Keyword_by_group.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import age_grouping as ag\n",
    "import keywords_by_group as kbg\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "EPData = pd.read_csv(\"../First100000.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## Group data by a given bin size\n",
    "age_range = [13,78]\n",
    "bin_size = 11\n",
    "Data = ag.age_filtering(EPData,age_range)\n",
    "Data = ag.age_grouping(Data,bin_size,age_range)\n",
    "group = list(set(Data['age_group']))\n",
    "nfeature = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "age_group 0\n",
      "Creating the bag of words...\n",
      "\n",
      "7784 love\n",
      "4720 want\n",
      "3036 like\n",
      "1903 hate\n",
      "1316 someone\n",
      "1308 need\n",
      "1269 people\n",
      "1217 think\n",
      "1194 know\n",
      "1124 music\n",
      "1082 gay\n",
      "1006 new\n",
      "872 im\n",
      "834 feel\n",
      "804 talk\n",
      "751 experience\n",
      "722 believe\n",
      "714 thoughts\n",
      "706 girlfriend\n",
      "706 random\n",
      "670 project\n",
      "652 friends\n",
      "637 get\n",
      "635 member\n",
      "633 depression\n",
      "591 good\n",
      "554 person\n",
      "547 write\n",
      "537 life\n",
      "524 girl\n",
      "511 battle\n",
      "496 things\n",
      "472 ask\n",
      "472 boyfriend\n",
      "454 friend\n",
      "446 wish\n",
      "444 weird\n",
      "443 dont\n",
      "441 song\n",
      "422 lonely\n",
      "399 make\n",
      "383 single\n",
      "380 bored\n",
      "378 really\n",
      "377 say\n",
      "377 self\n",
      "372 always\n",
      "370 lyrics\n",
      "369 answer\n",
      "359 quotes\n",
      "age_group 1\n",
      "Creating the bag of words...\n",
      "\n",
      "3708 love\n",
      "1873 want\n",
      "1374 like\n",
      "1311 seo\n",
      "785 music\n",
      "634 hate\n",
      "617 know\n",
      "602 new\n",
      "539 need\n",
      "522 think\n",
      "449 people\n",
      "446 someone\n",
      "435 offshore\n",
      "389 woman\n",
      "376 believe\n",
      "376 person\n",
      "366 experience\n",
      "366 good\n",
      "359 life\n",
      "342 project\n",
      "329 write\n",
      "326 heating\n",
      "321 vitamin\n",
      "319 serum\n",
      "318 feel\n",
      "318 thoughts\n",
      "314 member\n",
      "309 houston\n",
      "298 random\n",
      "295 guide\n",
      "267 lasik\n",
      "266 talk\n",
      "257 best\n",
      "256 banking\n",
      "256 things\n",
      "250 known\n",
      "250 top\n",
      "247 home\n",
      "246 facts\n",
      "241 get\n",
      "233 men\n",
      "228 live\n",
      "228 use\n",
      "224 girl\n",
      "224 simple\n",
      "223 quote\n",
      "215 friends\n",
      "214 single\n",
      "210 depression\n",
      "206 tips\n",
      "age_group 2\n",
      "Creating the bag of words...\n",
      "\n",
      "2501 love\n",
      "1041 want\n",
      "840 like\n",
      "388 music\n",
      "339 woman\n",
      "328 write\n",
      "305 know\n",
      "302 thoughts\n",
      "291 random\n",
      "288 people\n",
      "278 think\n",
      "276 hate\n",
      "244 live\n",
      "236 good\n",
      "229 new\n",
      "214 believe\n",
      "199 marriage\n",
      "194 quotes\n",
      "186 song\n",
      "185 need\n",
      "184 person\n",
      "181 someone\n",
      "170 life\n",
      "162 feel\n",
      "155 women\n",
      "152 sex\n",
      "149 experience\n",
      "149 sexless\n",
      "142 quote\n",
      "135 share\n",
      "133 married\n",
      "127 project\n",
      "122 get\n",
      "122 story\n",
      "119 member\n",
      "117 ep\n",
      "117 wish\n",
      "114 friends\n",
      "114 word\n",
      "110 say\n",
      "105 would\n",
      "102 things\n",
      "99 high\n",
      "96 always\n",
      "96 day\n",
      "96 time\n",
      "96 wife\n",
      "95 enjoy\n",
      "90 poetry\n",
      "88 men\n",
      "age_group 3\n",
      "Creating the bag of words...\n",
      "\n",
      "1978 love\n",
      "930 like\n",
      "761 want\n",
      "600 music\n",
      "329 woman\n",
      "287 know\n",
      "258 write\n",
      "250 thoughts\n",
      "248 hate\n",
      "245 superior\n",
      "235 people\n",
      "233 random\n",
      "211 think\n",
      "187 good\n",
      "186 believe\n",
      "172 jokes\n",
      "163 song\n",
      "161 story\n",
      "158 live\n",
      "157 riddles\n",
      "155 quote\n",
      "150 word\n",
      "136 day\n",
      "134 marriage\n",
      "124 right\n",
      "122 quotes\n",
      "113 sexless\n",
      "112 sex\n",
      "109 listening\n",
      "105 new\n",
      "103 someone\n",
      "102 laugh\n",
      "98 feel\n",
      "98 life\n",
      "96 women\n",
      "95 need\n",
      "93 wear\n",
      "91 poetry\n",
      "90 enjoy\n",
      "87 experience\n",
      "87 share\n",
      "84 would\n",
      "83 going\n",
      "81 challenge\n",
      "76 wife\n",
      "74 naked\n",
      "74 project\n",
      "73 film\n",
      "73 friends\n",
      "72 ep\n",
      "age_group 4\n",
      "Creating the bag of words...\n",
      "\n",
      "670 love\n",
      "305 jokes\n",
      "235 like\n",
      "228 want\n",
      "175 riddles\n",
      "139 chuck\n",
      "118 music\n",
      "113 norris\n",
      "83 write\n",
      "69 tell\n",
      "60 good\n",
      "60 quote\n",
      "52 ep\n",
      "50 quotes\n",
      "46 hate\n",
      "45 listening\n",
      "44 live\n",
      "44 think\n",
      "43 puns\n",
      "42 know\n",
      "41 believe\n",
      "39 fan\n",
      "39 today\n",
      "36 poetry\n",
      "35 experience\n",
      "34 day\n",
      "34 marriage\n",
      "34 sexy\n",
      "33 ll\n",
      "31 sexless\n",
      "31 wearing\n",
      "30 project\n",
      "30 wear\n",
      "29 new\n",
      "29 random\n",
      "29 thoughts\n",
      "28 christian\n",
      "28 give\n",
      "28 history\n",
      "28 ladies\n",
      "28 lived\n",
      "27 word\n",
      "26 bad\n",
      "26 daily\n",
      "26 facts\n",
      "26 kicked\n",
      "26 life\n",
      "26 man\n",
      "26 roundhouse\n",
      "26 story\n",
      "age_group 5\n",
      "Creating the bag of words...\n",
      "\n",
      "551 like\n",
      "508 writing\n",
      "500 limericks\n",
      "118 love\n",
      "82 believe\n",
      "77 god\n",
      "49 jokes\n",
      "48 christian\n",
      "45 riddles\n",
      "44 write\n",
      "23 want\n",
      "20 poems\n",
      "15 story\n",
      "13 good\n",
      "12 rhymes\n",
      "10 finding\n",
      "10 funny\n",
      "10 pictures\n",
      "10 random\n",
      "10 thoughts\n",
      "9 quotes\n",
      "9 wear\n",
      "9 word\n",
      "8 chastity\n",
      "8 pageant\n",
      "8 quote\n",
      "8 spanked\n",
      "8 volunteered\n",
      "7 music\n",
      "7 short\n",
      "5 doctrine\n",
      "5 heresy\n",
      "5 sometimes\n",
      "5 womanless\n",
      "4 adore\n",
      "4 catholic\n",
      "4 curious\n",
      "4 experience\n",
      "4 naked\n",
      "4 new\n",
      "4 one\n",
      "4 roman\n",
      "4 tell\n",
      "4 ten\n",
      "4 things\n",
      "4 think\n",
      "4 watch\n",
      "4 woman\n",
      "3 diapers\n",
      "3 read\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>word</th>\n",
       "      <th>counts</th>\n",
       "      <th>group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>love</td>\n",
       "      <td>7784</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>want</td>\n",
       "      <td>4720</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>like</td>\n",
       "      <td>3036</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>hate</td>\n",
       "      <td>1903</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>someone</td>\n",
       "      <td>1316</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>need</td>\n",
       "      <td>1308</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>people</td>\n",
       "      <td>1269</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>think</td>\n",
       "      <td>1217</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>know</td>\n",
       "      <td>1194</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>music</td>\n",
       "      <td>1124</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>gay</td>\n",
       "      <td>1082</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>new</td>\n",
       "      <td>1006</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>im</td>\n",
       "      <td>872</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>feel</td>\n",
       "      <td>834</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>talk</td>\n",
       "      <td>804</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>experience</td>\n",
       "      <td>751</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>believe</td>\n",
       "      <td>722</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>thoughts</td>\n",
       "      <td>714</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>girlfriend</td>\n",
       "      <td>706</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>random</td>\n",
       "      <td>706</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>project</td>\n",
       "      <td>670</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>friends</td>\n",
       "      <td>652</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>get</td>\n",
       "      <td>637</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>member</td>\n",
       "      <td>635</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>depression</td>\n",
       "      <td>633</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>good</td>\n",
       "      <td>591</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>person</td>\n",
       "      <td>554</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>write</td>\n",
       "      <td>547</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>life</td>\n",
       "      <td>537</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>girl</td>\n",
       "      <td>524</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>quotes</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>wear</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>word</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>chastity</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>pageant</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>quote</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>spanked</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>volunteered</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>music</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>short</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>doctrine</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>heresy</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>sometimes</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>womanless</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>adore</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>catholic</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>curious</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>experience</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>naked</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>new</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>one</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>roman</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>tell</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>ten</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>things</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>think</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>watch</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>woman</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>diapers</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>read</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           word  counts  group\n",
       "0          love    7784      0\n",
       "1          want    4720      0\n",
       "2          like    3036      0\n",
       "3          hate    1903      0\n",
       "4       someone    1316      0\n",
       "5          need    1308      0\n",
       "6        people    1269      0\n",
       "7         think    1217      0\n",
       "8          know    1194      0\n",
       "9         music    1124      0\n",
       "10          gay    1082      0\n",
       "11          new    1006      0\n",
       "12           im     872      0\n",
       "13         feel     834      0\n",
       "14         talk     804      0\n",
       "15   experience     751      0\n",
       "16      believe     722      0\n",
       "17     thoughts     714      0\n",
       "18   girlfriend     706      0\n",
       "19       random     706      0\n",
       "20      project     670      0\n",
       "21      friends     652      0\n",
       "22          get     637      0\n",
       "23       member     635      0\n",
       "24   depression     633      0\n",
       "25         good     591      0\n",
       "26       person     554      0\n",
       "27        write     547      0\n",
       "28         life     537      0\n",
       "29         girl     524      0\n",
       "..          ...     ...    ...\n",
       "20       quotes       9      5\n",
       "21         wear       9      5\n",
       "22         word       9      5\n",
       "23     chastity       8      5\n",
       "24      pageant       8      5\n",
       "25        quote       8      5\n",
       "26      spanked       8      5\n",
       "27  volunteered       8      5\n",
       "28        music       7      5\n",
       "29        short       7      5\n",
       "30     doctrine       5      5\n",
       "31       heresy       5      5\n",
       "32    sometimes       5      5\n",
       "33    womanless       5      5\n",
       "34        adore       4      5\n",
       "35     catholic       4      5\n",
       "36      curious       4      5\n",
       "37   experience       4      5\n",
       "38        naked       4      5\n",
       "39          new       4      5\n",
       "40          one       4      5\n",
       "41        roman       4      5\n",
       "42         tell       4      5\n",
       "43          ten       4      5\n",
       "44       things       4      5\n",
       "45        think       4      5\n",
       "46        watch       4      5\n",
       "47        woman       4      5\n",
       "48      diapers       3      5\n",
       "49         read       3      5\n",
       "\n",
       "[300 rows x 3 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kbg.keyword_by_group(Data,'age_group','gn',nfeature,False,True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gender U\n",
      "Creating the bag of words...\n",
      "\n",
      "771 know\n",
      "745 time\n",
      "671 love\n",
      "660 feel\n",
      "595 life\n",
      "593 people\n",
      "459 never\n",
      "458 think\n",
      "414 see\n",
      "404 go\n",
      "373 back\n",
      "351 always\n",
      "349 got\n",
      "345 way\n",
      "343 things\n",
      "331 day\n",
      "326 still\n",
      "311 said\n",
      "304 years\n",
      "283 also\n",
      "gender M\n",
      "Creating the bag of words...\n",
      "\n",
      "13345 time\n",
      "12268 search\n",
      "11517 people\n",
      "10476 know\n",
      "8967 love\n",
      "8843 site\n",
      "8674 web\n",
      "8284 life\n",
      "8110 day\n",
      "8048 engine\n",
      "7703 see\n",
      "7661 also\n",
      "7196 new\n",
      "7185 way\n",
      "7121 may\n",
      "6954 need\n",
      "6605 well\n",
      "6490 go\n",
      "6481 back\n",
      "6187 many\n",
      "gender T\n",
      "Creating the bag of words...\n",
      "\n",
      "407 time\n",
      "352 love\n",
      "349 hosting\n",
      "339 life\n",
      "325 people\n",
      "323 know\n",
      "283 feel\n",
      "279 girl\n",
      "266 web\n",
      "241 go\n",
      "240 think\n",
      "229 never\n",
      "214 way\n",
      "207 see\n",
      "204 always\n",
      "196 going\n",
      "195 got\n",
      "189 day\n",
      "174 first\n",
      "173 also\n",
      "gender F\n",
      "Creating the bag of words...\n",
      "\n",
      "16743 know\n",
      "16633 love\n",
      "13549 feel\n",
      "13367 time\n",
      "12647 people\n",
      "11213 life\n",
      "10179 never\n",
      "9144 go\n",
      "9028 think\n",
      "8393 back\n",
      "8216 always\n",
      "8150 day\n",
      "7459 see\n",
      "7436 things\n",
      "7391 going\n",
      "7279 someone\n",
      "7249 still\n",
      "7095 way\n",
      "7041 got\n",
      "6510 said\n",
      "gender U\n",
      "Creating the bag of words...\n",
      "\n",
      "338 love\n",
      "73 hate\n",
      "52 random\n",
      "51 quote\n",
      "51 thoughts\n",
      "50 people\n",
      "50 write\n",
      "42 know\n",
      "39 music\n",
      "39 need\n",
      "37 think\n",
      "34 believe\n",
      "34 feel\n",
      "33 diary\n",
      "29 someone\n",
      "29 story\n",
      "28 lonelydaisy\n",
      "25 life\n",
      "23 new\n",
      "23 project\n",
      "gender M\n",
      "Creating the bag of words...\n",
      "\n",
      "7391 love\n",
      "1767 music\n",
      "1311 seo\n",
      "1158 know\n",
      "1140 gay\n",
      "917 think\n",
      "904 hate\n",
      "814 new\n",
      "801 people\n",
      "792 need\n",
      "786 someone\n",
      "698 believe\n",
      "680 thoughts\n",
      "663 random\n",
      "608 write\n",
      "574 experience\n",
      "565 writing\n",
      "548 jokes\n",
      "500 limericks\n",
      "496 project\n",
      "gender T\n",
      "Creating the bag of words...\n",
      "\n",
      "184 love\n",
      "74 transgender\n",
      "68 atheist\n",
      "35 people\n",
      "34 know\n",
      "34 wearing\n",
      "32 girl\n",
      "32 person\n",
      "28 write\n",
      "27 crossdresser\n",
      "27 hate\n",
      "26 someone\n",
      "25 think\n",
      "24 hosting\n",
      "24 need\n",
      "21 wear\n",
      "20 email\n",
      "20 panties\n",
      "19 new\n",
      "18 talk\n",
      "gender F\n",
      "Creating the bag of words...\n",
      "\n",
      "8692 love\n",
      "2051 hate\n",
      "1337 people\n",
      "1259 think\n",
      "1254 need\n",
      "1188 know\n",
      "1185 music\n",
      "1182 someone\n",
      "1102 new\n",
      "995 woman\n",
      "903 feel\n",
      "893 write\n",
      "882 thoughts\n",
      "857 believe\n",
      "841 random\n",
      "773 experience\n",
      "711 project\n",
      "706 girlfriend\n",
      "695 person\n",
      "687 member\n"
     ]
    }
   ],
   "source": [
    "for group_var in ['age_group','gender']:\n",
    "    for text_var in ['content','gn']:\n",
    "        #for noun in [False, True]:\n",
    "        kbg.keyword_by_group(Data.dropna(),group_var,text_var,nfeature,False,True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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