>\n",
       "      <td>21954</td>\n",
       "      <td>21954</td>\n",
       "      <td>21954</td>\n",
       "      <td>21954</td>\n",
       "      <td>21954</td>\n",
       "      <td>21954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-05</th>\n",
       "      <td>14221</td>\n",
       "      <td>14221</td>\n",
       "      <td>14221</td>\n",
       "      <td>14221</td>\n",
       "      <td>14221</td>\n",
       "      <td>14221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-12</th>\n",
       "      <td>23786</td>\n",
       "      <td>23786</td>\n",
       "      <td>23786</td>\n",
       "      <td>23786</td>\n",
       "      <td>23786</td>\n",
       "      <td>23786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-19</th>\n",
       "      <td>21218</td>\n",
       "      <td>21218</td>\n",
       "      <td>21218</td>\n",
       "      <td>21218</td>\n",
       "      <td>21218</td>\n",
       "      <td>21218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-26</th>\n",
       "      <td>19662</td>\n",
       "      <td>19662</td>\n",
       "      <td>19662</td>\n",
       "      <td>19662</td>\n",
       "      <td>19662</td>\n",
       "      <td>19662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-05</th>\n",
       "      <td>18153</td>\n",
       "      <td>18153</td>\n",
       "      <td>18153</td>\n",
       "      <td>18153</td>\n",
       "      <td>18153</td>\n",
       "      <td>18153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-12</th>\n",
       "      <td>13166</td>\n",
       "      <td>13166</td>\n",
       "      <td>13166</td>\n",
       "      <td>13166</td>\n",
       "      <td>13166</td>\n",
       "      <td>13166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-19</th>\n",
       "      <td>15535</td>\n",
       "      <td>15535</td>\n",
       "      <td>15535</td>\n",
       "      <td>15535</td>\n",
       "      <td>15535</td>\n",
       "      <td>15535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-26</th>\n",
       "      <td>20708</td>\n",
       "      <td>20708</td>\n",
       "      <td>20708</td>\n",
       "      <td>20708</td>\n",
       "      <td>20708</td>\n",
       "      <td>20708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-02</th>\n",
       "      <td>15789</td>\n",
       "      <td>15789</td>\n",
       "      <td>15789</td>\n",
       "      <td>15789</td>\n",
       "      <td>15789</td>\n",
       "      <td>15789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-09</th>\n",
       "      <td>9975</td>\n",
       "      <td>9975</td>\n",
       "      <td>9975</td>\n",
       "      <td>9975</td>\n",
       "      <td>9975</td>\n",
       "      <td>9975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-16</th>\n",
       "      <td>5114</td>\n",
       "      <td>5114</td>\n",
       "      <td>5114</td>\n",
       "      <td>5114</td>\n",
       "      <td>5114</td>\n",
       "      <td>5114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-23</th>\n",
       "      <td>6025</td>\n",
       "      <td>6025</td>\n",
       "      <td>6025</td>\n",
       "      <td>6025</td>\n",
       "      <td>6025</td>\n",
       "      <td>6025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-30</th>\n",
       "      <td>4801</td>\n",
       "      <td>4801</td>\n",
       "      <td>4801</td>\n",
       "      <td>4801</td>\n",
       "      <td>4801</td>\n",
       "      <td>4801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-07</th>\n",
       "      <td>16594</td>\n",
       "      <td>16594</td>\n",
       "      <td>16594</td>\n",
       "      <td>16594</td>\n",
       "      <td>16594</td>\n",
       "      <td>16594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-14</th>\n",
       "      <td>12875</td>\n",
       "      <td>12875</td>\n",
       "      <td>12875</td>\n",
       "      <td>12875</td>\n",
       "      <td>12875</td>\n",
       "      <td>12875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-21</th>\n",
       "      <td>12949</td>\n",
       "      <td>12949</td>\n",
       "      <td>12949</td>\n",
       "      <td>12949</td>\n",
       "      <td>12949</td>\n",
       "      <td>12949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-28</th>\n",
       "      <td>14122</td>\n",
       "      <td>14122</td>\n",
       "      <td>14122</td>\n",
       "      <td>14122</td>\n",
       "      <td>14122</td>\n",
       "      <td>14122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-04</th>\n",
       "      <td>19024</td>\n",
       "      <td>19024</td>\n",
       "      <td>19024</td>\n",
       "      <td>19024</td>\n",
       "      <td>19024</td>\n",
       "      <td>19024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-11</th>\n",
       "      <td>10936</td>\n",
       "      <td>10936</td>\n",
       "      <td>10936</td>\n",
       "      <td>10936</td>\n",
       "      <td>10936</td>\n",
       "      <td>10936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-18</th>\n",
       "      <td>8580</td>\n",
       "      <td>8580</td>\n",
       "      <td>8580</td>\n",
       "      <td>8580</td>\n",
       "      <td>8580</td>\n",
       "      <td>8580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-25</th>\n",
       "      <td>6612</td>\n",
       "      <td>6612</td>\n",
       "      <td>6612</td>\n",
       "      <td>6612</td>\n",
       "      <td>6612</td>\n",
       "      <td>6612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-02</th>\n",
       "      <td>5757</td>\n",
       "      <td>5757</td>\n",
       "      <td>5757</td>\n",
       "      <td>5757</td>\n",
       "      <td>5757</td>\n",
       "      <td>5757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-09</th>\n",
       "      <td>4968</td>\n",
       "      <td>4968</td>\n",
       "      <td>4968</td>\n",
       "      <td>4968</td>\n",
       "      <td>4968</td>\n",
       "      <td>4968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-16</th>\n",
       "      <td>13332</td>\n",
       "      <td>13332</td>\n",
       "      <td>13332</td>\n",
       "      <td>13332</td>\n",
       "      <td>13332</td>\n",
       "      <td>13332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-23</th>\n",
       "      <td>4233</td>\n",
       "      <td>4233</td>\n",
       "      <td>4233</td>\n",
       "      <td>4233</td>\n",
       "      <td>4233</td>\n",
       "      <td>4233</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              tweet_id  user_id  publish_date   text  user_gender  location\n",
       "publish_date                                                               \n",
       "2016-11-13        1556     1556          1556   1556         1556      1556\n",
       "2016-11-20         372      372           372    372          372       372\n",
       "2016-11-27       26959    26959         26959  26959        26959     26959\n",
       "2016-12-04       22482    22482         22482  22482        22482     22482\n",
       "2016-12-11       20664    20664         20664  20664        20664     20664\n",
       "2016-12-18       20418    20418         20418  20418        20418     20418\n",
       "2016-12-25       15015    15015         15015  15015        15015     15015\n",
       "2017-01-01       10570    10570         10570  10570        10570     10570\n",
       "2017-01-08       15705    15705         15705  15705        15705     15705\n",
       "2017-01-15       16518    16518         16518  16518        16518     16518\n",
       "2017-01-22       31268    31268         31268  31268        31268     31268\n",
       "2017-01-29       21954    21954         21954  21954        21954     21954\n",
       "2017-02-05       14221    14221         14221  14221        14221     14221\n",
       "2017-02-12       23786    23786         23786  23786        23786     23786\n",
       "2017-02-19       21218    21218         21218  21218        21218     21218\n",
       "2017-02-26       19662    19662         19662  19662        19662     19662\n",
       "2017-03-05       18153    18153         18153  18153        18153     18153\n",
       "2017-03-12       13166    13166         13166  13166        13166     13166\n",
       "2017-03-19       15535    15535         15535  15535        15535     15535\n",
       "2017-03-26       20708    20708         20708  20708        20708     20708\n",
       "2017-04-02       15789    15789         15789  15789        15789     15789\n",
       "2017-04-09        9975     9975          9975   9975         9975      9975\n",
       "2017-04-16        5114     5114          5114   5114         5114      5114\n",
       "2017-04-23        6025     6025          6025   6025         6025      6025\n",
       "2017-04-30        4801     4801          4801   4801         4801      4801\n",
       "2017-05-07       16594    16594         16594  16594        16594     16594\n",
       "2017-05-14       12875    12875         12875  12875        12875     12875\n",
       "2017-05-21       12949    12949         12949  12949        12949     12949\n",
       "2017-05-28       14122    14122         14122  14122        14122     14122\n",
       "2017-06-04       19024    19024         19024  19024        19024     19024\n",
       "2017-06-11       10936    10936         10936  10936        10936     10936\n",
       "2017-06-18        8580     8580          8580   8580         8580      8580\n",
       "2017-06-25        6612     6612          6612   6612         6612      6612\n",
       "2017-07-02        5757     5757          5757   5757         5757      5757\n",
       "2017-07-09        4968     4968          4968   4968         4968      4968\n",
       "2017-07-16       13332    13332         13332  13332        13332     13332\n",
       "2017-07-23        4233     4233          4233   4233         4233      4233"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index = df[\"publish_date\"]\n",
    "df.resample(\"W\").count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## load model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../glove.twitter.27B.100d.txt  ../glove.twitter.27B.25d.txt\r\n",
      "../glove.twitter.27B.200d.txt  ../glove.twitter.27B.50d.txt\r\n"
     ]
    }
   ],
   "source": [
    "%ls ../*.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 1193514 word vectors.\n"
     ]
    }
   ],
   "source": [
    "loadGlove = True\n",
    "if loadGlove:\n",
    "    glove = {}\n",
    "    f = open(\"../glove.twitter.27B.200d.txt\")\n",
    "    for line in f:\n",
    "        values = line.split()\n",
    "        word = values[0]\n",
    "        coefs = np.asarray(values[1:], dtype='float32')\n",
    "        glove[word] = coefs\n",
    "    f.close()\n",
    "    with open(\"./data/glove.pkl\", \"wb\") as f2:\n",
    "        pickle.dump(glove, f2)\n",
    "else:\n",
    "    with open(\"./data/glove.pkl\", \"rb\") as f:\n",
    "        glove = pickle.load(f)\n",
    "print('Found %s word vectors.' % len(glove))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras import backend as K\n",
    "from keras.models import load_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "K.clear_session()\n",
    "hybrid_model = load_model(\"./logs/pretrain_2/hybrid/weights.12.hdf5\")\n",
    "word_model = load_model(\"./logs/pretrain_2/word/weights.10.hdf5\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## preprocess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import data.preprocess as p\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "import pickle\n",
    "import numpy as np\n",
    "from data.char import text_to_1hot_matrix\n",
    "import random\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "embedding_matrix = np.load(\"./data/word_outputs/glove_embedding.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with open(\"./data/word_outputs/vocab.pkl\", \"rb\") as f:\n",
    "    vocab = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "max_len = 40\n",
    "count = 0\n",
    "def tokens2vectors(tokens):\n",
    "    m = np.zeros((max_len, 200))\n",
    "    for i, t in enumerate(tokens[:max_len]):\n",
    "        if t not in vocab[\"word2id\"].keys():\n",
    "            if t in glove:\n",
    "                m[i] = glove[t]\n",
    "        else:\n",
    "            m[i] = embedding_matrix[vocab[\"word2id\"][t]]\n",
    "    return m\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_predictions(_df):\n",
    "    tweets = _df.text.tolist()\n",
    "    _tweets = [p.preprocess_tweet(t) for t in tweets]\n",
    "    print(\"preprocessed tweets\")\n",
    "    _tweets = [t.split(\"\\t\") for t in _tweets]\n",
    "    tweets_word = np.array(list(map(tokens2vectors, _tweets)))\n",
    "    print(tweets_word.shape)\n",
    "    tweets_char = np.array([text_to_1hot_matrix(row) for row in tweets])\n",
    "    \n",
    "    hybrid_preds = np.argmax(hybrid_model.predict([tweets_char, tweets_word], batch_size=128, verbose=1), axis=1)\n",
    "    word_preds = np.argmax(word_model.predict(tweets_word, batch_size=128, verbose=1), axis=1)\n",
    "    return hybrid_preds, word_preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def draw_graph(_df, splitted=True):\n",
    "    date = []\n",
    "    hybrid = []\n",
    "    word = []\n",
    "    agree = []\n",
    "    if not splitted:\n",
    "        splitted_df = []\n",
    "        for group_name, df_group in _df.groupby(pd.TimeGrouper(\"W\")):\n",
    "            if group_name.year == 2017 and group_name.month >= 1:\n",
    "                #df_group = df_group.sample(n=5000)\n",
    "                hybrid_preds, word_preds = get_predictions(df_group)\n",
    "                splitted_df.append({\"date\": group_name, \n",
    "                                           \"hybrid_preds\": hybrid_preds,\n",
    "                                           \"word_preds\": word_preds,\n",
    "                                            \"df\": df_group})\n",
    "    else:\n",
    "        splitted_df = _df\n",
    "        \n",
    "    \n",
    "    for timeframe in splitted_df:\n",
    "        date.append(timeframe[\"date\"])\n",
    "\n",
    "        total = len(timeframe[\"hybrid_preds\"])\n",
    "\n",
    "        hybrid.append(np.count_nonzero(timeframe[\"hybrid_preds\"])/total)\n",
    "        word.append(np.count_nonzero(timeframe[\"word_preds\"])/total)\n",
    "        \n",
    "        agree_count = 0\n",
    "        for i in range(len(timeframe[\"hybrid_preds\"])):\n",
    "            if (timeframe[\"hybrid_preds\"][i] == timeframe[\"word_preds\"][i] \n",
    "                and timeframe[\"hybrid_preds\"][i] == 1):\n",
    "                agree_count += 1\n",
    "        agree.append(agree_count/total)\n",
    "        timeframe[\"agree_count\"] = agree_count\n",
    "    plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%m/%d'))\n",
    "    plt.plot(date, hybrid)\n",
    "    plt.gcf().autofmt_xdate()\n",
    "    \n",
    "    #plt.title('among 295,000 tweets from United Kingdom randomly sampled', \n",
    "    #           fontsize=12)\n",
    "    #plt.suptitle('Tweets classified as Abusive Language', \n",
    "    #           fontsize=14, fontweight='bold')\n",
    "    plt.xlabel('date (calculated weekly)', fontweight='bold')\n",
    "    plt.ylabel('percentage', fontweight='bold')\n",
    "    plt.legend()\n",
    "    \n",
    "    plt.gcf().set_size_inches(10, 6)    \n",
    "    plt.show()\n",
    "    return splitted_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "preprocessed tweets\n",
      "(10570, 40, 200)\n",
      "10570/10570 [==============================] - 2s      \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "10368/10570 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(15705, 40, 200)\n",
      "15705/15705 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "15360/15705 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(16518, 40, 200)\n",
      "16518/16518 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "15616/16518 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(31268, 40, 200)\n",
      "31268/31268 [==============================] - 4s     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      "30464/31268 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(21954, 40, 200)\n",
      "21954/21954 [==============================] - 4s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "21504/21954 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(14221, 40, 200)\n",
      "14221/14221 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "13440/14221 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(23786, 40, 200)\n",
      "23786/23786 [==============================] - 3s     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\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "23296/23786 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(21218, 40, 200)\n",
      "21218/21218 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "20736/21218 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(19662, 40, 200)\n",
      "19662/19662 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "19072/19662 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(18153, 40, 200)\n",
      "18153/18153 [==============================] - 2s     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      "17280/18153 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(13166, 40, 200)\n",
      "13166/13166 [==============================] - 1s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "12288/13166 [==========================>...] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(15535, 40, 200)\n",
      "15535/15535 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "14848/15535 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(20708, 40, 200)\n",
      "20708/20708 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "20480/20708 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(15789, 40, 200)\n",
      "15789/15789 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "15789/15789 [==============================] - 0s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "preprocessed tweets\n",
      "(9975, 40, 200)\n",
      "9975/9975 [==============================] - 1s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "9216/9975 [==========================>...] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(5114, 40, 200)\n",
      "5114/5114 [==============================] - 0s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "5114/5114 [==============================] - 0s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "preprocessed tweets\n",
      "(6025, 40, 200)\n",
      "6025/6025 [==============================] - 1s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "5248/6025 [=========================>....] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(4801, 40, 200)\n",
      "4801/4801 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "4224/4801 [=========================>....] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(16594, 40, 200)\n",
      "16594/16594 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "16384/16594 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(12875, 40, 200)\n",
      "12875/12875 [==============================] - 1s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "12288/12875 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(12949, 40, 200)\n",
      "12949/12949 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "12672/12949 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(14122, 40, 200)\n",
      "14122/14122 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "13184/14122 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(19024, 40, 200)\n",
      "19024/19024 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "18304/19024 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(10936, 40, 200)\n",
      "10936/10936 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "10880/10936 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(8580, 40, 200)\n",
      "8580/8580 [==============================] - 1s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "8192/8580 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(6612, 40, 200)\n",
      "6612/6612 [==============================] - 0s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "6272/6612 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(5757, 40, 200)\n",
      "5757/5757 [==============================] - 0s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "5248/5757 [==========================>...] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(4968, 40, 200)\n",
      "4968/4968 [==============================] - 0s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "4224/4968 [========================>.....] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(13332, 40, 200)\n",
      "13332/13332 [==============================] - 2s     \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "13312/13332 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bpreprocessed tweets\n",
      "(4233, 40, 200)\n",
      "4224/4233 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/homes/jhpark/anaconda2/envs/tf/lib/python3.4/site-packages/matplotlib/axes/_axes.py:545: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n",
      "  warnings.warn(\"No labelled objects found. \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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zp/LYGwfYc/REYIMTEZFhUbIWwZ7feZR1u2v5/CUlI9ruGgtcLsPnL53BTz68mD1HW7nm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\nZmZmZlbGXKyZmZmZlbH/A1O8D7HQ318QAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6575710a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "splitted_df = draw_graph(df, splitted=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/homes/jhpark/anaconda2/envs/tf/lib/python3.4/site-packages/matplotlib/axes/_axes.py:545: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n",
      "  warnings.warn(\"No labelled objects found. \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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UQgSLrytr3wd+CVwOpALlwHeNCkoIIxWkx5McF8XeI+3j/iytNRuqm1laYiE2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\nrIS5WTMzMzMrYf8PKVtoCFiMawwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f65833afd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "splitted_df = draw_graph(splitted_df, splitted=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.07319570204032355, 30314, 414150)"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_count = 0\n",
    "total_abusive = 0\n",
    "\n",
    "for timeframe in splitted_df:\n",
    "    total_abusive += timeframe[\"agree_count\"]\n",
    "    total_count += len(timeframe[\"df\"])\n",
    "total_abusive/total_count, total_abusive, total_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "total_texts = []\n",
    "total_gender = []\n",
    "total_location = []\n",
    "\n",
    "abusive_texts = []\n",
    "abusive_gender = []\n",
    "abusive_location = []\n",
    "\n",
    "for timeframe in splitted_df:\n",
    "    texts = timeframe[\"df\"].text.tolist()\n",
    "    gender = timeframe[\"df\"].user_gender.tolist()\n",
    "    location = timeframe[\"df\"].location.tolist()\n",
    "    assert len(texts) == len(gender) and len(gender) == len(location)\n",
    "    assert len(timeframe[\"hybrid_preds\"]) == len(texts)\n",
    "    \n",
    "    for i, pred in enumerate(timeframe[\"hybrid_preds\"]):\n",
    "        if timeframe[\"word_preds\"][i] == pred and pred == 1:\n",
    "            abusive_texts.append(texts[i])\n",
    "            abusive_gender.append(gender[i])\n",
    "            abusive_location.append(location[i])\n",
    "            \n",
    "    total_texts += texts\n",
    "    total_gender += gender\n",
    "    total_location +=  location\n",
    "\n",
    "assert len(total_texts) == len(total_gender) and len(total_texts) == len(total_location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Did this bitch just refer to her email as a nothing Burger? #Hillary #Tucker',\n",
       " \"All along they knew. And @HillaryClinton was attacked from all angles. She's bad ass\",\n",
       " \"@noelcourage @VABVOX @HillaryClinton @ChelseaClinton What kind of Woman LET'S MEN convince her to hate Women in power, & to demand silence?\",\n",
       " '@sophievodka @VitalVoices If @HillaryClinton is a \"queen\" does that make her followers her little serfs? #LockHerUp #crookedclintons',\n",
       " '@tonyposnanski @HillaryClinton Lmao you are too... Amazingly stupid that is',\n",
       " \"#President Trump gets full control her ass is going down! I can't wait! If they execute her publicly you will hear a deafening applause! @JebSanford @HillaryClinton Sorry can't do that she may decide to come and live in the UK.\",\n",
       " \"@bocavista2016 @HillaryClinton @billclinton & @ChelseaClinton don't view #rape as a crime. I'll bet #slickwilly was in #Sweden #Sexual 👇\\U0001f3fd\",\n",
       " '@ljkoolone @lely_01 @MissMandyHale @M2theM77 @HillaryClinton Zip it, bozo.',\n",
       " \"@Patrici15767099 @yashar @HillaryClinton @AprilDRyan @MaxineWaters she lost because she is an arrogant unethical globalist who doesn't care\",\n",
       " '#Hillary is desperate to hide her #PizzaGate connections. #disgusting #pedophiles speaking at #Wellesley',\n",
       " \".@HillaryClinton wait you're still around??? I think you need to go back into the woods #irrelevant\",\n",
       " 'Instead of fishing for moby dick they should concentrate on @HillaryClinton plenty of evidence #SethRich #Benghazi #emails #whitewater ....',\n",
       " '@AmyMek @POTUS @POTUS SUPPORTS the Parents of VICTIMS of Criminals. #Hillary & Dems GLORIFY the Mothers of Criminals. #WTF? #Hypocrisy',\n",
       " '@YvetteKopp @SunflowerSoul71 @HillaryClinton @NYGovCuomo ...and with her~',\n",
       " 'So @HillaryClinton and Co. had Seth Rich murdered because he was exposing their corruption through @wikileaks? About right @mitchellvii @DNC',\n",
       " '@HillaryClinton @YouTube Misogynist Senate rule 19 only a person w/ a penis is allowed 2 read CSKing #LetLizTalk #LetHerSpeak #ShePersisted',\n",
       " '@HillaryClinton YOU ARE NOT A WOMAN AND YOU DO NOT DEFEND LITTLE GIRLS. YOU ENCOURAGE RIOTING AGAINST TRUMP. SORE LOSER GIVE IT UP.',\n",
       " 'people at @CNN #KathyGriffin #HillaryCLinton <--all of their vulgarity & hate & evil, makes left look mentally ill, morally void & soulless',\n",
       " 'If you woke up every morning & knew 30% of the population would believe anything you said, would you just make up disgusting lies❓ .@KellyannePolls: @HillaryClinton believes in #abortion 1 hour before birth #RoadToMajority',\n",
       " '@HillaryClinton it was Bill not Dick',\n",
       " '#UglyTruth Saudis gave millions to #HillaryClinton FOR WHAT? Was she helping to get kids to Saudi pedophiles in UN?Hillary committed treason',\n",
       " \"@YerboutiSheik @HillaryClinton it's exactly who we are now shut your fucking dead hole up witch. \\U0001f595\",\n",
       " \"@ellak96 @jeffzeleny @HillaryClinton @billclinton @realDonaldTrump I think it would be seen as being a sore loser if she didn't.\",\n",
       " \"@TuckerCarlson @LindseyGrahamSC @HillaryClinton @FoxNews That's bullshit by every metric. #republicanshavenoshame\",\n",
       " '#WomenWhoHaveInspiredMe My mother, @MichelleObama, @HillaryClinton, @halsey, countless other mentors and friends. Great role models!',\n",
       " \"@Cole_World00 @sitrapont @VeeVee @HillaryClinton @POTUS no no it won't loser\",\n",
       " '@DWStweets @HillaryClinton @realDonaldTrump @AnneFrankCenter Keep poking the bear, dummy.',\n",
       " \"@HillaryClinton you didn't give a sh!t when the victims of #slickwilly resisted his advances. #billclintonisarapist #crookedhillary\",\n",
       " '#HillaryClinton #BillClinton add yet another to the #ClintonBodyCount 2 in 1 week #klauseberwein suicide my ass. #usa #dnc @jeffsessions',\n",
       " '.@realTrumpCake Send 2 OvalOffice w/ #Hillary in it so she can JUMP out wearin a #HelloKitty pantsuit screamin #pussygrabsback ! #TrumpCake',\n",
       " \"Ain't one big enough for her big ass melon. Yeah, I'm talking about YOU @HillaryClinton\",\n",
       " \"Today @HillaryClinton reiterated her enthusiasm to bomb #Syria and also blamed Bernie Sanders for liberals' disgust with her. #StillWithHer\",\n",
       " '@HillaryClinton lying bitch you lost because your a lying corrupt bitch. Not Russia',\n",
       " \"Y'all shoulda voted #HillaryClinton! HRC knew #MuslimBan against good fully-vetted refugees was EVIL. Nothing but h8 2 hurt innocents.\",\n",
       " '@AvieAvie47 @andyinvictus @DailyMail @piersmorgan @HillaryClinton The Rock is a hollywood sellout. #BoycottRocksMovies',\n",
       " \"@VABVOX @Lee_in_Iowa @HillaryClinton she was right. It's pathetic that they can't acknowledge that.\",\n",
       " \"@2844108wl @YourAnonNews @YouTube @HillaryClinton Poor misguided Wendy. Don't bring no bu bu but Hillary shit round no more. #FuckTrump\",\n",
       " '@HillaryClinton then do it in the streets lazy bum',\n",
       " '@realDonaldTrump @HillaryClinton @POTUS Dump t is so delusional he must have frontal lope dementia. We not all stupid, GOP running the show',\n",
       " '@HillaryClinton admitted the fact herself. 😂 Damn, I feel so sorry about them slaves Hillary & Bill had in their slave mansion.. Good grief.',\n",
       " '@rolandscahill @HillaryClinton yep. And what the grown ups call a sore loser showing her lack of class.',\n",
       " 'OMG #JAMESCOMEY lying his ass off, live on TV> Your credibility is shot Sir, given you let @HillaryClinton walk free, #RESIGN #NOCONFIDENCE',\n",
       " '@TANSTAAFL24 @mitchellvii @HillaryClinton … purpose is fake. Just a run of the mill temper fit.',\n",
       " '@AprilDRyan @HillaryClinton she your main man',\n",
       " \"#HillaryClinton Obama beat her, Trump beat her. She's 0-2\",\n",
       " \"@thefrogshrugged @StephSab13 @TrumpIsA10 @transbyJC @HillaryClinton I'd give blowjobs if I was in the Oval Office tf\",\n",
       " '@TG_nevertrump @SenSanders @HillaryClinton SHE IS NOT PROGRESSIVE! She was a repub masked as a demo taking same money. All talk for votes',\n",
       " '@artist10157 Really, you dolt? You OBVIOUSLY have no idea who @HillaryClinton is. You must be a Bernster...aka an idgit.',\n",
       " \"@HillaryClinton @joy18764 @realDonaldTrump unless you are aborted, then you don't matter\",\n",
       " '@billclinton is the king of the day for ogling Ivanka. @MichelleObama is the queen for all of her stank face & side eye. @HillaryClinton too',\n",
       " '@Jelson81 @PoliticalKathy @RoamingMil 1 thing we know 4 sure is that @HillaryClinton & @POTUS44 both favor partial-birth abortion. @POTUS',\n",
       " '@OminousPie #followthemoney #pedosatanists #pizzagate #podesta #hillary #alefantis #obama please @POTUS stop #childabuse #childtrafficking',\n",
       " \"Prove it. She didn't need the job. @POTUS shows more traitorous and corruption than @HillaryClinton\",\n",
       " '@finkelbaripie @lsarsour Indeed she must continue activism but she should not divide women by omitting #Hillary. WOMEN are #strongertogether',\n",
       " '@POTUS @realDonaldTrump @HillaryClinton @NSAGov @FBI @CIA @NoradNorthcom @EPA @usairforce @USArmy @USNavy @PocatelloPD @ChubbuckPolice @DRUDGE @InfowarsReports @RealAlexJones @DrudgeBuzz @clif_high @geraldcelente @maxkeiser @KeiserReport Still going all out. More spray now. 2 jets side by side. Different spray consistencies. #geoengineering #OpChemtrails poison',\n",
       " '.@BarackObama @HillaryClinton Can one (or both) of you sue this rabid, mange-haired mongrel for slander/libel please? #TakeItAll',\n",
       " \"@HillaryClinton @American_Libera don't stand too long you old drunk cunt. You will fall down again\",\n",
       " 'You job, we job, hijab, but she no job (other than a blow job) because she a woman #hillary #evilregimes #gulf #islam #saudi #qatar #libtard',\n",
       " '@SteveZiss0u @JVC341 @CIA @HillaryClinton @georgesoros ignorance abounds from the ignorant racist morons that are trumpkins',\n",
       " \"@Bisquettet @HillaryClinton @michaelnutter We simply don't care what you & your fascist Oligarch Trumpistas think. You're irrelevant.\",\n",
       " \"@HillaryClinton what 50% of America envisions is your big alcoholic ass being slammed behind a locked prison house door! U can take Todo 2! This year hasn't been what I envisioned, but I know what I'm still fighting for: a kinder, big-hearted, inclusive America. Onward!\",\n",
       " 'Honestly @HillaryClinton needs a medal. The fact that she has to attend this motherfuckers inauguration for \"tradition\"... #StillWithHer',\n",
       " '@thefrogshrugged @StephSab13 @TrumpIsA10 @transbyJC @HillaryClinton everyone gives blowjob, so what? Grow up',\n",
       " '@HillaryClinton Like taking a life in a womb!',\n",
       " '@HillaryClinton bible titus 1:10/16 you must 1st stop mistreatment to men as infants to then have better treatment for women foreign&allskin',\n",
       " '@katyperry @TheAnonnMessage @BestBuy @Apple 7/11 MOTHERFUCKERS @Google @MariahCarey GETTING SERVED @POTUS @HillaryClinton @realDonaldTrump',\n",
       " '@JamieRighetti @AshleyJudd @girlsreallyrule Thank the Lord above, that the Fraud, Evil & Racist, #nastywoman @HillaryClinton did not win.',\n",
       " \"At least they'll be alive protected from #Hillary'sMuslims @GeorgWebb #Islam #Guandolo @UTT #UTT #ActForAmerica #Brigitte\",\n",
       " 'Comey covered up the Hillary Clinton murder of DNC whistleblower Seth Rich #Comey #SethRich #HillaryClinton',\n",
       " \"@HillaryClinton here is a Jew hating anti-semite you detest. Based on her attire, I'm not thinking white Christian.\",\n",
       " '@Zczartist @tonyposnanski @HillaryClinton Still A Loser.',\n",
       " '...but she would have zero problem with a life long sleazy politician like @HillaryClinton running the country...further into the ground.',\n",
       " 'As we get closer to PROVING #TrumpRussia collusion, @GOP predictably invokes @HillaryClinton What a bunch of Pussies. #TheResistance',\n",
       " \"@realDonaldTrump @HillaryClinton WH is only doing that because they're a bunch of cocksuckers!!\",\n",
       " \"@grammy4lphhl @richcasa @realDonaldTrump @HillaryClinton Not me, She would have been more legitimate than asshole but that's ancient history\",\n",
       " '@ABC Hillary is now the cause of 2 healthcare plans for Americans going down. She is responsible for ACA being repealed. @HillaryClinton',\n",
       " \"@HillaryClinton underpays women, @SenWarren underpays women. @POTUS Trump Industries = 50+% of execs are women. Who's sexist? #sheeple\",\n",
       " \"Word. We need to stop being dicks. No more @HillaryClinton or @SenSanders talk- yesterday's news. Focus on @MichelleObama and @RepJoeKennedy\",\n",
       " 'Wow a woman in politics with common sense & intelligence, take that #hillary & #pelosi this woman puts you bitches to shame #AyaanHirsiAli',\n",
       " 'Lincoln Abraham Lincoln #lincoln #abraham #abrahamlincoln #president #presidents #usa #obama #trump #hillary...',\n",
       " '#adaywithoutwomen is a great day. We should condemn people like @billclinton for rape & @HillaryClinton for threatening victims.',\n",
       " '@asamjulian @HillaryClinton @4ReUnitedStates Hillary shut up,Obama did and said the same crap you just parroted. You disgraceful liar.👿',\n",
       " '@katyperry @zeldawilliams @michaeljackson @Airbnb @SenSanders @HillaryClinton @MariahCarey @oliviawilde @RealRonHoward @Apple YO FUCK U RAMS',\n",
       " '@realDonaldTrump @CNN @HillaryClinton You really are a petulant teenage girl. You lost the popular vote. Big time. Huge. Sorry. Sad.',\n",
       " \"@HillaryClinton won't condemn violence by liberals on Republicans. She wants all Republicans dead.\",\n",
       " '#Liberals @HillaryClinton...America must destroy Roe vs. Wade! We must repopulate against #Radicalized Islam!',\n",
       " 'I guess #MerylStreep has no issues with how @HillaryClinton took millions from Middle Eastern countries that abuse women & torture them',\n",
       " '@AustinDam @VeeVee @realDonaldTrump @HillaryClinton of course You did vote for the loser!!',\n",
       " 'THEY are weak #Podesta #Hillary #GodBlessAmerica #illuminati #Pizzagate #illuminati #SatanicRitualAbuse #NWO #Luciferian #Rothschild #Trump',\n",
       " 'When @HillaryClinton was doing something not even half as #nasty weren\\'t you screaming \"Lock her up?\" Yes. You were.',\n",
       " '#IKnewWeWereDoomed When @HillaryClinton cry babies let Hollywood speak for them and thinks they live like ordinary women....wrong',\n",
       " '@HillaryClinton is a corrupt ignorant fraud. Wake up to reality!',\n",
       " \"@MemeForceOne @Parker9_ @HillaryClinton Wait.... Now it's ELEVEN MILLION illegals??? I remember when you idiotic bigots said 3—and later 4.\",\n",
       " '@hardball @anniekarni @realDonaldTrump @HillaryClinton keep praising the woman who allows her women to be raped😠',\n",
       " 'Hillary, shut up. @HillaryClinton',\n",
       " 'Goodbye 2016 #Hillary You Crooked Crazy Ass Bitch! Hello 2017 #Trump You Magnificent Smart Tough #POTUS !!! - #MAGA #',\n",
       " 'Another leftist liar @SportsPlusShow @HillaryClinton She paid more than $10,000,000 in taxes while he paid NONE. #moronic',\n",
       " '@ABCPolitics @KellyannePolls how messed up is she?You really think #PresidentObama and #HillaryClinton \"embraced\" #trump A #racist & #sexist',\n",
       " \"DesperateMuch @HillaryClinton @johnpodesta @BarackObama #EnemyEmbed? All the fake #CommieBastsard profilesNworld won't save yo asses #DOOMED\",\n",
       " '@HillaryClinton @POTUS Maybe MUSLIMS ??']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random.sample(abusive_texts, 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### total gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8bq+b00SgM9WoXUCioECemEEER1oY2tvbO6nxlPiEoemTe6qu0Q60a9svfnTS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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f65833c8a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie([total_gender.count(\"UNKNOWN\"), total_gender.count(\"MALE\"), total_gender.count(\"FEMALE\")] , \n",
    "        labels=[\"UNKNOWN\", \"MALE\", \"FEMALE\"], colors=['grey', 'yellowgreen', 'lightcoral'],\n",
    "        shadow=True, startangle=140, autopct='%1.1f%%')\n",
    " \n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OuyXdEqIUyLFzoSRJc2RZvljEyQMaje4lk2nWbru9TcT541VbZrfQsdsJ4BdhbvvkBLCQ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\nOPH/AUyOUyIWrvZyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f65882cf860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie([abusive_gender.count(\"UNKNOWN\"), abusive_gender.count(\"MALE\"), abusive_gender.count(\"FEMALE\")] , \n",
    "        labels=[\"UNKNOWN\", \"MALE\", \"FEMALE\"], colors=['grey', 'yellowgreen', 'lightcoral'],\n",
    "        shadow=True, startangle=140, autopct='%1.1f%%')\n",
    " \n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "total_location_counter= Counter(total_location)\n",
    "abusive_location_counter= Counter(abusive_location)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "us_state_abbrev = {\n",
    "    'Alabama': 'AL',\n",
    "    'Alaska': 'AK',\n",
    "    'Arizona': 'AZ',\n",
    "    'Arkansas': 'AR',\n",
    "    'California': 'CA',\n",
    "    'Colorado': 'CO',\n",
    "    'Connecticut': 'CT',\n",
    "    'Delaware': 'DE',\n",
    "    'Florida': 'FL',\n",
    "    'Georgia': 'GA',\n",
    "    'Hawaii': 'HI',\n",
    "    'Idaho': 'ID',\n",
    "    'Illinois': 'IL',\n",
    "    'Indiana': 'IN',\n",
    "    'Iowa': 'IA',\n",
    "    'Kansas': 'KS',\n",
    "    'Kentucky': 'KY',\n",
    "    'Louisiana': 'LA',\n",
    "    'Maine': 'ME',\n",
    "    'Maryland': 'MD',\n",
    "    'Massachusetts': 'MA',\n",
    "    'Michigan': 'MI',\n",
    "    'Minnesota': 'MN',\n",
    "    'Mississippi': 'MS',\n",
    "    'Missouri': 'MO',\n",
    "    'Montana': 'MT',\n",
    "    'Nebraska': 'NE',\n",
    "    'Nevada': 'NV',\n",
    "    'New Hampshire': 'NH',\n",
    "    'New Jersey': 'NJ',\n",
    "    'New Mexico': 'NM',\n",
    "    'New York': 'NY',\n",
    "    'North Carolina': 'NC',\n",
    "    'North Dakota': 'ND',\n",
    "    'Ohio': 'OH',\n",
    "    'Oklahoma': 'OK',\n",
    "    'Oregon': 'OR',\n",
    "    'Pennsylvania': 'PA',\n",
    "    'Rhode Island': 'RI',\n",
    "    'South Carolina': 'SC',\n",
    "    'South Dakota': 'SD',\n",
    "    'Tennessee': 'TN',\n",
    "    'Texas': 'TX',\n",
    "    'Utah': 'UT',\n",
    "    'Vermont': 'VT',\n",
    "    'Virginia': 'VA',\n",
    "    'Washington': 'WA',\n",
    "    'West Virginia': 'WV',\n",
    "    'Wisconsin': 'WI',\n",
    "    'Wyoming': 'WY',\n",
    "    \"Unknown\": \"UNKNOWN\"\n",
    "}\n",
    "\n",
    "codes_key = {}\n",
    "for key in us_state_abbrev:\n",
    "    codes_key[us_state_abbrev[key]] = key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1: Unknown\n",
      "2: California\n",
      "3: New York\n",
      "4: Florida\n",
      "5: Texas\n",
      "6: Washington\n",
      "7: Pennsylvania\n",
      "8: Illinois\n",
      "9: Massachusetts\n",
      "10: North Carolina\n",
      "11: Virginia\n",
      "12: Ohio\n",
      "13: Georgia\n",
      "14: Arizona\n",
      "15: New Jersey\n",
      "16: Michigan\n",
      "17: Colorado\n",
      "18: Tennessee\n",
      "19: Nevada\n",
      "20: Missouri\n",
      "21: Oregon\n",
      "22: Maryland\n",
      "23: Indiana\n",
      "24: South Carolina\n",
      "25: Minnesota\n"
     ]
    }
   ],
   "source": [
    "for i, (state, count) in enumerate(total_location_counter.most_common(26)):\n",
    "    if state != \"None\":\n",
    "        print(\"%s: %s\" % (i, codes_key[state]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1: Unknown\n",
      "2: California\n",
      "3: New York\n",
      "4: Florida\n",
      "5: Texas\n",
      "6: Pennsylvania\n",
      "7: Washington\n",
      "8: Illinois\n",
      "9: North Carolina\n",
      "10: Arizona\n",
      "11: Virginia\n",
      "12: Ohio\n",
      "13: Georgia\n",
      "14: Massachusetts\n",
      "15: New Jersey\n",
      "16: Colorado\n",
      "17: Michigan\n",
      "18: Nevada\n",
      "19: Tennessee\n",
      "20: Missouri\n",
      "21: Indiana\n",
      "22: Oregon\n",
      "23: Maryland\n",
      "24: South Carolina\n",
      "25: Alabama\n"
     ]
    }
   ],
   "source": [
    "for i, (state, count) in enumerate(abusive_location_counter.most_common(26)):\n",
    "    if state != \"None\":\n",
    "        print(\"%s: %s\" % (i, codes_key[state]))\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## co-occuring words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "from nltk.tokenize import TweetTokenizer\n",
    "from nltk.corpus import stopwords\n",
    "from nltk import pos_tag\n",
    "import string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "stopWords = set(stopwords.words('english'))\n",
    "translator = str.maketrans('', '', string.punctuation)\n",
    "tknzr = TweetTokenizer(reduce_len=True, preserve_case=False, strip_handles=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "total_words = Counter()\n",
    "true_words = Counter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['#hello', 'world']"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tknzr.tokenize(\"#hello world\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for tokens in [tknzr.tokenize(t.translate(translator)) for t in abusive_texts]:\n",
    "    words = list(filter(lambda x: x not in stopWords, tokens))\n",
    "    true_words.update(words)\n",
    "for tokens in [tknzr.tokenize(t.translate(translator)) for t in total_texts]:\n",
    "    total_words.update(list(filter(lambda x: x not in stopWords, tokens)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(188005, 40111)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(total_words), len(true_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "remove = [\"MD\", \"DT\", \"RP\", \"IN\", \"RB\", \"VB\", \"CD\"]\n",
    "blacklist = [\"dont\", \"u\", \"didnt\", \"im\", \"right\", \"🇺\", \"🇸\"]\n",
    "_total_words = list(filter(lambda word: pos_tag([word[0]])[0][1] not in remove and word[0] not in blacklist, total_words.most_common(1000)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hillaryclinton 383388\n",
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      "humaabedin 842\n",
      "deserve 841\n",
      "prez 841\n",
      "misogyny 839\n",
      "pass 838\n",
      "disgusting 838\n",
      "john 837\n",
      "comment 837\n",
      "immunity 837\n",
      "mention 835\n",
      "caught 835\n",
      "govt 834\n",
      "grace 833\n",
      "youll 830\n",
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      "attend 827\n",
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      "low 826\n",
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      "ny 824\n",
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      "jamescomeyfbi 810\n",
      "step 810\n",
      "mmflint 809\n",
      "kill 809\n",
      "die 804\n",
      "bullshit 801\n",
      "daily 801\n",
      "hill 800\n",
      "cheating 795\n",
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      "leaders 789\n",
      "protect 788\n",
      "prosecute 787\n",
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      "‍ 787\n",
      "example 785\n",
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      "weiner 784\n",
      "crying 784\n",
      "ag 782\n",
      "elect 782\n",
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      "loved 780\n",
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      "throw 773\n",
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      "investigations 770\n",
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      "tcot 769\n",
      "france 768\n",
      "commencement 768\n",
      "countries 767\n",
      "count 762\n",
      "enjoy 762\n",
      "dumb 758\n",
      "oprah 758\n",
      "mom 757\n",
      "progressive 757\n",
      "due 756\n",
      "nydailynews 755\n",
      "statement 755\n",
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      "sit 750\n",
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      "bless 749\n",
      "morningjoe 749\n",
      "account 749\n",
      "yesterday 747\n",
      "focus 745\n",
      "listening 743\n",
      "stolen 743\n",
      "half 742\n",
      "exposed 742\n",
      "picture 741\n",
      "rosie 741\n",
      "afraid 741\n",
      "doj 741\n",
      "🙏 740\n",
      "apology 740\n",
      "post 739\n",
      "werent 738\n",
      "impeachtrump 737\n",
      "followers 736\n",
      "tough 735\n",
      "awesome 734\n",
      "wife 731\n",
      "beautiful 731\n",
      "orange 730\n",
      "cbsnews 729\n",
      "supporting 729\n",
      "responsible 729\n",
      "daughter 729\n",
      "tweeting 728\n",
      "agenda 728\n",
      "strength 727\n",
      "haiti 726\n",
      "reasons 726\n",
      "cry 725\n",
      "intelligence 723\n",
      "longer 723\n",
      "nixon 722\n",
      "learned 722\n",
      "obstruction 722\n",
      "perfect 720\n",
      "sell 720\n",
      "welcome 720\n",
      "created 719\n",
      "jordanuhl 717\n",
      "seem 717\n",
      "mistake 714\n",
      "able 714\n",
      "involved 713\n",
      "none 712\n",
      "living 712\n",
      "admin 712\n",
      "tweeted 712\n",
      "strongertogether 711\n",
      "deleted 711\n",
      "poll 709\n",
      "tatiana 708\n",
      "🔥 707\n",
      "tucker 703\n",
      "chose 702\n",
      "loves 702\n",
      "boy 699\n",
      "clintonfoundation 699\n",
      "crook 697\n",
      "laws 697\n",
      "taken 695\n",
      "walk 694\n",
      "illegals 694\n"
     ]
    }
   ],
   "source": [
    "for word, count in _total_words:\n",
    "    print(\"%s %s\" % (word, count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "remove = [\"MD\", \"DT\", \"RP\", \"IN\", \"RB\", \"VB\", \"CD\"]\n",
    "_true_words = list(filter(lambda word: pos_tag([word[0]])[0][1] not in remove and word[0] not in blacklist, true_words.most_common(1000)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hillaryclinton 28098\n",
      "hillary 4374\n",
      "realdonaldtrump 2286\n",
      "potus 2016\n",
      "trump 1935\n",
      "ass 1792\n",
      "foxnews 1727\n",
      "women 1675\n",
      "bitch 1161\n",
      "clinton 1087\n",
      "woman 1049\n",
      "people 969\n",
      "lost 956\n",
      "😂 927\n",
      "shes 889\n",
      "obama 879\n",
      "barackobama 841\n",
      "billclinton 813\n",
      "us 787\n",
      "youre 782\n",
      "white 759\n",
      "president 694\n",
      "think 678\n",
      "america 673\n",
      "cant 659\n",
      "said 658\n",
      "womensmarch 655\n",
      "cnn 646\n",
      "loser 637\n",
      "time 608\n",
      "want 606\n",
      "thats 594\n",
      "shit 586\n",
      "got 574\n",
      "lying 568\n",
      "sensanders 554\n",
      "fuck 548\n",
      "fucking 538\n",
      "men 531\n",
      "hate 526\n",
      "vote 518\n",
      "need 517\n",
      "rights 502\n",
      "bill 487\n",
      "dnc 473\n",
      "real 460\n",
      "child 459\n",
      "lol 452\n",
      "corrupt 451\n",
      "stop 451\n",
      "man 449\n",
      "prison 441\n",
      "rapist 439\n",
      "good 437\n",
      "jail 430\n",
      "lockherup 423\n",
      "much 419\n",
      "doesnt 419\n",
      "many 416\n",
      "going 415\n",
      "evil 410\n",
      "voted 408\n",
      "nothing 407\n",
      "comey 405\n",
      "chelseaclinton 403\n",
      "maga 402\n",
      "stupid 402\n",
      "country 399\n",
      "look 396\n",
      "needs 396\n",
      "husband 395\n",
      "god 390\n",
      "criminal 389\n",
      "muslim 386\n",
      "racist 382\n",
      "election 382\n",
      "americans 376\n",
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      "shut 368\n",
      "liberals 368\n",
      "better 367\n",
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      "r 358\n",
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      "democrats 352\n",
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      "w 343\n",
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      "face 339\n",
      "please 338\n",
      "isnt 337\n",
      "yes 336\n",
      "thank 332\n",
      "bad 330\n",
      "lock 329\n",
      "money 328\n",
      "katyperry 327\n",
      "hes 325\n",
      "️ 323\n",
      "way 322\n",
      "put 322\n",
      "black 321\n",
      "liberal 317\n",
      "thedemocrats 317\n",
      "fake 309\n",
      "sexist 308\n",
      "muslims 303\n",
      "pussy 302\n",
      "tell 300\n",
      "called 298\n",
      "hey 296\n",
      "truth 295\n",
      "love 295\n",
      "nancypelosi 295\n",
      "gop 295\n",
      "support 293\n",
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      "little 286\n",
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      "care 284\n",
      "years 282\n",
      "rape 280\n",
      "american 279\n",
      "senwarren 275\n",
      "lies 271\n",
      "politico 268\n",
      "mean 268\n",
      "life 267\n",
      "mouth 267\n",
      "sure 266\n",
      "sex 265\n",
      "thing 262\n",
      "berniesanders 261\n",
      "left 260\n",
      "world 260\n",
      "female 259\n",
      "help 259\n",
      "wrong 257\n",
      "says 252\n",
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      "oh 248\n",
      "witch 248\n",
      "head 248\n",
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      "democrat 247\n",
      "girls 246\n",
      "person 246\n",
      "delusional 246\n",
      "ignorant 245\n",
      "anyone 244\n",
      "youtube 240\n",
      "great 240\n",
      "dems 238\n",
      "nytimes 236\n",
      "pedophile 236\n",
      "hope 235\n",
      "pay 234\n",
      "emails 234\n",
      "wont 234\n",
      "millions 231\n",
      "nasty 231\n",
      "anything 231\n",
      "crooked 230\n",
      "bernie 230\n",
      "stillwithher 228\n",
      "msnbc 227\n",
      "islam 225\n",
      "told 224\n",
      "win 223\n",
      "damn 223\n",
      "free 222\n",
      "imwithher 222\n",
      "stand 222\n",
      "day 221\n",
      "job 221\n",
      "losers 221\n",
      "seanhannity 221\n",
      "gay 219\n",
      "big 218\n",
      "fact 216\n",
      "human 215\n",
      "murder 215\n",
      "children 215\n",
      "sick 214\n",
      "wasnt 213\n",
      "true 213\n",
      "call 212\n",
      "tonyposnanski 212\n",
      "abortion 211\n",
      "usa 211\n",
      "done 210\n",
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      "ask 206\n",
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      "wouldnt 202\n",
      "reason 201\n",
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      "media 191\n",
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      "wanted 191\n",
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      "yeah 191\n",
      "girl 190\n",
      "votes 189\n",
      "wonder 188\n",
      "made 188\n",
      "babies 188\n",
      "candidate 187\n",
      "pathetic 187\n",
      "new 186\n",
      "looks 184\n",
      "today 184\n",
      "full 183\n",
      "poor 182\n",
      "feminist 182\n",
      "couldnt 182\n",
      "kill 181\n",
      "law 180\n",
      "rich 180\n",
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      "irrelevant 179\n",
      "show 178\n",
      "trying 177\n",
      "thought 176\n",
      "work 175\n",
      "countries 174\n",
      "deplorables 173\n",
      "dick 171\n",
      "name 171\n",
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      "gays 168\n",
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      "secretary 164\n",
      "elected 164\n",
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      "bunch 161\n",
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      "self 161\n",
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      "lady 160\n",
      "blame 159\n",
      "someone 159\n",
      "sexual 158\n",
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      "donnabrazile 155\n",
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      "history 155\n",
      "everyone 155\n",
      "next 155\n",
      "idiots 155\n",
      "b 154\n",
      "role 152\n",
      "illegal 152\n",
      "bitches 151\n",
      "theyre 151\n",
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      "idiot 150\n",
      "✊ 149\n",
      "nygovcuomo 148\n",
      "whining 148\n",
      "terrorists 147\n",
      "everything 147\n",
      "crookedhillary 147\n",
      "lied 147\n",
      "makes 146\n",
      "fraud 146\n",
      "male 146\n",
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      "young 144\n",
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      "son 144\n",
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      "n 143\n",
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      "raped 142\n",
      "last 142\n",
      "office 141\n",
      "march 141\n",
      "arent 141\n",
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      "hard 140\n",
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      "etc 122\n",
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      "mmflint 75\n",
      "change 75\n",
      "bigot 75\n",
      "speaking 75\n",
      "bills 74\n",
      "shows 74\n",
      "clear 74\n",
      "convicted 74\n",
      "acting 74\n",
      "cheated 74\n",
      "public 74\n",
      "hasnt 73\n",
      "qualified 73\n",
      "politician 73\n",
      "telling 73\n",
      "friend 73\n",
      "humaabedin 73\n",
      "looser 72\n",
      "universe 72\n",
      "helped 72\n",
      "moron 72\n",
      "tried 72\n",
      "hang 72\n",
      "democracy 72\n",
      "blood 71\n",
      "innocent 71\n",
      "vs 71\n",
      "went 71\n",
      "emelisande 71\n",
      "tax 71\n",
      "mad 71\n",
      "hateful 71\n",
      "‍ 71\n",
      "tuckercarlson 71\n",
      "slave 71\n",
      "supports 71\n",
      "dear 71\n",
      "pres 70\n",
      "cannot 70\n",
      "trust 70\n",
      "nice 70\n",
      "kick 70\n",
      "religion 70\n",
      "caught 70\n",
      "foreign 70\n",
      "assault 70\n",
      "destroyed 70\n",
      "libtard 70\n",
      "quit 70\n",
      "end 70\n",
      "throw 70\n",
      "” 70\n",
      "vile 70\n",
      "slaves 69\n",
      "tired 69\n",
      "evidence 69\n",
      "deserve 69\n",
      "racism 69\n",
      "forgot 69\n",
      "voting 69\n",
      "imagine 69\n",
      "admit 69\n",
      "smh 68\n",
      "phony 68\n",
      "whores 68\n",
      "huma 68\n",
      "standing 68\n",
      "list 68\n",
      "become 68\n",
      "planned 68\n",
      "hair 67\n",
      "assholes 67\n",
      "smart 67\n",
      "held 67\n",
      "weiner 67\n",
      "chance 67\n",
      "likes 67\n",
      "ap 67\n",
      "tweet 66\n",
      "folks 66\n",
      "timkaine 66\n",
      "❤ 66\n",
      "doubt 66\n",
      "comes 66\n",
      "losing 66\n",
      "nastywoman 66\n",
      "turn 66\n",
      "leader 66\n",
      "past 66\n",
      "learn 66\n",
      "side 66\n",
      "broke 66\n",
      "facebook 65\n",
      "glad 65\n",
      "longer 65\n",
      "jeffsessions 65\n",
      "blacks 65\n",
      "known 65\n",
      "continue 65\n",
      "joyannreid 65\n",
      "wtf 65\n",
      "╱ 64\n",
      "hated 64\n",
      "aprildryan 64\n",
      "nope 64\n",
      "grab 64\n",
      "╲ 64\n",
      "russian 64\n",
      "lives 63\n",
      "carmenriosss 63\n",
      "hat 63\n",
      "congress 63\n",
      "body 63\n",
      "fired 63\n",
      "loves 63\n",
      "seems 63\n",
      "friends 63\n",
      "aka 63\n",
      "lsarsour 63\n",
      "low 63\n",
      "afraid 63\n",
      "idea 63\n",
      "hot 63\n",
      "ready 62\n",
      "worked 62\n",
      "chuckschumer 62\n",
      "boy 62\n",
      "pantssuitedthug 62\n",
      "abt 62\n",
      "🖕 62\n",
      "trafficking 62\n",
      "found 62\n",
      "ban 62\n",
      "locked 62\n",
      "oreillyfactor 62\n",
      "living 62\n",
      "angry 61\n",
      "lesbian 61\n",
      "resistance 61\n",
      "brain 61\n",
      "crap 61\n",
      "book 61\n",
      "legal 61\n",
      "– 61\n",
      "haiti 61\n",
      "billmaher 61\n",
      "unborn 61\n",
      "married 61\n",
      "scumbag 60\n",
      "hold 60\n",
      "aglynch 60\n",
      "crying 60\n",
      "covered 60\n",
      "jobs 60\n",
      "die 60\n",
      "crook 60\n",
      "sell 60\n",
      "population 60\n",
      "“ 60\n",
      "democratic 60\n",
      "dumbass 60\n",
      "billclintonisarapist 60\n",
      "charge 59\n",
      "using 59\n",
      "whiny 59\n",
      "jesus 59\n",
      "em 59\n",
      "send 59\n",
      "ive 59\n",
      "foundation 59\n",
      "takes 59\n",
      "fakenews 59\n",
      "predator 59\n",
      "seth 59\n",
      "sethrichcoverup 59\n",
      "violent 59\n",
      "miss 59\n",
      "fear 59\n",
      "laws 59\n",
      "super 58\n",
      "havent 58\n",
      "hillaryforprison 58\n",
      "total 58\n",
      "parenthood 58\n",
      "defending 58\n",
      "christians 58\n",
      "wouldve 58\n",
      "michael 58\n",
      "hand 58\n",
      "dude 58\n",
      "heads 57\n",
      "bigger 57\n",
      "sucking 57\n",
      "serial 57\n",
      "months 57\n",
      "given 57\n",
      "team 57\n",
      "answer 57\n",
      "explain 57\n",
      "eyes 57\n",
      "refugees 57\n",
      "lmfao 57\n",
      "attack 56\n",
      "cry 56\n",
      "order 56\n",
      "hit 56\n",
      "days 56\n",
      "sexism 56\n",
      "shell 56\n",
      "▔ 56\n",
      "ring 56\n",
      "guys 56\n",
      "email 56\n",
      "‼ 56\n",
      "none 56\n",
      "hypocritical 56\n",
      "georgesoros 56\n",
      "retire 56\n",
      "clintonfdn 56\n",
      "werent 56\n",
      "period 56\n",
      "divide 56\n",
      "lead 55\n",
      "drunk 55\n",
      "honest 55\n",
      "cut 55\n",
      "disgrace 55\n",
      "abuse 55\n",
      "huh 55\n",
      "defended 55\n",
      "marching 55\n",
      "voice 55\n",
      "💙 55\n",
      "screwed 55\n",
      "line 55\n",
      "asked 55\n",
      "immigrant 55\n",
      "chrislhayes 55\n",
      "libs 55\n",
      "giving 55\n",
      "puppet 54\n",
      "cheat 54\n",
      "felon 54\n",
      "presidential 54\n",
      "choice 54\n",
      "race 54\n",
      "fascist 54\n",
      "stole 54\n",
      "insane 54\n",
      "single 54\n",
      "fire 54\n",
      "proven 54\n",
      "rosie 54\n",
      "rihanna 54\n",
      "warned 54\n",
      "godspeedtrumps 54\n",
      "paying 54\n",
      "ladygaga 54\n",
      "control 53\n",
      "wake 53\n",
      "pass 53\n",
      "difference 53\n",
      "shed 53\n",
      "prove 53\n",
      "started 53\n",
      "husbands 53\n",
      "classified 53\n",
      "girlsreallyrule 53\n"
     ]
    }
   ],
   "source": [
    "for word, count in _true_words:\n",
    "    print(\"%s %s\" % (word, count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
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barackobama barackobama barackobama barackobama people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people people clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia russia obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama obama cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn cnn dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc dnc 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 😂 think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think think emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails emails 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comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey comey time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time time thank thank thank thank thank thank thank thank thank thank thank thank thank thank thank thank thank thank thank thank thank thank thank thank 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love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love love please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please please billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre youre said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said said cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant cant voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted voted want want want want want want want want want want want want want want want want want want want want want want want want want want want want want 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news news news news news news news news news news going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going going thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats thats maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga maga america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america america fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi fbi much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much much women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women women sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders sensanders got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got got media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media media campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign campaign shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes shes day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day day fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake fake gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop gop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop stop win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win win today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today today woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman woman country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country country many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many many yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes yes new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new new way way way way way way way way way way way way way way way way way way way way way way way way 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nothing nothing nothing nothing nothing womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats democrats real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real real thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats thedemocrats oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh oh great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great great investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation investigation better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better better help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help help look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look look berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders berniesanders russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian russian says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says says lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol lol bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie bernie hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope hope votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes votes doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt doesnt made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made made hrc hrc hrc hrc hrc 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chelseaclinton chelseaclinton chelseaclinton chelseaclinton chelseaclinton chelseaclinton chelseaclinton chelseaclinton chelseaclinton chelseaclinton thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing thing questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions questions isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt isnt 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white white white white white bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad bad msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc msnbc fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact fact bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill bill world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world world needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs needs truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth truth american american american american american american american american american american american american american american american american american american american american american american american american american american american american american american american american american american american american american american american ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ur ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ ❤ candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate candidate putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin putin email email email email email email email email email email email email email email email email email email email email email email email email email email email email email email email email email email email email email email true true true true true true true true true true true true true true true true true true true true true true true true true true true true true true true true true true true true true tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell tell benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi benghazi popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular popular person person person person person person person person person person person person person person person person person person person person person person person person person person person person person person person person person person person person person years years years years years years years years years years years years years years years years years years years years years years years years years years years years years years years years years years years years wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong wrong russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians russians anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone anyone money money money money money money money money money money money money money money money money money money money money money money money money money money money money money money money money money money money resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist resist lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets lets corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt corrupt nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi nancypelosi put put put put put put put put put put put put put put put put put put put put put put put put put put put put put put put put put put care care care care care care care care care care care care care care care care care care care care care care care care care care care care care care care care care care jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail jail talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking talking blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame blame work work work work work work work work work work work work work work work work work work work work work work work work work work work work work work work work work work support support support support support support support support support support support support support support support support support support support support support support support support support support support support support support support support support support house house house house house house house house house house house house house house house house house house house house house house house house house house house house house house house house house house left left left left left left left left left left left left left left left left left left left left left left left left left left left left left left left left left left inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration inauguration everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone everyone son son son son son son son son son son son son son son son son son son son son son son son son son son son son son son son son son crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked crooked man man man man man man man man man man man man man man man man man man man man man man man man man man man man man man man man man thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks thanks anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything anything lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought thought criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal criminal loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser loser last last last last last last last last last last last last last last last last last last last last last last last last last last last last last last last last uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium uranium sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad sad hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate hate next next next next next next next next next next next next next next next next next next next next next next next next next next next next next next next supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters supporters big big big big big big big big big big big big big big big big big big big big big big big big big big big big big big big wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wikileaks wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt wasnt show show show show show show show show show show show show show show show show show show show show show show show show show show show show show show show told told told told told told told told told told told told told told told told told told told told told told told told told told told told told told told delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete delete happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy happy voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters voters old old old old old old old old old old old old old old old old old old old old old old old old old old old old old old someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone someone something something something something something something something something something something something something something something something something something something something something something something something something something something something something something something tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet tweet wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont wont server server server server server server server server server server server server server server server server server server server server server server server server server server server server server server loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss loss best best best best best best best best best best best best best best best best best best best best best best best best best best best best best johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta johnpodesta trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps trumps lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying lying mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean mean senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren senwarren life life life life life life life life life life life life life life life life life life life life life life life life life life life life life woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods woods nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes nytimes stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand stand trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying trying wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted wanted job job job job job job job job job job job job job job job job job job job job job job job job job job job job state state state state state state state state state state state state state state state state state state state state state state state state state state state state stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher stillwithher lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup lockherup prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison prison call call call call call call call call call call call call call call call call call call call call call call call call call call call call talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk talk seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity seanhannity office office office office office office office office office office office office office office office office office office office office office office office office office office office hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell hell elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected elected politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico politico saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying saying everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything everything liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar liar gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave gave scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned scorned ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask ask usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa usa reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason reason wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wish wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt wouldnt forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget forget hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys hillarys getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting getting speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech speech law law law law law law law law law law law law law law law law law law law law law law law law law resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance resistance things things things things things things things things things things things things things things things things things things things things things things things things things ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl ppl knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew knew sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry sorry hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear hear wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait wait point point point point point point point point point point point point point point point point point point point point point point point point point secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary secretary lock lock lock lock lock lock lock lock lock lock lock lock lock lock lock lock lock lock lock lock lock lock lock lock yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah yeah called called called called called called called called called called called called called called called called called called called called called called called called youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube youtube history history history history history history history history history history history history history history history history history history history history history history history history shit shit shit shit shit shit shit shit shit shit shit shit shit shit shit shit shit shit shit shit shit shit shit shit agree agree agree agree agree agree agree agree agree agree agree agree agree agree agree agree agree agree agree agree agree agree agree agree speak speak speak speak speak speak speak speak speak speak speak speak speak speak speak speak speak speak speak speak speak speak speak speak pay pay pay pay pay pay pay pay pay pay pay pay pay pay pay pay pay pay pay pay pay pay pay pay feel feel feel feel feel feel feel feel feel feel feel feel feel feel feel feel feel feel feel feel feel feel feel feel little little little little little little little little little little little little little little little little little little little little little little little little part part part part part part part part part part part part part part part part part part part part part part part leader leader leader leader leader leader leader leader leader leader leader leader leader leader leader leader leader leader leader leader leader leader leader donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile donnabrazile hard hard hard hard hard hard hard hard hard hard hard hard hard hard hard hard hard hard hard hard hard hard hard miss miss miss miss miss miss miss miss miss miss miss miss miss miss miss miss miss miss miss miss miss miss miss coming coming coming coming coming coming coming coming coming coming coming coming coming coming coming coming coming coming coming coming coming coming coming maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow maddow msm msm msm msm msm msm msm msm msm msm msm msm msm msm msm msm msm msm msm msm msm msm msm year year year year year year year year year year year year year year year year year year year year year year wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder wonder lie lie lie lie lie lie lie lie lie lie lie lie lie lie lie lie lie lie lie lie lie lie days days days days days days days days days days days days days days days days days days days days days days \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb \\U0001f3fb senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer senschumer wants wants wants wants wants wants wants wants wants wants wants wants wants wants wants wants wants wants wants wants wants wants watch watch watch watch watch watch watch watch watch watch watch watch watch watch watch watch watch watch watch watch watch watch bc bc bc bc bc bc bc bc bc bc bc bc bc bc bc bc bc bc bc bc bc bc donald donald donald donald donald donald donald donald donald donald donald donald donald donald donald donald donald donald donald donald donald donald makes makes makes makes makes makes makes makes makes makes makes makes makes makes makes makes makes makes makes makes makes makes fight fight fight fight fight fight fight fight fight fight fight fight fight fight fight fight fight fight fight fight fight fight millions millions millions millions millions millions millions millions millions millions millions millions millions millions millions millions millions millions millions millions millions millions read read read read read read read read read read read read read read read read read read read read read sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich sethrich wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley wellesley evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence evidence rt rt rt rt rt rt rt rt rt rt rt rt rt rt rt rt rt rt rt rt rt ass ass ass ass ass ass ass ass ass ass ass ass ass ass ass ass ass ass ass ass ass free free free free free free free free free free free free free free free free free free free free free running running running running running running running running running running running running running running running running running running running running running rights rights rights rights rights rights rights rights rights rights rights rights rights rights rights rights rights rights rights rights rights vp vp vp vp vp vp vp vp vp vp vp vp vp vp vp vp vp vp vp vp vp fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews fakenews ok ok ok ok ok ok ok ok ok ok ok ok ok ok ok ok ok ok ok ok ok corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption corruption illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal illegal start start start start start start start start start start start start start start start start start start start start start couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt couldnt crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes crimes losing losing losing losing losing losing losing losing losing losing losing losing losing losing losing losing losing losing losing losing losing took took took took took took took took took took took took took took took took took took took took took trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia trumprussia katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry katyperry strong strong strong strong strong strong strong strong strong strong strong strong strong strong strong strong strong strong strong strong strong times times times times times times times times times times times times times times times times times times times times democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat democrat watching watching watching watching watching watching watching watching watching watching watching watching watching watching watching watching watching watching watching watching political political political political political political political political political political political political political political political political political political political political investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate investigate looks looks looks looks looks looks looks looks looks looks looks looks looks looks looks looks looks looks looks looks used used used used used used used used used used used used used used used used used used used used justice justice justice justice justice justice justice justice justice justice justice justice justice justice justice justice justice justice justice justice \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 \\U0001f914 paid paid paid paid paid paid paid paid paid paid paid paid paid paid paid paid paid paid paid paid twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter twitter id id id id id id id id id id id id id id id id id id id id lot lot lot lot lot lot lot lot lot lot lot lot lot lot lot lot lot lot lot lot stay stay stay stay stay stay stay stay stay stay stay stay stay stay stay stay stay stay stay stay guess guess guess guess guess guess guess guess guess guess guess guess guess guess guess guess guess guess guess guess use use use use use use use use use use use use use use use use use use use use collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion collusion name name name name name name name name name name name name name name name name name name name name clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons clintons proud proud proud proud proud proud proud proud proud proud proud proud proud proud proud proud proud proud proud proud matter matter matter matter matter matter matter matter matter matter matter matter matter matter matter matter matter matter matter matter liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals liberals states states states states states states states states states states states states states states states states states states states states beat beat beat beat beat beat beat beat beat beat beat beat beat beat beat beat beat beat beat beat move move move move move move move move move move move move move move move move move move move class class class class class class class class class class class class class class class class class class class politics politics politics politics politics politics politics politics politics politics politics politics politics politics politics politics politics politics politics power power power power power power power power power power power power power power power power power power power republicans republicans republicans republicans republicans republicans republicans republicans republicans republicans republicans republicans republicans republicans republicans republicans republicans republicans republicans funny funny funny funny funny funny funny funny funny funny funny funny funny funny funny funny funny funny funny evil evil evil evil evil evil evil evil evil evil evil evil evil evil evil evil evil evil evil try try try try try try try try try try try try try try try try try try try '"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = \"\"\n",
    "for word, count in _total_words[:300]:\n",
    "    for _ in range(int(count/100)):\n",
    "        s += (\"%s \" % word)\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillaryclinton hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary hillary realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump realdonaldtrump potus potus potus potus potus potus potus potus potus potus potus potus potus potus potus potus potus potus potus potus trump trump trump trump trump trump trump trump trump trump trump trump trump trump trump trump trump trump trump ass ass ass ass ass ass ass ass ass ass ass ass ass ass ass ass ass foxnews foxnews foxnews foxnews foxnews foxnews foxnews foxnews foxnews foxnews foxnews foxnews foxnews foxnews foxnews foxnews foxnews women women women women women women women women women women women women women women women women bitch bitch bitch bitch bitch bitch bitch bitch bitch bitch bitch clinton clinton clinton clinton clinton clinton clinton clinton clinton clinton woman woman woman woman woman woman woman woman woman woman people people people people people people people people people lost lost lost lost lost lost lost lost lost 😂 😂 😂 😂 😂 😂 😂 😂 😂 shes shes shes shes shes shes shes shes obama obama obama obama obama obama obama obama barackobama barackobama barackobama barackobama barackobama barackobama barackobama barackobama billclinton billclinton billclinton billclinton billclinton billclinton billclinton billclinton us us us us us us us youre youre youre youre youre youre youre white white white white white white white president president president president president president think think think think think think america america america america america america cant cant cant cant cant cant said said said said said said womensmarch womensmarch womensmarch womensmarch womensmarch womensmarch cnn cnn cnn cnn cnn cnn loser loser loser loser loser loser time time time time time time want want want want want want thats thats thats thats thats shit shit shit shit shit got got got got got lying lying lying lying lying sensanders sensanders sensanders sensanders sensanders fuck fuck fuck fuck fuck fucking fucking fucking fucking fucking men men men men men hate hate hate hate hate vote vote vote vote vote need need need need need rights rights rights rights rights bill bill bill bill dnc dnc dnc dnc real real real real child child child child lol lol lol lol corrupt corrupt corrupt corrupt stop stop stop stop man man man man prison prison prison prison rapist rapist rapist rapist good good good good jail jail jail jail lockherup lockherup lockherup lockherup much much much much doesnt doesnt doesnt doesnt many many many many going going going going evil evil evil evil voted voted voted voted nothing nothing nothing nothing comey comey comey comey chelseaclinton chelseaclinton chelseaclinton chelseaclinton maga maga maga maga stupid stupid stupid stupid country country country look look look needs needs needs husband husband husband god god god criminal criminal criminal muslim muslim muslim racist racist racist election election election americans americans americans old old old shut shut shut liberals liberals liberals better better better house house house hell hell hell r r r dumb dumb dumb democrats democrats democrats liar liar liar w w w ur ur ur face face face please please please isnt isnt isnt yes yes yes thank thank thank bad bad bad lock lock lock money money money katyperry katyperry katyperry hes hes hes ️ ️ ️ way way way put put put black black black liberal liberal liberal thedemocrats thedemocrats thedemocrats fake fake fake sexist sexist sexist muslims muslims muslims pussy pussy pussy tell tell tell called called hey hey truth truth love love nancypelosi nancypelosi gop gop support support hrc hrc little little impeached impeached care care years years rape rape american american senwarren senwarren lies lies politico politico mean mean life life mouth mouth sure sure sex sex thing thing berniesanders berniesanders left left world world female female help help wrong wrong says says fbi fbi oh oh witch witch head head hypocrite hypocrite democrat democrat girls girls person person delusional delusional ignorant ignorant anyone anyone youtube youtube great great dems dems nytimes nytimes pedophile pedophile hope hope pay pay emails emails wont wont millions millions nasty nasty anything anything crooked crooked bernie bernie stillwithher stillwithher msnbc msnbc islam islam told told win win damn damn free free imwithher imwithher stand stand day day job job losers losers seanhannity seanhannity gay gay big big fact fact human human murder murder children children sick sick wasnt wasnt true true call call tonyposnanski tonyposnanski abortion abortion usa usa done done russia russia woods woods wants wants cause cause foxnewsinsider foxnewsinsider queen queen ppl ppl benghazi benghazi ask ask supporters supporters took took zeldawilliams zeldawilliams wouldnt wouldnt reason reason imstillwithher womens lie lets paid news party media voters talking wanted johnpodesta yeah girl votes wonder made babies candidate pathetic new looks today full poor feminist couldnt kill law rich \\U0001f3fb irrelevant show trying thought work countries deplorables dick name maxinewaters sad future gays class forget less resist senschumer secretary elected flotus thinks disgusting bunch killed self crimes vagina lady blame someone sexual crazy getting saying donnabrazile calling history everyone next idiots b role illegal bitches theyre trumps idiot ✊ nygovcuomo whining terrorists everything crookedhillary lied makes fraud male sorry gave pizzagate libtards hillarys '"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = \"\"\n",
    "for word, count in _true_words[:300]:\n",
    "    for _ in range(int(count/100)):\n",
    "        s += (\"%s \" % word)\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-01-01 00:00:00\t883\t10570\n",
      "\n",
      "2017-01-08 00:00:00\t1341\t15705\n",
      "\n",
      "2017-01-15 00:00:00\t1426\t16518\n",
      "\n",
      "2017-01-22 00:00:00\t2876\t31268\n",
      "\n",
      "2017-01-29 00:00:00\t2175\t21954\n",
      "\n",
      "2017-02-05 00:00:00\t1276\t14221\n",
      "\n",
      "2017-02-12 00:00:00\t2062\t23786\n",
      "\n",
      "2017-02-19 00:00:00\t1371\t21218\n",
      "\n",
      "2017-02-26 00:00:00\t1590\t19662\n",
      "\n",
      "2017-03-05 00:00:00\t1253\t18153\n",
      "\n",
      "2017-03-12 00:00:00\t1210\t13166\n",
      "\n",
      "2017-03-19 00:00:00\t1330\t15535\n",
      "\n",
      "2017-03-26 00:00:00\t1483\t20708\n",
      "\n",
      "2017-04-02 00:00:00\t1182\t15789\n",
      "\n",
      "2017-04-09 00:00:00\t644\t9975\n",
      "\n",
      "2017-04-16 00:00:00\t346\t5114\n",
      "\n",
      "2017-04-23 00:00:00\t383\t6025\n",
      "\n",
      "2017-04-30 00:00:00\t256\t4801\n",
      "\n",
      "2017-05-07 00:00:00\t962\t16594\n",
      "\n",
      "2017-05-14 00:00:00\t666\t12875\n",
      "\n",
      "2017-05-21 00:00:00\t686\t12949\n",
      "\n",
      "2017-05-28 00:00:00\t1101\t14122\n",
      "\n",
      "2017-06-04 00:00:00\t1214\t19024\n",
      "\n",
      "2017-06-11 00:00:00\t547\t10936\n",
      "\n",
      "2017-06-18 00:00:00\t457\t8580\n",
      "\n",
      "2017-06-25 00:00:00\t347\t6612\n",
      "\n",
      "2017-07-02 00:00:00\t271\t5757\n",
      "\n",
      "2017-07-09 00:00:00\t209\t4968\n",
      "\n",
      "2017-07-16 00:00:00\t582\t13332\n",
      "\n",
      "2017-07-23 00:00:00\t185\t4233\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with open(\"hillary_stats.txt\", \"w\") as f:\n",
    "    for timeframe in splitted_df:\n",
    "        s = \"%s\\t%s\\t%s\\n\" % (timeframe[\"date\"], timeframe[\"agree_count\"], len(timeframe[\"df\"]))\n",
    "        f.write(s)\n",
    "        print(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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",
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 },
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